2025-03-24 10:13:51,590 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 13:44:46,387 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 13:44:46,532 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:44:46,532 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:44:46,544 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:44:46,544 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:44:46,551 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:44:46,551 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:44:46,573 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 13:44:46,573 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 13:44:46,573 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 13:44:46,573 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 13:44:46,607 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 13:44:46,607 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 13:44:46,607 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:44:46,607 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:44:46,608 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:44:46,608 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:44:46,609 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 13:44:46,609 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 13:44:46,609 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:44:46,609 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:44:46,609 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:44:46,609 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:44:46,612 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 13:44:46,612 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 13:44:46,613 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 13:44:46,613 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:44:46,618 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:44:46,620 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 13:44:46,620 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 13:44:46,620 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:44:46,620 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:44:46,621 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:44:46,622 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 13:44:46,622 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 13:44:46,622 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:44:46,622 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:44:46,623 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 13:44:46,623 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 13:44:46,623 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 13:44:46,623 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 13:44:46,623 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 13:44:46,623 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 13:44:46,636 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 13:44:46,636 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 13:44:46,636 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 13:44:46,636 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 13:44:46,637 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 13:44:46,637 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 13:44:46,637 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 13:44:46,637 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 13:44:46,638 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 13:44:46,638 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 13:44:46,640 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 13:44:46,641 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 13:44:46,641 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 13:45:18,643 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 13:45:29,509 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:45:29,509 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:45:30,903 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:45:30,903 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:45:32,707 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:45:32,707 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:46:39,831 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 13:46:45,627 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:46:45,627 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:51:45,261 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 13:51:53,136 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:51:53,136 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:52:00,456 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:52:00,456 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:52:01,275 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 13:52:01,275 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 13:52:02,405 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:52:02,405 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:52:35,673 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 13:52:35,673 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 13:52:35,674 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 13:52:35,674 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 13:52:35,717 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 13:52:35,717 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 13:52:35,717 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:52:35,717 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:52:35,717 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:52:35,717 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:52:35,719 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 13:52:35,719 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 13:52:35,719 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:52:35,719 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:52:35,720 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:52:35,720 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:52:35,724 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 13:52:35,724 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 13:52:35,725 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 13:52:35,725 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 13:52:35,731 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 13:52:35,731 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 13:52:35,732 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:52:35,732 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:52:35,733 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 13:52:35,733 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 13:52:35,733 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:52:35,733 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:52:35,734 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 13:52:35,734 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 13:52:35,735 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:52:35,735 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:52:35,736 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 13:52:35,736 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 13:52:35,736 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:52:35,736 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:52:35,737 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 13:52:35,737 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 13:52:35,737 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:52:35,737 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:52:35,738 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 13:52:35,738 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 13:52:35,739 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:52:35,739 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:52:35,740 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 13:52:35,740 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 13:52:35,740 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 13:52:35,740 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 13:52:35,740 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 13:52:35,740 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 13:52:35,757 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 13:52:35,757 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 13:52:35,758 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 13:52:35,758 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 13:52:35,759 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 13:52:35,759 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 13:52:35,760 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 13:52:35,760 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 13:52:35,762 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 13:52:35,762 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 13:52:35,762 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,762 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,763 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 13:52:35,763 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 13:52:35,763 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,763 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,765 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 13:52:35,765 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 13:52:35,765 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,765 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 13:52:35,766 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 13:52:35,769 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 13:52:35,769 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 13:55:48,345 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 13:56:03,005 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:56:03,005 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 13:56:39,018 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:56:39,018 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 13:56:39,914 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 13:56:39,914 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 13:57:44,922 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:57:44,922 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 13:58:13,514 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 13:58:13,514 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 13:58:13,514 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 13:58:13,514 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 13:58:13,563 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 13:58:13,563 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 13:58:13,564 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:58:13,564 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:58:13,564 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:58:13,564 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:58:13,566 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 13:58:13,566 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 13:58:13,567 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:58:13,567 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 13:58:13,567 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:58:13,567 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 13:58:13,572 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 13:58:13,572 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 13:58:13,572 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 13:58:13,572 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 13:58:13,580 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 13:58:13,580 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 13:58:13,580 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:58:13,580 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:58:13,581 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 13:58:13,581 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 13:58:13,582 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:58:13,582 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:58:13,583 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 13:58:13,583 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 13:58:13,583 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:58:13,583 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 13:58:13,585 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 13:58:13,585 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 13:58:13,585 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:58:13,585 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:58:13,586 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 13:58:13,586 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 13:58:13,587 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:58:13,587 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:58:13,588 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 13:58:13,588 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 13:58:13,588 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:58:13,588 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 13:58:13,589 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 13:58:13,589 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 13:58:13,590 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 13:58:13,590 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 13:58:13,590 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 13:58:13,590 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 13:58:13,610 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 13:58:13,610 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 13:58:13,610 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 13:58:13,610 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 13:58:13,612 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 13:58:13,612 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 13:58:13,612 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 13:58:13,612 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 13:58:13,614 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 13:58:13,614 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 13:58:13,615 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,615 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,616 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 13:58:13,616 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 13:58:13,616 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,616 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,617 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 13:58:13,617 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 13:58:13,617 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,617 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,618 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 13:58:13,618 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 13:58:13,619 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,619 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 13:58:13,619 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 13:58:13,619 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 13:58:13,620 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 13:58:13,620 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 13:58:13,622 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 13:58:13,622 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 13:58:50,311 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:00:20,832 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:00:20,832 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:00:26,349 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:00:26,349 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:00:27,004 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:00:27,004 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:00:27,800 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:00:27,800 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:00:33,614 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:00:33,614 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:00:33,614 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:00:33,614 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:00:33,658 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:00:33,658 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:00:33,659 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:00:33,659 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:00:33,659 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:00:33,659 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:00:33,661 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:00:33,661 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:00:33,661 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:00:33,661 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:00:33,661 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:00:33,661 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:00:33,666 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:00:33,666 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:00:33,666 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:00:33,666 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:00:33,673 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:00:33,673 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:00:33,673 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:00:33,673 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:00:33,674 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:00:33,674 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:00:33,674 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:00:33,674 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:00:33,675 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:00:33,675 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:00:33,677 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:00:33,677 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:00:33,678 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:00:33,678 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:00:33,678 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:00:33,678 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:00:33,679 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:00:33,679 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:00:33,679 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:00:33,679 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:00:33,681 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:00:33,681 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:00:33,681 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:00:33,681 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:00:33,682 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:00:33,682 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:00:33,682 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:00:33,682 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:00:33,682 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:00:33,682 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:00:33,699 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:00:33,699 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:00:33,700 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:00:33,700 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:00:33,702 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:00:33,702 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:00:33,703 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:00:33,703 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:00:33,704 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:00:33,704 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:00:33,705 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,705 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,705 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:00:33,705 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:00:33,705 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,705 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,706 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:00:33,706 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:00:33,707 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,707 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,707 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:00:33,707 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:00:33,708 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,708 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:00:33,709 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:00:33,709 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:00:33,709 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:00:33,709 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:00:33,710 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:00:33,710 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:01:32,184 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:02:07,495 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:02:07,495 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:02:09,451 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:02:09,451 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:02:10,109 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:02:10,109 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:02:10,924 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:02:10,924 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:02:14,842 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:02:14,842 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:02:14,843 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:02:14,843 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:02:14,888 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:02:14,888 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:02:14,888 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:02:14,888 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:02:14,888 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:02:14,888 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:02:14,891 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:02:14,891 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:02:14,891 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:02:14,891 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:02:14,891 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:02:14,891 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:02:14,896 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:02:14,896 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:02:14,896 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:02:14,896 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:02:14,903 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:02:14,903 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:02:14,903 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:02:14,903 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:02:14,904 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:02:14,904 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:02:14,905 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:02:14,905 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:02:14,906 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:02:14,906 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:02:14,906 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:02:14,906 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:02:14,907 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:02:14,907 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:02:14,908 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:02:14,908 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:02:14,909 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:02:14,909 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:02:14,909 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:02:14,909 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:02:14,910 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:02:14,910 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:02:14,910 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:02:14,910 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:02:14,911 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:02:14,911 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:02:14,912 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:02:14,912 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:02:14,912 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:02:14,912 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:02:14,931 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:02:14,931 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:02:14,931 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:02:14,931 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:02:14,933 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:02:14,933 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:02:14,933 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:02:14,933 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:02:14,935 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:02:14,935 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:02:14,936 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,936 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,937 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:02:14,937 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:02:14,937 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,937 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,938 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:02:14,938 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:02:14,938 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,938 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,939 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:02:14,939 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:02:14,939 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,939 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:02:14,940 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:02:14,940 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:02:14,940 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:02:14,940 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:02:14,942 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:02:14,942 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:02:41,601 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:02:47,704 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:02:47,704 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:02:52,172 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:02:52,172 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:02:53,128 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:02:53,128 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:02:54,050 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:02:54,050 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:03:03,386 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:03:03,386 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:03:03,387 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:03:03,387 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:03:03,434 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:03:03,434 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:03:03,435 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:03:03,435 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:03:03,435 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:03:03,435 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:03:03,437 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:03:03,437 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:03:03,437 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:03:03,437 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:03:03,437 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:03:03,437 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:03:03,442 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:03:03,442 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:03:03,442 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:03:03,442 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:03:03,449 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:03:03,449 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:03:03,449 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:03:03,449 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:03:03,450 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:03:03,450 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:03:03,451 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:03:03,451 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:03:03,452 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:03:03,452 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:03:03,452 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:03:03,452 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:03:03,453 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:03:03,453 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:03:03,453 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:03:03,453 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:03:03,455 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:03:03,455 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:03:03,455 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:03:03,455 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:03:03,456 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:03:03,456 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:03:03,456 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:03:03,456 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:03:03,457 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:03:03,457 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:03:03,458 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:03:03,458 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:03:03,458 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:03:03,458 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:03:03,476 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:03:03,476 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:03:03,477 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:03:03,477 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:03:03,478 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:03:03,478 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:03:03,479 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:03:03,479 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:03:03,481 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:03:03,481 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:03:03,481 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,481 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,482 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:03:03,482 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:03:03,482 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,482 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,483 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:03:03,483 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:03:03,483 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,483 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,484 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:03:03,484 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:03:03,484 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,484 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:03:03,485 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:03:03,485 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:03:03,485 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:03:03,485 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:03:03,487 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:03:03,487 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:03:45,798 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:05:50,352 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:05:50,352 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:05:52,582 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:05:52,582 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:05:53,485 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:05:53,485 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:05:57,432 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:05:57,432 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:06:01,623 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:06:01,623 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:06:01,624 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:06:01,624 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:06:01,668 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:06:01,668 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:06:01,669 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:01,669 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:01,669 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:01,669 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:01,671 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:06:01,671 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:06:01,671 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:01,671 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:01,671 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:01,671 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:01,676 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:06:01,676 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:06:01,676 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:06:01,676 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:06:01,683 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:06:01,683 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:06:01,684 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:01,684 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:01,685 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:06:01,685 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:06:01,685 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:01,685 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:01,686 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:06:01,686 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:06:01,686 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:01,686 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:01,687 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:06:01,687 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:06:01,688 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:01,688 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:01,689 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:06:01,689 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:06:01,689 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:01,689 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:01,690 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:06:01,690 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:06:01,691 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:01,691 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:01,692 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:06:01,692 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:06:01,692 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:06:01,692 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:06:01,692 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:06:01,692 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:06:01,709 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:06:01,709 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:06:01,710 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:06:01,710 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:06:01,711 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:06:01,711 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:06:01,712 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:06:01,712 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:06:01,714 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:06:01,714 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:06:01,714 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,714 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,715 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:06:01,715 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:06:01,715 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,715 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,716 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:06:01,716 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:06:01,716 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,716 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,717 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:06:01,717 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:06:01,717 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,717 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:01,720 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:06:01,720 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:06:01,720 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:06:01,720 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:06:01,722 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:06:01,722 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:06:47,048 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:06:47,139 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:06:47,139 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:06:47,193 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:06:47,193 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:06:47,202 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:06:47,202 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:06:47,216 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:06:47,216 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:06:47,226 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:06:47,226 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:06:47,227 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:06:47,227 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:06:47,259 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:06:47,259 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:06:47,259 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:47,259 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:47,259 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:47,259 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:47,261 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:06:47,261 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:06:47,261 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:47,261 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:06:47,261 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:47,261 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:06:47,264 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:06:47,264 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:06:47,265 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:06:47,265 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:06:47,271 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:06:47,271 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:06:47,271 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:47,271 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:47,272 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:06:47,272 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:06:47,272 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:47,272 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:47,273 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:06:47,273 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:06:47,273 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:47,273 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:06:47,274 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:06:47,274 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:06:47,274 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:47,274 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:47,275 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:06:47,275 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:06:47,275 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:47,275 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:47,276 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:06:47,276 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:06:47,276 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:47,276 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:06:47,277 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:06:47,277 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:06:47,277 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:06:47,277 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:06:47,277 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:06:47,277 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:06:47,290 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:06:47,290 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:06:47,290 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:06:47,290 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:06:47,292 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:06:47,292 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:06:47,292 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:06:47,292 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:06:47,294 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:06:47,294 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:06:47,294 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,294 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,295 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:06:47,295 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:06:47,295 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,295 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,296 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:06:47,296 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:06:47,296 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,296 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,296 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:06:47,296 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:06:47,297 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,297 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:06:47,298 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:06:47,298 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:06:47,298 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:06:47,298 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:06:47,299 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:06:47,299 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:06:47,314 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,314 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,317 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:06:47,317 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:06:47,319 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,319 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,320 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,320 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,321 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,321 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,322 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,322 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,324 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,324 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,325 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,325 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,326 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:06:47,326 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:06:47,328 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,328 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,329 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,329 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,330 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,330 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,331 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,331 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,332 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,332 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,333 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,333 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:06:47,333 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:06:47,333 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:08:23,701 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:08:33,180 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:08:33,180 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:09:10,234 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:09:10,234 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:09:11,058 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:09:11,058 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:09:18,484 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:09:18,484 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:09:26,287 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:09:26,287 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:09:26,288 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:09:26,288 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:09:26,337 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:09:26,337 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:09:26,337 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:09:26,337 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:09:26,337 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:09:26,337 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:09:26,340 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:09:26,340 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:09:26,340 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:09:26,340 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:09:26,341 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:09:26,341 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:09:26,345 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:09:26,345 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:09:26,346 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:09:26,346 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:09:26,352 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:09:26,352 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:09:26,353 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:09:26,353 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:09:26,354 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:09:26,354 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:09:26,354 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:09:26,354 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:09:26,355 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:09:26,355 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:09:26,355 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:09:26,355 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:09:26,356 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:09:26,356 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:09:26,356 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:09:26,356 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:09:26,358 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:09:26,358 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:09:26,358 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:09:26,358 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:09:26,360 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:09:26,360 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:09:26,360 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:09:26,360 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:09:26,361 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:09:26,361 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:09:26,361 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:09:26,361 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:09:26,361 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:09:26,361 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:09:26,378 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:09:26,378 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:09:26,378 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:09:26,378 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:09:26,380 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:09:26,380 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:09:26,380 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:09:26,380 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:09:26,383 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:09:26,383 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:09:26,384 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,384 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,384 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:09:26,384 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:09:26,385 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,385 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,386 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:09:26,386 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:09:26,386 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,386 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,387 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:09:26,387 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:09:26,387 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,387 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:09:26,388 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:09:26,388 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:09:26,388 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:09:26,388 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:09:26,390 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:09:26,390 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:09:48,716 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:09:48,716 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:10,085 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:10:10,085 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:10:15,635 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,635 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,640 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,640 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,646 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,646 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,651 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,651 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,656 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,656 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,661 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,661 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,668 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:10:15,668 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:10:15,673 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,673 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,678 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,678 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,683 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,683 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,688 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,688 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,693 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,693 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,698 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,698 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:10:15,698 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:10:15,698 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:14:47,904 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:15:26,351 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:15:26,351 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:15:33,842 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:15:33,842 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:15:34,623 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:15:34,623 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:15:35,632 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:15:35,632 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:15:52,668 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:15:52,668 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:15:52,669 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:15:52,669 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:15:52,719 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:15:52,719 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:15:52,720 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:15:52,720 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:15:52,720 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:15:52,720 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:15:52,721 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:15:52,721 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:15:52,722 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:15:52,722 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:15:52,722 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:15:52,722 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:15:52,727 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:15:52,727 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:15:52,727 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:15:52,727 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:15:52,735 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:15:52,735 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:15:52,736 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:15:52,736 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:15:52,737 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:15:52,737 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:15:52,737 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:15:52,737 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:15:52,738 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:15:52,738 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:15:52,739 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:15:52,739 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:15:52,740 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:15:52,740 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:15:52,740 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:15:52,740 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:15:52,741 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:15:52,741 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:15:52,741 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:15:52,741 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:15:52,742 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:15:52,742 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:15:52,743 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:15:52,743 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:15:52,744 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:15:52,744 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:15:52,744 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:15:52,744 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:15:52,744 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:15:52,744 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:15:52,761 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:15:52,761 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:15:52,762 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:15:52,762 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:15:52,764 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:15:52,764 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:15:52,764 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:15:52,764 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:15:52,766 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:15:52,766 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:15:52,766 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,766 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,767 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:15:52,767 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:15:52,767 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,767 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,768 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:15:52,768 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:15:52,768 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,768 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,769 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:15:52,769 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:15:52,770 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,770 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:15:52,771 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:15:52,771 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:15:52,771 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:15:52,771 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:15:52,773 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:15:52,773 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:16:15,850 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,850 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,858 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:16:15,858 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:16:15,863 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,863 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,869 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,869 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,874 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,874 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,879 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,879 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,884 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,884 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,889 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,889 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,895 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:16:15,895 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:16:15,900 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,900 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,905 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,905 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,910 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,910 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,914 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,914 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,920 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,920 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,925 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,925 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:16:15,925 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:16:15,925 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:17:08,386 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:17:08,478 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:17:08,478 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:17:08,533 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:17:08,533 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:17:08,542 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:17:08,542 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:17:08,558 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:17:08,558 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:17:08,568 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:17:08,568 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:17:08,569 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:17:08,569 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:17:08,603 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:17:08,603 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:17:08,604 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:08,604 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:08,604 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:08,604 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:08,605 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:17:08,605 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:17:08,605 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:08,605 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:08,605 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:08,605 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:08,609 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:17:08,609 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:17:08,609 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:17:08,609 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:17:08,615 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:17:08,615 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:17:08,615 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:08,615 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:08,616 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:17:08,616 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:17:08,616 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:08,616 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:08,617 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:17:08,617 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:17:08,617 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:08,617 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:08,618 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:17:08,618 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:17:08,618 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:08,618 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:08,619 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:17:08,619 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:17:08,619 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:08,619 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:08,620 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:17:08,620 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:17:08,620 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:08,620 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:08,621 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:17:08,621 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:17:08,621 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:17:08,621 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:17:08,621 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:17:08,621 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:17:08,635 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:17:08,635 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:17:08,635 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:17:08,635 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:17:08,637 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:17:08,637 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:17:08,637 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:17:08,637 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:17:08,638 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:17:08,638 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:17:08,638 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,638 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,639 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:17:08,639 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:17:08,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,639 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,640 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:17:08,640 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:17:08,640 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,640 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,641 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:17:08,641 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:17:08,641 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,641 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:08,642 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:17:08,642 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:17:08,642 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:17:08,642 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:17:08,643 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:17:08,643 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:17:08,645 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,645 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,648 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:08,648 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:08,649 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,649 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,651 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,651 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,652 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,652 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,653 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,653 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,654 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,654 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,655 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,655 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,656 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:08,656 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:08,658 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,658 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,659 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,659 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,660 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,660 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,661 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,661 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,663 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,663 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,664 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,664 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:08,664 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:17:08,664 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,137 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,138 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:11,303 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("'Namespace' object has no attribute 'region'",) - train_init
2025-03-24 14:17:11,303 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("'Namespace' object has no attribute 'region'",) - train_init
2025-03-24 14:17:43,296 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:17:43,387 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:17:43,387 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:17:43,440 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:17:43,440 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:17:43,449 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:17:43,449 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 14:17:43,465 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:17:43,465 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:17:43,475 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:17:43,475 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:17:43,475 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:17:43,475 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:17:43,508 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:17:43,508 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:17:43,508 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:43,508 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:43,509 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:43,509 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:43,510 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:17:43,510 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:17:43,510 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:43,510 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:17:43,510 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:43,510 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:17:43,514 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:17:43,514 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:17:43,514 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:17:43,514 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:17:43,519 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:17:43,519 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:17:43,519 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:43,519 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:43,520 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:17:43,520 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:17:43,520 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:43,520 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:43,521 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:17:43,521 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:17:43,521 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:43,521 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:17:43,522 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:17:43,522 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:17:43,522 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:43,522 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:43,523 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:17:43,523 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:17:43,523 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:43,523 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:43,524 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:17:43,524 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:17:43,524 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:43,524 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:17:43,525 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:17:43,525 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:17:43,525 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:17:43,525 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:17:43,525 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:17:43,525 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:17:43,539 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:17:43,539 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:17:43,539 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:17:43,539 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:17:43,541 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:17:43,541 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:17:43,541 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:17:43,541 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:17:43,542 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:17:43,542 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:17:43,543 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,543 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,543 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:17:43,543 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:17:43,544 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,544 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,544 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:17:43,544 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:17:43,544 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,544 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,545 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:17:43,545 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:17:43,545 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,545 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:17:43,547 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:17:43,547 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:17:43,547 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:17:43,547 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:17:43,547 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:17:43,547 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:17:43,549 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,549 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,552 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:43,552 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:43,554 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,554 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,555 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,555 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,555 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,555 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,558 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,558 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,559 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,559 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,560 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,560 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,561 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:43,561 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:17:43,563 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,563 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,564 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,564 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,565 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,565 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,566 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,566 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,567 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,567 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,568 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,568 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:17:43,568 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:17:43,568 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:17:46,007 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,007 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,007 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:46,007 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:46,007 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,007 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:17:46,008 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:18:17,621 - dbmg.py - INFO - ❌ 系统异常: localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0f90b0d794513e3d462bd, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]> - get_keras_model_from_mongo
2025-03-24 14:18:17,621 - dbmg.py - INFO - ❌ 系统异常: localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0f90b0d794513e3d462bd, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]> - get_keras_model_from_mongo
2025-03-24 14:18:17,621 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0f90b0d794513e3d462bd, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]>",) - train_init
2025-03-24 14:18:17,621 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0f90b0d794513e3d462bd, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]>",) - train_init
2025-03-24 14:26:25,807 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:26:25,899 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:26:25,899 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:26:25,951 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:26:25,951 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:26:25,962 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:26:25,962 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:26:25,977 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:26:25,977 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:26:25,986 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:26:25,986 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:26:25,987 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:26:25,987 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:26:26,019 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:26:26,019 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:26:26,019 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:26:26,019 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:26:26,020 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:26:26,020 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:26:26,021 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:26:26,021 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:26:26,021 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:26:26,021 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:26:26,021 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:26:26,021 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:26:26,025 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:26:26,025 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:26:26,025 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:26:26,025 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:26:26,030 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:26:26,030 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:26:26,030 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:26:26,030 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:26:26,031 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:26:26,031 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:26:26,032 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:26:26,032 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:26:26,033 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:26:26,033 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:26:26,033 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:26:26,033 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:26:26,034 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:26:26,034 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:26:26,034 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:26:26,034 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:26:26,035 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:26:26,035 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:26:26,035 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:26:26,035 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:26:26,036 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:26:26,036 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:26:26,036 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:26:26,036 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:26:26,037 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:26:26,037 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:26:26,037 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:26:26,037 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:26:26,037 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:26:26,037 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:26:26,050 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:26:26,050 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:26:26,050 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:26:26,050 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:26:26,052 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:26:26,052 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:26:26,052 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:26:26,052 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:26:26,054 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:26:26,054 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:26:26,054 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,054 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,055 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:26:26,055 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:26:26,055 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,055 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,055 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:26:26,055 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:26:26,056 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,056 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,056 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:26:26,056 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:26:26,057 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,057 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:26:26,058 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:26:26,058 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:26:26,058 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:26:26,058 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:26:26,059 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:26:26,059 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:26:26,061 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,061 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,064 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:26:26,064 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:26:26,065 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,065 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,066 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,066 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,068 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,068 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,069 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,069 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,070 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,070 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,071 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,071 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,072 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:26:26,072 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:26:26,074 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,074 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,075 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,075 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,076 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,076 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,077 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,077 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,078 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,078 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,079 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,079 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:26:26,079 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:26:26,079 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,528 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:26:28,529 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:28,529 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:26:59,156 - dbmg.py - INFO - ❌ 系统异常: localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0fb1483b52fc31f8c1fb6, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]> - get_keras_model_from_mongo
2025-03-24 14:26:59,156 - dbmg.py - INFO - ❌ 系统异常: localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0fb1483b52fc31f8c1fb6, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]> - get_keras_model_from_mongo
2025-03-24 14:26:59,156 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0fb1483b52fc31f8c1fb6, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]>",) - train_init
2025-03-24 14:26:59,156 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0fb1483b52fc31f8c1fb6, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]>",) - train_init
2025-03-24 14:27:07,323 - tf_lstm.py - INFO - -----模型训练经过29轮迭代----- - training
2025-03-24 14:27:07,323 - tf_lstm.py - INFO - -----模型训练经过29轮迭代----- - training
2025-03-24 14:27:07,324 - tf_lstm.py - INFO - 训练集损失函数为：[1.00327 0.49229 0.39207 0.34791 0.32165 0.30181 0.28801 0.27887 0.27322
 0.26835 0.26645 0.26336 0.26005 0.2585  0.25662 0.2548  0.25582 0.25282
 0.25125 0.24861 0.24907 0.24693 0.24603 0.24661 0.24517 0.24441 0.24341
 0.24335 0.2432 ] - training
2025-03-24 14:27:07,324 - tf_lstm.py - INFO - 训练集损失函数为：[1.00327 0.49229 0.39207 0.34791 0.32165 0.30181 0.28801 0.27887 0.27322
 0.26835 0.26645 0.26336 0.26005 0.2585  0.25662 0.2548  0.25582 0.25282
 0.25125 0.24861 0.24907 0.24693 0.24603 0.24661 0.24517 0.24441 0.24341
 0.24335 0.2432 ] - training
2025-03-24 14:27:07,324 - tf_lstm.py - INFO - 验证集损失函数为：[0.62682 0.45493 0.412   0.38322 0.35102 0.33545 0.33059 0.32411 0.3199
 0.31783 0.31021 0.30707 0.30641 0.3031  0.3023  0.30111 0.29743 0.29568
 0.2948  0.29804 0.2949  0.29931 0.31209 0.31227 0.30851 0.30432 0.30713
 0.31534 0.31606] - training
2025-03-24 14:27:07,324 - tf_lstm.py - INFO - 验证集损失函数为：[0.62682 0.45493 0.412   0.38322 0.35102 0.33545 0.33059 0.32411 0.3199
 0.31783 0.31021 0.30707 0.30641 0.3031  0.3023  0.30111 0.29743 0.29568
 0.2948  0.29804 0.2949  0.29931 0.31209 0.31227 0.30851 0.30432 0.30713
 0.31534 0.31606] - training
2025-03-24 14:27:37,768 - dbmg.py - INFO - ❌ 数据库操作 - 详细错误: localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0fb3b83b52fc31f8c1fb7, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]> - insert_trained_model_into_mongo
2025-03-24 14:27:37,768 - dbmg.py - INFO - ❌ 数据库操作 - 详细错误: localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms), Timeout: 30s, Topology Description: <TopologyDescription id: 67e0fb3b83b52fc31f8c1fb7, topology_type: Unknown, servers: [<ServerDescription ('localhost', 30000) server_type: Unknown, rtt: None, error=AutoReconnect('localhost:30000: [WinError 10061] 由于目标计算机积极拒绝，无法连接。 (configured timeouts: socketTimeoutMS: 20000.0ms, connectTimeoutMS: 20000.0ms)')>]> - insert_trained_model_into_mongo
2025-03-24 14:39:13,962 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 14:39:14,052 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:39:14,052 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 14:39:14,105 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:39:14,105 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 14:39:14,115 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:39:14,115 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 14:39:14,130 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:39:14,130 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 14:39:14,140 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:39:14,140 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 14:39:14,140 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:39:14,140 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 14:39:14,173 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:39:14,173 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 14:39:14,174 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:39:14,174 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:39:14,174 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:39:14,174 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:39:14,175 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:39:14,175 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 14:39:14,176 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:39:14,176 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 14:39:14,176 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:39:14,176 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 14:39:14,179 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:39:14,179 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 14:39:14,180 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:39:14,180 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 14:39:14,185 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:39:14,185 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 14:39:14,185 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:39:14,185 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:39:14,186 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:39:14,186 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 14:39:14,186 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:39:14,186 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:39:14,187 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:39:14,187 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 14:39:14,187 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:39:14,187 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 14:39:14,188 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:39:14,188 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 14:39:14,188 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:39:14,188 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:39:14,189 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:39:14,189 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 14:39:14,189 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:39:14,189 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:39:14,190 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:39:14,190 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:39:14,191 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 14:39:14,204 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:39:14,204 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 14:39:14,205 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:39:14,205 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 14:39:14,206 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:39:14,206 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 14:39:14,206 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:39:14,206 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 14:39:14,208 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:39:14,208 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 14:39:14,208 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,208 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,209 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:39:14,209 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 14:39:14,209 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,209 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,210 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:39:14,210 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 14:39:14,210 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,210 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,210 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:39:14,210 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 14:39:14,211 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,211 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 14:39:14,212 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:39:14,212 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 14:39:14,212 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:39:14,212 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 14:39:14,213 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:39:14,213 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 14:39:14,215 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,215 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,218 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:39:14,218 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 14:39:14,221 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,221 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,222 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,222 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,223 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,223 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,224 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,224 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,225 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,225 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,226 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,226 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,228 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:39:14,228 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 14:39:14,229 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,229 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,230 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,230 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,231 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,231 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,232 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,232 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,234 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,234 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,235 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,235 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 14:39:14,235 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:39:14,235 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,644 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 14:39:16,869 - dbmg.py - INFO - ❌ 系统异常: Authentication failed., full error: {'ok': 0.0, 'errmsg': 'Authentication failed.', 'code': 18, 'codeName': 'AuthenticationFailed'} - get_keras_model_from_mongo
2025-03-24 14:39:16,869 - dbmg.py - INFO - ❌ 系统异常: Authentication failed., full error: {'ok': 0.0, 'errmsg': 'Authentication failed.', 'code': 18, 'codeName': 'AuthenticationFailed'} - get_keras_model_from_mongo
2025-03-24 14:39:16,869 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("Authentication failed., full error: {'ok': 0.0, 'errmsg': 'Authentication failed.', 'code': 18, 'codeName': 'AuthenticationFailed'}",) - train_init
2025-03-24 14:39:16,869 - tf_lstm.py - INFO - 加强训练加载模型权重失败:("Authentication failed., full error: {'ok': 0.0, 'errmsg': 'Authentication failed.', 'code': 18, 'codeName': 'AuthenticationFailed'}",) - train_init
2025-03-24 14:39:24,548 - tf_lstm.py - INFO - -----模型训练经过30轮迭代----- - training
2025-03-24 14:39:24,548 - tf_lstm.py - INFO - -----模型训练经过30轮迭代----- - training
2025-03-24 14:39:24,548 - tf_lstm.py - INFO - 训练集损失函数为：[1.03733 0.52583 0.41109 0.36099 0.32907 0.30621 0.29144 0.2818  0.27505
 0.27013 0.26655 0.26369 0.26149 0.2589  0.25674 0.25782 0.25556 0.25207
 0.25357 0.25184 0.24832 0.24895 0.24732 0.24703 0.25054 0.24537 0.24455
 0.24553 0.24316 0.24278] - training
2025-03-24 14:39:24,548 - tf_lstm.py - INFO - 训练集损失函数为：[1.03733 0.52583 0.41109 0.36099 0.32907 0.30621 0.29144 0.2818  0.27505
 0.27013 0.26655 0.26369 0.26149 0.2589  0.25674 0.25782 0.25556 0.25207
 0.25357 0.25184 0.24832 0.24895 0.24732 0.24703 0.25054 0.24537 0.24455
 0.24553 0.24316 0.24278] - training
2025-03-24 14:39:24,549 - tf_lstm.py - INFO - 验证集损失函数为：[0.6636  0.4821  0.42161 0.38494 0.35606 0.34022 0.3303  0.3229  0.31918
 0.31395 0.3101  0.30795 0.30661 0.30703 0.30823 0.3041  0.30008 0.30286
 0.30102 0.29711 0.30074 0.30261 0.30576 0.32809 0.29974 0.30654 0.3091
 0.30105 0.30228 0.31901] - training
2025-03-24 14:39:24,549 - tf_lstm.py - INFO - 验证集损失函数为：[0.6636  0.4821  0.42161 0.38494 0.35606 0.34022 0.3303  0.3229  0.31918
 0.31395 0.3101  0.30795 0.30661 0.30703 0.30823 0.3041  0.30008 0.30286
 0.30102 0.29711 0.30074 0.30261 0.30576 0.32809 0.29974 0.30654 0.3091
 0.30105 0.30228 0.31901] - training
2025-03-24 14:39:24,594 - dbmg.py - INFO - ❌ 数据库操作 - 详细错误: Authentication failed., full error: {'ok': 0.0, 'errmsg': 'Authentication failed.', 'code': 18, 'codeName': 'AuthenticationFailed'} - insert_trained_model_into_mongo
2025-03-24 14:39:24,594 - dbmg.py - INFO - ❌ 数据库操作 - 详细错误: Authentication failed., full error: {'ok': 0.0, 'errmsg': 'Authentication failed.', 'code': 18, 'codeName': 'AuthenticationFailed'} - insert_trained_model_into_mongo
2025-03-24 14:41:35,113 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 15:03:02,982 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 15:03:03,087 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 15:03:03,087 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 15:03:03,140 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 15:03:03,140 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 15:03:03,151 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 15:03:03,151 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 15:03:03,173 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 15:03:03,173 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 15:03:03,183 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 15:03:03,183 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 15:03:03,184 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 15:03:03,184 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 15:03:03,216 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 15:03:03,216 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 15:03:03,216 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 15:03:03,216 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 15:03:03,216 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 15:03:03,216 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 15:03:03,218 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 15:03:03,218 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 15:03:03,218 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 15:03:03,218 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 15:03:03,218 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 15:03:03,218 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 15:03:03,221 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 15:03:03,221 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 15:03:03,222 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 15:03:03,222 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 15:03:03,227 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 15:03:03,227 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 15:03:03,227 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:03:03,227 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:03:03,228 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 15:03:03,228 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 15:03:03,230 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:03:03,230 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:03:03,232 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 15:03:03,232 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 15:03:03,232 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:03:03,232 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:03:03,234 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 15:03:03,234 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 15:03:03,234 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:03:03,234 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:03:03,236 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 15:03:03,236 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 15:03:03,236 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:03:03,236 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:03:03,238 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 15:03:03,238 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 15:03:03,238 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:03:03,238 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:03:03,239 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 15:03:03,239 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 15:03:03,239 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 15:03:03,239 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 15:03:03,239 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 15:03:03,239 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 15:03:03,253 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 15:03:03,253 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 15:03:03,253 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 15:03:03,253 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 15:03:03,255 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 15:03:03,255 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 15:03:03,255 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 15:03:03,255 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 15:03:03,257 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 15:03:03,257 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 15:03:03,257 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,257 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,259 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 15:03:03,259 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 15:03:03,259 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,259 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,260 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 15:03:03,260 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 15:03:03,260 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,260 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,261 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 15:03:03,261 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 15:03:03,261 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,261 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:03:03,262 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 15:03:03,262 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 15:03:03,262 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 15:03:03,262 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 15:03:03,263 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 15:03:03,263 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 15:03:03,265 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,265 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,269 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 15:03:03,269 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 15:03:03,270 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,270 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,271 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,271 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,272 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,272 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,273 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,273 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,274 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,274 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,275 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,275 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,277 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 15:03:03,277 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 15:03:03,278 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,278 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,279 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,279 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,280 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,280 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,281 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,281 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,282 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,282 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,283 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,283 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 15:03:03,284 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 15:03:03,284 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,789 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:03:05,996 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 15:03:05,996 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 15:03:05,996 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 15:03:05,996 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 15:03:13,586 - tf_lstm.py - INFO - -----模型训练经过28轮迭代----- - training
2025-03-24 15:03:13,586 - tf_lstm.py - INFO - -----模型训练经过28轮迭代----- - training
2025-03-24 15:03:13,586 - tf_lstm.py - INFO - 训练集损失函数为：[1.03783 0.53476 0.42066 0.36936 0.33622 0.31105 0.29486 0.28367 0.27638
 0.27102 0.266   0.26127 0.25918 0.25661 0.25423 0.25347 0.25023 0.24919
 0.24692 0.24588 0.24638 0.24527 0.24537 0.24308 0.24311 0.24165 0.24153
 0.24311] - training
2025-03-24 15:03:13,586 - tf_lstm.py - INFO - 训练集损失函数为：[1.03783 0.53476 0.42066 0.36936 0.33622 0.31105 0.29486 0.28367 0.27638
 0.27102 0.266   0.26127 0.25918 0.25661 0.25423 0.25347 0.25023 0.24919
 0.24692 0.24588 0.24638 0.24527 0.24537 0.24308 0.24311 0.24165 0.24153
 0.24311] - training
2025-03-24 15:03:13,586 - tf_lstm.py - INFO - 验证集损失函数为：[0.67571 0.49701 0.42356 0.38909 0.35895 0.34141 0.3303  0.32137 0.31626
 0.31077 0.30592 0.30293 0.29966 0.29782 0.297   0.29257 0.29425 0.29124
 0.29423 0.30317 0.30048 0.30748 0.30076 0.29979 0.29842 0.30226 0.31115
 0.30433] - training
2025-03-24 15:03:13,586 - tf_lstm.py - INFO - 验证集损失函数为：[0.67571 0.49701 0.42356 0.38909 0.35895 0.34141 0.3303  0.32137 0.31626
 0.31077 0.30592 0.30293 0.29966 0.29782 0.297   0.29257 0.29425 0.29124
 0.29423 0.30317 0.30048 0.30748 0.30076 0.29979 0.29842 0.30226 0.31115
 0.30433] - training
2025-03-24 15:03:13,678 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e103b16118d080aa98ddac - insert_trained_model_into_mongo
2025-03-24 15:03:13,678 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e103b16118d080aa98ddac - insert_trained_model_into_mongo
2025-03-24 15:03:13,708 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e103b16118d080aa98ddae - insert_scaler_model_into_mongo
2025-03-24 15:03:13,708 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e103b16118d080aa98ddae - insert_scaler_model_into_mongo
2025-03-24 15:12:30,004 - logs.py - INFO - 日志输出路径为：E:\compete\app\logs - getLogName
2025-03-24 15:12:42,745 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 15:12:42,745 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 15:12:58,201 - <string> - INFO - 111 - <module>
2025-03-24 15:12:58,201 - <string> - INFO - 111 - <module>
2025-03-24 15:15:31,728 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 15:15:59,011 - <string> - INFO - 111 - <module>
2025-03-24 15:25:43,834 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:25:44,058 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 15:25:44,113 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 15:25:44,123 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 15:25:44,146 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 15:25:44,157 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 15:25:44,157 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 15:25:44,191 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 15:25:44,192 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 15:25:44,192 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 15:25:44,193 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 15:25:44,193 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 15:25:44,193 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 15:25:44,197 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 15:25:44,197 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 15:25:44,202 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 15:25:44,203 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:25:44,203 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 15:25:44,205 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:25:44,206 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 15:25:44,207 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 15:25:44,208 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 15:25:44,209 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:25:44,211 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 15:25:44,211 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:25:44,213 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 15:25:44,213 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 15:25:44,214 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 15:25:44,214 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 15:25:44,214 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 15:25:44,229 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 15:25:44,230 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 15:25:44,232 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 15:25:44,233 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 15:25:44,235 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 15:25:44,235 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:25:44,237 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 15:25:44,237 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:25:44,239 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 15:25:44,239 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:25:44,241 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 15:25:44,241 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 15:25:44,243 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 15:25:44,243 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 15:25:44,244 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 15:25:44,246 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,252 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 15:25:44,254 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,255 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,256 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,257 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,258 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,259 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,261 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 15:25:44,263 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,263 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,264 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,265 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,266 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,268 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 15:25:44,268 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 15:25:46,756 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 15:25:46,963 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 15:25:46,964 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 15:25:56,619 - tf_lstm.py - INFO - -----模型训练经过38轮迭代----- - training
2025-03-24 15:25:56,620 - tf_lstm.py - INFO - 训练集损失函数为：[0.97203 0.48019 0.38809 0.34392 0.31529 0.30057 0.28952 0.28035 0.27424
 0.27015 0.26739 0.26461 0.26238 0.26054 0.25938 0.25835 0.2573  0.25521
 0.25667 0.25358 0.24975 0.25239 0.24996 0.25168 0.25229 0.24591 0.2436
 0.24559 0.24309 0.24421 0.24427 0.24306 0.2436  0.24302 0.24268 0.24342
 0.24349 0.24149] - training
2025-03-24 15:25:56,620 - tf_lstm.py - INFO - 验证集损失函数为：[0.60693 0.45191 0.39981 0.36123 0.35344 0.33915 0.32635 0.32104 0.31862
 0.31443 0.31062 0.30841 0.30678 0.30652 0.30591 0.30484 0.30163 0.30197
 0.29908 0.29977 0.30998 0.303   0.31185 0.32436 0.30424 0.30296 0.30714
 0.29727 0.31234 0.31219 0.31022 0.32064 0.31771 0.32029 0.32861 0.33097
 0.32354 0.32525] - training
2025-03-24 15:25:56,689 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e1090464fdbe5a30d5a307 - insert_trained_model_into_mongo
2025-03-24 15:25:56,697 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e1090464fdbe5a30d5a309 - insert_scaler_model_into_mongo
2025-03-24 15:37:30,960 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:38:50,548 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:38:50,926 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:39:54,363 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:40:28,533 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:41:51,230 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:42:36,739 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:43:28,115 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:43:34,170 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:45:36,573 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:45:41,835 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:46:35,207 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:46:49,802 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:47:07,043 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 15:47:07,044 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpuzv867x2.keras - get_keras_model_from_mongo
2025-03-24 15:48:02,671 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:48:08,321 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:48:10,104 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 15:48:10,104 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmppp2bur2b.keras - get_keras_model_from_mongo
2025-03-24 15:48:46,701 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 15:49:15,435 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 15:49:17,502 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 15:49:17,503 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmp6jjhhllp.keras - get_keras_model_from_mongo
2025-03-24 16:25:48,997 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:25:54,990 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 15:25:56) - get_scaler_model_from_mongo
2025-03-24 16:25:57,123 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 16:25:57,124 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmp55bwpy6h.keras - get_keras_model_from_mongo
2025-03-24 16:27:06,421 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:27:34,098 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:28:03,494 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 16:28:13,423 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 16:28:14,328 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 16:28:15,007 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 16:28:29,728 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 16:28:29,729 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 16:28:29,762 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 16:28:29,763 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:28:29,763 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:28:29,764 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 16:28:29,764 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:28:29,765 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:28:29,768 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 16:28:29,768 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 16:28:29,774 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 16:28:29,775 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:28:29,776 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 16:28:29,776 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:28:29,777 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 16:28:29,777 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:28:29,778 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 16:28:29,779 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:28:29,779 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 16:28:29,780 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:28:29,781 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 16:28:29,781 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:28:29,781 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 16:28:29,782 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 16:28:29,782 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 16:28:29,795 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 16:28:29,795 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 16:28:29,797 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 16:28:29,797 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 16:28:29,800 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 16:28:29,800 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:28:29,801 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 16:28:29,801 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:28:29,802 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 16:28:29,803 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:28:29,939 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 16:28:29,939 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:28:29,941 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 16:28:29,941 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 16:28:29,943 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 16:28:31,432 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,438 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 16:28:31,442 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,447 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,452 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,456 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,461 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,466 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,470 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 16:28:31,475 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,479 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,485 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,489 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,493 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,497 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 16:28:31,498 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 16:29:15,220 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:29:15,221 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:29:15,221 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:29:15,221 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:29:15,221 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:29:15,221 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:29:15,221 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:29:15,221 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:29:26,828 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 16:29:27,632 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 16:29:57,341 - tf_lstm.py - INFO - -----模型训练经过28轮迭代----- - training
2025-03-24 16:29:57,342 - tf_lstm.py - INFO - 训练集损失函数为：[1.02629 0.51363 0.40185 0.35459 0.32764 0.30722 0.29113 0.28102 0.27487
 0.27069 0.26745 0.26378 0.2614  0.25867 0.25592 0.25758 0.2541  0.25267
 0.24981 0.24854 0.24725 0.24632 0.24614 0.24585 0.24434 0.2443  0.24277
 0.24312] - training
2025-03-24 16:29:57,342 - tf_lstm.py - INFO - 验证集损失函数为：[0.64746 0.46841 0.41888 0.38172 0.35578 0.33682 0.32683 0.32256 0.31833
 0.31401 0.31055 0.30685 0.30428 0.30192 0.30389 0.29887 0.29866 0.29472
 0.29633 0.29759 0.29883 0.30783 0.31148 0.30816 0.30389 0.30156 0.30865
 0.30822] - training
2025-03-24 16:30:33,003 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e118290a53203110baf559 - insert_trained_model_into_mongo
2025-03-24 16:30:33,547 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e118290a53203110baf55b - insert_scaler_model_into_mongo
2025-03-24 16:31:27,711 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:31:37,265 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 16:30:28) - get_scaler_model_from_mongo
2025-03-24 16:31:48,232 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 16:31:48,234 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmp7xxoukqg.keras - get_keras_model_from_mongo
2025-03-24 16:36:18,503 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:36:18,697 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 16:36:18,750 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 16:36:18,759 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 16:36:18,774 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 16:36:18,784 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 16:36:18,784 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 16:36:18,817 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 16:36:18,817 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:36:18,817 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:36:18,818 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 16:36:18,819 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:36:18,819 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:36:18,822 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 16:36:18,822 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 16:36:18,827 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 16:36:18,827 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:36:18,828 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 16:36:18,829 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:36:18,829 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 16:36:18,830 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:36:18,830 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 16:36:18,831 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:36:18,831 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 16:36:18,832 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:36:18,832 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 16:36:18,833 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:36:18,833 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 16:36:18,833 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 16:36:18,834 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 16:36:18,847 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 16:36:18,847 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 16:36:18,848 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 16:36:18,848 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 16:36:18,850 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 16:36:18,850 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:36:18,851 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 16:36:18,851 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:36:18,851 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 16:36:18,852 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:36:18,852 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 16:36:18,853 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:36:18,854 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 16:36:18,854 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 16:36:18,855 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 16:36:18,857 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,860 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 16:36:18,861 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,862 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,863 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,864 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,865 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,866 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,868 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 16:36:18,869 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,870 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,871 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,872 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,873 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,875 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 16:36:18,875 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:36:21,335 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:36:21,531 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 16:36:21,531 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 16:36:30,042 - tf_lstm.py - INFO - -----模型训练经过34轮迭代----- - training
2025-03-24 16:36:30,043 - tf_lstm.py - INFO - 训练集损失函数为：[0.9643  0.47406 0.38006 0.33788 0.31271 0.29495 0.28256 0.27419 0.26928
 0.26494 0.26215 0.25938 0.25772 0.25598 0.25533 0.25299 0.25207 0.25119
 0.25038 0.24868 0.24694 0.25517 0.24927 0.24506 0.24366 0.24517 0.24472
 0.24305 0.24234 0.24261 0.24163 0.24408 0.24209 0.24256] - training
2025-03-24 16:36:30,043 - tf_lstm.py - INFO - 验证集损失函数为：[0.61301 0.4526  0.3929  0.36492 0.34239 0.32703 0.31823 0.31337 0.30822
 0.30591 0.30293 0.30064 0.29839 0.29845 0.29586 0.29498 0.29576 0.29323
 0.29608 0.29809 0.32526 0.29454 0.2927  0.29199 0.3023  0.30548 0.30169
 0.30032 0.29995 0.30027 0.3121  0.30454 0.31515 0.3114 ] - training
2025-03-24 16:36:30,101 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e1198e20b7faa5a8a3e4de - insert_trained_model_into_mongo
2025-03-24 16:36:30,130 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e1198e20b7faa5a8a3e4e0 - insert_scaler_model_into_mongo
2025-03-24 16:37:17,731 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:37:22,653 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 16:36:30) - get_scaler_model_from_mongo
2025-03-24 16:37:36,982 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 16:38:22,317 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmp8iqm1cck.keras - get_keras_model_from_mongo
2025-03-24 16:42:04,247 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:42:39,643 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:42:39,835 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 16:42:39,889 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 16:42:39,897 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 16:42:39,912 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 16:42:39,921 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 16:42:39,922 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 16:42:39,955 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 16:42:39,955 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:42:39,955 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:42:39,956 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 16:42:39,956 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:42:39,956 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:42:39,960 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 16:42:39,960 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 16:42:39,965 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 16:42:39,965 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:42:39,966 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 16:42:39,966 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:42:39,967 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 16:42:39,967 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:42:39,968 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 16:42:39,968 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:42:39,969 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 16:42:39,969 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:42:39,970 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 16:42:39,971 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:42:39,972 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 16:42:39,972 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 16:42:39,972 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 16:42:39,987 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 16:42:39,988 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 16:42:39,989 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 16:42:39,989 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 16:42:39,991 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 16:42:39,991 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:42:39,992 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 16:42:39,992 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:42:39,993 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 16:42:39,993 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:42:39,993 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 16:42:39,994 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:42:39,995 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 16:42:39,995 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 16:42:39,995 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 16:42:39,998 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,000 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 16:42:40,001 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,003 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,004 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,005 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,007 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,008 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,009 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 16:42:40,010 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,011 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,012 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,014 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,015 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,015 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 16:42:40,015 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:42:42,468 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:42:42,660 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 16:42:42,660 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 16:42:49,897 - tf_lstm.py - INFO - -----模型训练经过27轮迭代----- - training
2025-03-24 16:42:49,897 - tf_lstm.py - INFO - 训练集损失函数为：[0.96267 0.4795  0.3828  0.33981 0.31385 0.29333 0.28207 0.27515 0.26941
 0.26535 0.26145 0.25899 0.25735 0.25456 0.25272 0.25108 0.24981 0.24775
 0.24647 0.24539 0.24586 0.24603 0.24397 0.24372 0.24296 0.24248 0.24168] - training
2025-03-24 16:42:49,897 - tf_lstm.py - INFO - 验证集损失函数为：[0.59539 0.44493 0.39523 0.36333 0.33706 0.32722 0.32066 0.31653 0.31189
 0.3084  0.30568 0.30329 0.3006  0.29764 0.29469 0.29404 0.29394 0.29482
 0.29847 0.30606 0.30585 0.30305 0.3043  0.30375 0.30399 0.30229 0.30546] - training
2025-03-24 16:42:49,937 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e11b09e07150fcb0cf945b - insert_trained_model_into_mongo
2025-03-24 16:42:49,962 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e11b09e07150fcb0cf945d - insert_scaler_model_into_mongo
2025-03-24 16:43:02,092 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:43:02,317 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 16:42:49) - get_scaler_model_from_mongo
2025-03-24 16:43:02,413 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 16:43:02,414 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpx3q11gfa.keras - get_keras_model_from_mongo
2025-03-24 16:43:38,278 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:43:59,173 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 16:42:49) - get_scaler_model_from_mongo
2025-03-24 16:44:02,875 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 16:44:04,753 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpllyi19g9.keras - get_keras_model_from_mongo
2025-03-24 16:46:37,754 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 16:46:54,113 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 16:47:01,978 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 16:47:02,494 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 16:47:03,101 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 16:47:05,929 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 16:47:05,929 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 16:47:05,962 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 16:47:05,962 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:47:05,963 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:47:05,964 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 16:47:05,964 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 16:47:05,964 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 16:47:05,968 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 16:47:05,968 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 16:47:05,975 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 16:47:05,975 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:47:05,976 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 16:47:05,976 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:47:05,977 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 16:47:05,977 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 16:47:05,979 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 16:47:05,979 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:47:05,980 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 16:47:05,980 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:47:05,981 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 16:47:05,981 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 16:47:05,982 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 16:47:05,982 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 16:47:05,982 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 16:47:06,132 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 16:47:06,133 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 16:47:06,134 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 16:47:06,135 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 16:47:06,136 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 16:47:06,137 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:47:06,138 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 16:47:06,138 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:47:06,139 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 16:47:06,139 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:47:06,140 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 16:47:06,140 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 16:47:06,141 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 16:47:06,141 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 16:47:06,143 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 16:47:06,750 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,758 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 16:47:06,762 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,767 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,771 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,776 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,781 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,785 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,790 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 16:47:06,795 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,800 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,804 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,808 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,813 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,818 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 16:47:06,818 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 16:47:18,426 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:47:18,427 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:47:18,427 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:47:18,427 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:47:18,427 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:47:18,427 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:47:18,427 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 16:47:18,427 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 16:50:06,912 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 16:50:13,396 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 16:57:55,524 - tf_lstm.py - INFO - -----模型训练经过29轮迭代----- - training
2025-03-24 16:57:55,586 - tf_lstm.py - INFO - 训练集损失函数为：[0.97667 0.481   0.38455 0.34302 0.31664 0.29749 0.28507 0.27773 0.27194
 0.26851 0.26433 0.26113 0.25886 0.25782 0.25613 0.25257 0.25237 0.25089
 0.24923 0.24812 0.24534 0.24582 0.24415 0.24344 0.24284 0.24193 0.24205
 0.24151 0.24144] - training
2025-03-24 16:57:55,632 - tf_lstm.py - INFO - 验证集损失函数为：[0.60394 0.44582 0.40218 0.36976 0.34505 0.33046 0.32577 0.31802 0.31591
 0.31033 0.30696 0.30481 0.30502 0.30265 0.29893 0.29964 0.29727 0.29644
 0.29476 0.29623 0.30499 0.30848 0.30849 0.3045  0.30433 0.30477 0.30999
 0.30893 0.30762] - training
2025-03-24 17:03:00,603 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e11fc4bc458d27a489190c - insert_trained_model_into_mongo
2025-03-24 17:03:01,163 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e11fc5bc458d27a489190e - insert_scaler_model_into_mongo
2025-03-24 17:06:59,385 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:06:59,604 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:02:16) - get_scaler_model_from_mongo
2025-03-24 17:06:59,720 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:06:59,721 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpdm2thyh7.keras - get_keras_model_from_mongo
2025-03-24 17:08:17,377 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:08:17,564 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 17:08:17,618 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 17:08:17,627 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubSpeed', 'HubDireciton'} - data_column_cleaning
2025-03-24 17:08:17,642 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 17:08:17,652 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 17:08:17,652 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 17:08:17,685 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 17:08:17,685 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 17:08:17,685 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 17:08:17,686 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 17:08:17,687 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 17:08:17,687 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 17:08:17,690 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 17:08:17,690 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 17:08:17,698 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 17:08:17,698 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 17:08:17,699 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 17:08:17,699 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 17:08:17,701 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 17:08:17,701 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 17:08:17,702 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 17:08:17,702 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 17:08:17,704 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 17:08:17,704 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 17:08:17,705 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 17:08:17,705 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 17:08:17,706 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 17:08:17,706 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 17:08:17,706 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 17:08:17,719 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 17:08:17,719 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 17:08:17,720 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 17:08:17,720 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 17:08:17,722 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 17:08:17,722 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:08:17,723 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 17:08:17,723 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:08:17,724 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 17:08:17,724 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:08:17,725 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 17:08:17,725 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:08:17,727 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 17:08:17,727 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 17:08:17,728 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 17:08:17,731 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,735 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 17:08:17,736 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,737 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,738 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,739 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,740 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,741 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,743 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 17:08:17,744 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,745 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,746 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,747 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,748 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,749 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 17:08:17,750 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:08:20,183 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:08:20,384 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 17:08:20,384 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 17:08:27,815 - tf_lstm.py - INFO - -----模型训练经过28轮迭代----- - training
2025-03-24 17:08:27,815 - tf_lstm.py - INFO - 训练集损失函数为：[1.00304 0.50132 0.40073 0.35612 0.32649 0.30222 0.288   0.27935 0.27276
 0.26797 0.26366 0.26215 0.25902 0.25727 0.25586 0.2526  0.25153 0.24999
 0.2468  0.2471  0.24597 0.2473  0.24438 0.24328 0.24272 0.24299 0.2421
 0.24151] - training
2025-03-24 17:08:27,816 - tf_lstm.py - INFO - 验证集损失函数为：[0.63754 0.46007 0.41528 0.3836  0.34785 0.33632 0.33146 0.32125 0.31666
 0.31205 0.30924 0.30597 0.30214 0.30073 0.29796 0.29722 0.29637 0.29324
 0.29767 0.29886 0.30864 0.30684 0.30177 0.29866 0.30389 0.30451 0.30523
 0.30582] - training
2025-03-24 17:08:27,858 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e1210bd9445a7794dc508b - insert_trained_model_into_mongo
2025-03-24 17:08:27,878 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e1210bd9445a7794dc508d - insert_scaler_model_into_mongo
2025-03-24 17:09:12,279 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:09:12,496 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:08:27) - get_scaler_model_from_mongo
2025-03-24 17:09:12,590 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:09:12,591 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpdtwtlo2m.keras - get_keras_model_from_mongo
2025-03-24 17:11:00,249 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:11:00,443 - tf_lstm_train.py - INFO - Program starts execution! - model_training
2025-03-24 17:11:00,496 - data_cleaning.py - INFO - 开始清洗：训练集…… - cleaning
2025-03-24 17:11:00,506 - data_cleaning.py - INFO - 列清洗：清洗的列有：{'HubDireciton', 'HubSpeed'} - data_column_cleaning
2025-03-24 17:11:00,525 - data_cleaning.py - INFO - 行清洗：清洗的行数有：881，缺失的列有： - key_field_row_cleaning
2025-03-24 17:11:00,536 - data_handler.py - INFO - 2022-05-05 23:45:00 ~ 2022-05-09 00:00:00 - missing_time_splite
2025-03-24 17:11:00,537 - data_handler.py - INFO - 缺失点数：288.0 - missing_time_splite
2025-03-24 17:11:00,570 - data_handler.py - INFO - 2022-06-25 07:45:00 ~ 2022-06-25 08:15:00 - missing_time_splite
2025-03-24 17:11:00,571 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 17:11:00,571 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 17:11:00,572 - data_handler.py - INFO - 2022-06-27 06:45:00 ~ 2022-06-27 07:15:00 - missing_time_splite
2025-03-24 17:11:00,572 - data_handler.py - INFO - 缺失点数：1.0 - missing_time_splite
2025-03-24 17:11:00,572 - data_handler.py - INFO - 需要补值的点数：1.0 - missing_time_splite
2025-03-24 17:11:00,576 - data_handler.py - INFO - 2022-07-01 06:30:00 ~ 2022-07-01 23:45:00 - missing_time_splite
2025-03-24 17:11:00,576 - data_handler.py - INFO - 缺失点数：68.0 - missing_time_splite
2025-03-24 17:11:00,581 - data_handler.py - INFO - 2022-07-08 06:15:00 ~ 2022-07-08 23:45:00 - missing_time_splite
2025-03-24 17:11:00,581 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 17:11:00,583 - data_handler.py - INFO - 2022-07-09 06:15:00 ~ 2022-07-09 23:45:00 - missing_time_splite
2025-03-24 17:11:00,583 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 17:11:00,584 - data_handler.py - INFO - 2022-07-10 06:15:00 ~ 2022-07-10 23:45:00 - missing_time_splite
2025-03-24 17:11:00,584 - data_handler.py - INFO - 缺失点数：69.0 - missing_time_splite
2025-03-24 17:11:00,585 - data_handler.py - INFO - 2022-07-11 06:00:00 ~ 2022-07-11 23:45:00 - missing_time_splite
2025-03-24 17:11:00,585 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 17:11:00,586 - data_handler.py - INFO - 2022-07-12 06:00:00 ~ 2022-07-12 23:45:00 - missing_time_splite
2025-03-24 17:11:00,586 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 17:11:00,588 - data_handler.py - INFO - 2022-07-13 06:00:00 ~ 2022-07-13 23:45:00 - missing_time_splite
2025-03-24 17:11:00,588 - data_handler.py - INFO - 缺失点数：70.0 - missing_time_splite
2025-03-24 17:11:00,589 - data_handler.py - INFO - 2022-07-14 23:00:00 ~ 2022-07-14 23:45:00 - missing_time_splite
2025-03-24 17:11:00,589 - data_handler.py - INFO - 缺失点数：2.0 - missing_time_splite
2025-03-24 17:11:00,589 - data_handler.py - INFO - 需要补值的点数：2.0 - missing_time_splite
2025-03-24 17:11:00,603 - data_handler.py - INFO - 2022-08-01 20:00:00 ~ 2022-08-01 23:45:00 - missing_time_splite
2025-03-24 17:11:00,603 - data_handler.py - INFO - 缺失点数：14.0 - missing_time_splite
2025-03-24 17:11:00,604 - data_handler.py - INFO - 2022-08-02 21:00:00 ~ 2022-08-02 23:45:00 - missing_time_splite
2025-03-24 17:11:00,604 - data_handler.py - INFO - 缺失点数：10.0 - missing_time_splite
2025-03-24 17:11:00,606 - data_handler.py - INFO - 2022-08-04 00:00:00 ~ 2022-08-04 23:15:00 - missing_time_splite
2025-03-24 17:11:00,606 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:11:00,607 - data_handler.py - INFO - 2022-08-05 00:00:00 ~ 2022-08-05 23:15:00 - missing_time_splite
2025-03-24 17:11:00,607 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:11:00,608 - data_handler.py - INFO - 2022-08-06 00:00:00 ~ 2022-08-06 23:15:00 - missing_time_splite
2025-03-24 17:11:00,608 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:11:00,609 - data_handler.py - INFO - 2022-08-07 00:00:00 ~ 2022-08-07 23:15:00 - missing_time_splite
2025-03-24 17:11:00,609 - data_handler.py - INFO - 缺失点数：92.0 - missing_time_splite
2025-03-24 17:11:00,610 - data_handler.py - INFO - 数据总数：8207, 时序缺失的间隔：3, 其中，较长的时间间隔：14 - missing_time_splite
2025-03-24 17:11:00,610 - data_handler.py - INFO - 需要补值的总点数：4.0 - missing_time_splite
2025-03-24 17:11:00,611 - data_handler.py - INFO - 再次测算，需要插值的总点数为：4.0 - fill_train_data
2025-03-24 17:11:00,613 - data_handler.py - INFO - 2022-05-02 08:00:00 ~ 2022-05-05 23:45:00 有 352 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,617 - data_handler.py - INFO - 2022-05-09 00:00:00 ~ 2022-07-01 06:30:00 有 5115 个点, 填补 2 个点. - data_fill
2025-03-24 17:11:00,619 - data_handler.py - INFO - 2022-07-01 23:45:00 ~ 2022-07-08 06:15:00 有 603 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,620 - data_handler.py - INFO - 2022-07-08 23:45:00 ~ 2022-07-09 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,621 - data_handler.py - INFO - 2022-07-09 23:45:00 ~ 2022-07-10 06:15:00 有 27 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,622 - data_handler.py - INFO - 2022-07-10 23:45:00 ~ 2022-07-11 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,623 - data_handler.py - INFO - 2022-07-11 23:45:00 ~ 2022-07-12 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,624 - data_handler.py - INFO - 2022-07-12 23:45:00 ~ 2022-07-13 06:00:00 有 26 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,625 - data_handler.py - INFO - 2022-07-13 23:45:00 ~ 2022-08-01 20:00:00 有 1810 个点, 填补 2 个点. - data_fill
2025-03-24 17:11:00,627 - data_handler.py - INFO - 2022-08-01 23:45:00 ~ 2022-08-02 21:00:00 有 86 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,628 - data_handler.py - INFO - 2022-08-02 23:45:00 ~ 2022-08-04 00:00:00 有 98 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,629 - data_handler.py - INFO - 2022-08-04 23:15:00 ~ 2022-08-05 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,630 - data_handler.py - INFO - 2022-08-05 23:15:00 ~ 2022-08-06 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,631 - data_handler.py - INFO - 2022-08-06 23:15:00 ~ 2022-08-07 00:00:00 有 4 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,632 - data_handler.py - INFO - 2022-08-07 23:15:00 ~ 2022-08-07 23:45:00 有 3 个点, 填补 0 个点. - data_fill
2025-03-24 17:11:00,632 - data_handler.py - INFO - 训练集分成了15段，实际一共补值4点 - data_fill
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-不满足time_step - get_train_data
2025-03-24 17:11:03,098 - data_handler.py - INFO - 特征处理-训练数据-无法进行最小分割 - get_train_data
2025-03-24 17:11:03,294 - dbmg.py - INFO - ⚠️ 未找到模型 'fmi' 的有效记录 - get_keras_model_from_mongo
2025-03-24 17:11:03,295 - tf_lstm.py - INFO - 加强训练加载模型权重失败:('cannot unpack non-iterable NoneType object',) - train_init
2025-03-24 17:11:10,984 - tf_lstm.py - INFO - -----模型训练经过29轮迭代----- - training
2025-03-24 17:11:10,985 - tf_lstm.py - INFO - 训练集损失函数为：[1.0187  0.50769 0.4003  0.34891 0.31975 0.30011 0.2885  0.28014 0.27268
 0.26722 0.26358 0.26146 0.25936 0.25838 0.25643 0.25476 0.25288 0.25224
 0.25059 0.2489  0.24688 0.24658 0.24647 0.2449  0.24442 0.24386 0.24395
 0.24276 0.243  ] - training
2025-03-24 17:11:10,985 - tf_lstm.py - INFO - 验证集损失函数为：[0.64388 0.46151 0.40515 0.37103 0.35298 0.33836 0.32787 0.31869 0.3132
 0.30919 0.30599 0.30453 0.30324 0.30072 0.29934 0.29613 0.29618 0.29528
 0.29365 0.29378 0.30024 0.30205 0.29393 0.29537 0.29821 0.30199 0.30141
 0.3054  0.30375] - training
2025-03-24 17:11:11,026 - dbmg.py - INFO - ✅ 模型 fmi 保存成功 | 文档ID: 67e121af8347b570c0051984 - insert_trained_model_into_mongo
2025-03-24 17:11:11,046 - dbmg.py - INFO - ✅ 缩放器 fmi 保存成功 | 文档ID: 67e121af8347b570c0051986 - insert_scaler_model_into_mongo
2025-03-24 17:14:35,654 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:14:35,856 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:14:35,953 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:14:35,954 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpvvvszb77.keras - get_keras_model_from_mongo
2025-03-24 17:30:37,721 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:31:04,516 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:36:19,276 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:36:45,665 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:37:32,496 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:37:38,183 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:37:44,340 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:37:45,648 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpxnt3vn8d.keras - get_keras_model_from_mongo
2025-03-24 17:48:35,080 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:48:39,970 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:48:44,344 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:48:46,276 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpc5qqpto_.keras - get_keras_model_from_mongo
2025-03-24 17:49:12,303 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:49:16,406 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:49:24,029 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:49:31,117 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmp3dcxyg51.keras - get_keras_model_from_mongo
2025-03-24 17:50:55,775 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:50:59,392 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:51:03,446 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:51:04,445 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmpr1zyclo4.keras - get_keras_model_from_mongo
2025-03-24 17:51:56,991 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:52:00,812 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:52:05,476 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:52:06,146 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmp9z7uk0pw.keras - get_keras_model_from_mongo
2025-03-24 17:52:43,974 - module_wrapper.py - WARNING - From E:\compete\app\model\losses.py:10: The name tf.set_random_seed is deprecated. Please use tf.compat.v1.set_random_seed instead.
 - _tfmw_add_deprecation_warning
2025-03-24 17:52:44,193 - dbmg.py - INFO - ✅ 成功加载 fmi 的缩放器 (版本时间: 2025-03-24 17:11:10) - get_scaler_model_from_mongo
2025-03-24 17:52:44,285 - dbmg.py - INFO - fmi 模型成功从 MongoDB 加载！ - get_keras_model_from_mongo
2025-03-24 17:52:44,285 - dbmg.py - INFO - 🧹 已清理临时文件: C:\Users\ADMINI~1\AppData\Local\Temp\tmp94emdn_b.keras - get_keras_model_from_mongo
2025-03-24 17:52:44,582 - tf_lstm.py - INFO - 执行预测方法 - predict