[2745445:MainThread](2026-02-26 23:18:06,410) INFO - qlib.Initialization - [config.py:413] - default_conf: client.
[2745445:MainThread](2026-02-26 23:18:06,414) INFO - qlib.Initialization - [__init__.py:74] - qlib successfully initialized based on client settings.
[2745445:MainThread](2026-02-26 23:18:06,415) INFO - qlib.Initialization - [__init__.py:76] - data_path={'__DEFAULT_FREQ': PosixPath('/data/qlib/default/data_ops/target')}
================================================================================
DUMP GOLD-STANDARD RAW DATA FROM QLIB PIPELINE
================================================================================
Date Range: 2020-01-02 to 2020-01-10
Output Directory: ../data/
Qlib Dataset Path: /home/guofu/Workspaces/alpha/data_ops/tasks/dwm_feature_vae/dataset/csiallx_feature2_ntrla_flag_pnlnorm/

Step 1: Loading raw data from Qlib pipeline...
  Loading raw data from handler (load_start=2019-12-13)...
Will use `placehorder_value` from module: qlib.contrib.data.config
Will init handler object from config:
{'data_handler_config': {'ddb_config': {'host': '192.168.1.146',
                                        'password': '123456',
                                        'port': 8848,
                                        'username': 'admin'},
                         'end_time': datetime.date(2026, 2, 26),
                         'handler_list': [{'class': 'DDBAlpha158Handler',
                                           'kwargs': {'col_set': 'feature',
                                                      'query_config': [{'alpha158_config': 'alpha158_expr.csv',
                                                                        'db_path': 'dfs://daily_stock_run',
                                                                        'dtype': 'float32',
                                                                        'field_list': 'alpha158',
                                                                        'table_name': 'stg_1day_wind_alpha158_0_7'}]},
                                           'module_path': 'qlib.contrib.data.ddb_handlers.ddb_alpha158_handler'},
                                          {'class': 'DDBMarketExtHandler',
                                           'kwargs': {'col_set': 'feature_ext',
                                                      'query_config': [{'db_path': 'dfs://daily_stock_run',
                                                                        'dtype': 'float32',
                                                                        'field_list': ['Turnover '
                                                                                       'as '
                                                                                       'turnover',
                                                                                       'FreeTurnover '
                                                                                       'as '
                                                                                       'free_turnover',
                                                                                       'log(MarketValue) '
                                                                                       'as '
                                                                                       'log_size'],
                                                                        'table_name': 'stg_1day_wind_kline_adjusted'},
                                                                       {'db_path': 'dfs://daily_stock_run',
                                                                        'dtype': 'float32',
                                                                        'field_list': ['con_rating_strength'],
                                                                        'table_name': 'stg_1day_gds_con_rating'}]},
                                           'module_path': 'qlib.contrib.data.ddb_handlers.ddb_market_ext_handler'},
                                          {'class': 'DDBMarketFlagHandler',
                                           'kwargs': {'col_set': 'feature_flag',
                                                      'query_config': [{'db_path': 'dfs://daily_stock_run',
                                                                        'dtype': 'bool',
                                                                        'field_list': ['IsZt',
                                                                                       'IsDt',
                                                                                       'IsN',
                                                                                       'IsXD',
                                                                                       'IsXR',
                                                                                       'IsDR'],
                                                                        'table_name': 'stg_1day_wind_kline_adjusted'},
                                                                       {'db_path': 'dfs://daily_stock_run',
                                                                        'dtype': 'bool',
                                                                        'field_list': ['open_limit',
                                                                                       'close_limit',
                                                                                       'low_limit',
                                                                                       'open_stop',
                                                                                       'close_stop',
                                                                                       'high_stop'],
                                                                        'table_name': 'stg_1day_wind_market_flag'}]},
                                           'module_path': 'qlib.contrib.data.ddb_handlers.ddb_market_flag_handler'},
                                          {'class': 'DDBIndusFlagHandler',
                                           'kwargs': {'col_set': 'indus_flag',
                                                      'query_config': [{'db_path': 'dfs://daily_stock_run',
                                                                        'dtype': 'bool',
                                                                        'field_list': 'industry_code_cc.csv',
                                                                        'table_name': 'stg_1day_gds_indus_flag_cc1'}]},
                                           'module_path': 'qlib.contrib.data.ddb_handlers.ddb_indus_flag_handler'},
                                          {'class': 'DDBStFlagHandler',
                                           'kwargs': {'col_set': 'st_flag',
                                                      'query_config': [{'db_path': 'dfs://daily_stock_run',
                                                                        'dtype': 'bool',
                                                                        'field_list': ['ST_Y',
                                                                                       'ST_S',
                                                                                       'ST_T',
                                                                                       'ST_L',
                                                                                       'ST_Z',
                                                                                       'ST_X'],
                                                                        'table_name': 'stg_1day_wind_st_flag'}]},
                                           'module_path': 'qlib.contrib.data.ddb_handlers.ddb_st_flag_handler'}],
                         'instruments': 'csiallx',
                         'start_time': Timestamp('2019-11-23 00:00:00')},
 'ddb_config': {'host': '192.168.1.146',
                'password': '123456',
                'port': 8848,
                'username': 'admin'},
 'handler': {'class': 'AggHandler',
             'kwargs': {'ddb_config': {'host': '192.168.1.146',
                                       'password': '123456',
                                       'port': 8848,
                                       'username': 'admin'},
                        'end_time': datetime.date(2026, 2, 26),
                        'handler_list': [{[2745445:MainThread](2026-02-26 23:18:06,436) INFO - qlib.AggHandler - [agg_handler.py:79] - Will use AggHandler
[2745445:MainThread](2026-02-26 23:18:06,437) WARNING - qlib.DataLoaderDH - [agg_handler.py:191] - instruments[csiallx] is ignored
[2745445:MainThread](2026-02-26 23:18:06,492) INFO - qlib.DDBDataLoader - [__init__.py:196] - Will use sql template on 192.168.1.146: 

        use mytt;
        select code,m_nDate,KMID,KLEN,KMID2,KUP,KUP2,KLOW,KLOW2,KSFT,KSFT2,OPEN0,HIGH0,LOW0,VWAP0,ROC5,ROC10,ROC20,ROC30,ROC60,MA5,MA10,MA20,MA30,MA60,STD5,STD10,STD20,STD30,STD60,BETA5,BETA10,BETA20,BETA30,BETA60,RSQR5,RSQR10,RSQR20,RSQR30,RSQR60,RESI5,RESI10,RESI20,RESI30,RESI60,MAX5,MAX10,MAX20,MAX30,MAX60,MIN5,MIN10,MIN20,MIN30,MIN60,QTLU5,QTLU10,QTLU20,QTLU30,QTLU60,QTLD5,QTLD10,QTLD20,QTLD30,QTLD60,RANK5,RANK10,RANK20,RANK30,RANK60,RSV5,RSV10,RSV20,RSV30,RSV60,IMAX5,IMAX