----------------------------------------------------------------------------------------------------
30/10/23 14:14:05| INFO: dataset imdb
----------------------------------------------------------------------------------------------------
30/10/23 14:14:24| INFO: dataset imdb
30/10/23 14:14:31| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 14:14:35| WARNING: Method ref failed. Exception: 'dict' object has no attribute 'Keys'
30/10/23 14:14:35| WARNING: Method atc_mc failed. Exception: 'dict' object has no attribute 'Keys'
30/10/23 14:14:35| WARNING: Method atc_ne failed. Exception: 'dict' object has no attribute 'Keys'
30/10/23 14:14:42| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:14:52| WARNING: Method mul_sld failed. Exception: 'dict' object has no attribute 'Keys'
30/10/23 14:14:52| INFO: Dataset sample 0.90 of dataset imdb finished [took 21.1198s]
30/10/23 14:14:52| WARNING: Dataset sample 0.90 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 14:14:52| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
30/10/23 14:14:52| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 14:16:15| INFO: dataset imdb
30/10/23 14:16:22| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 14:16:34| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:16:36| INFO: ref finished [took 11.6636s]
30/10/23 14:16:39| INFO: atc_mc finished [took 14.8672s]
30/10/23 14:16:39| INFO: atc_ne finished [took 14.8614s]
30/10/23 14:16:49| INFO: mul_sld finished [took 24.6212s]
30/10/23 14:16:49| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.7805s]
30/10/23 14:16:49| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 14:17:02| INFO: ref finished [took 13.0129s]
30/10/23 14:17:06| INFO: atc_mc finished [took 16.0277s]
30/10/23 14:17:06| INFO: atc_ne finished [took 16.1381s]
30/10/23 14:17:17| INFO: mul_sld finished [took 28.1917s]
30/10/23 14:17:23| INFO: mul_sld_bcts finished [took 33.5628s]
30/10/23 14:17:23| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.3680s]
30/10/23 14:17:23| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 14:17:36| INFO: ref finished [took 12.5930s]
30/10/23 14:17:40| INFO: atc_mc finished [took 16.1461s]
30/10/23 14:17:40| INFO: atc_ne finished [took 16.1788s]
30/10/23 14:17:52| INFO: mul_sld finished [took 28.5367s]
30/10/23 14:18:00| INFO: mul_sld_bcts finished [took 36.0452s]
30/10/23 14:18:00| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.7488s]
30/10/23 14:18:00| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 14:18:13| INFO: ref finished [took 12.3910s]
30/10/23 14:18:17| INFO: atc_mc finished [took 15.8804s]
30/10/23 14:18:17| INFO: atc_ne finished [took 15.7115s]
30/10/23 14:18:32| INFO: mul_sld_bcts finished [took 31.9997s]
30/10/23 14:18:34| INFO: mul_sld finished [took 33.3735s]
30/10/23 14:18:34| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.9557s]
30/10/23 14:18:34| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 14:18:44| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:18:46| INFO: ref finished [took 11.7451s]
30/10/23 14:18:50| INFO: atc_mc finished [took 15.2294s]
30/10/23 14:18:50| INFO: atc_ne finished [took 15.1239s]
30/10/23 14:18:55| INFO: mul_sld finished [took 21.3092s]
30/10/23 14:18:55| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.7186s]
30/10/23 14:18:55| ERROR: Configuration imdb_1prevs failed. Exception: 'mul_sld_bcts'
30/10/23 14:18:55| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 14:32:36| INFO: dataset imdb
30/10/23 14:32:43| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 14:32:56| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:32:58| INFO: ref finished [took 12.0197s]
30/10/23 14:33:01| INFO: atc_mc finished [took 15.0884s]
30/10/23 14:33:01| INFO: atc_ne finished [took 15.0503s]
30/10/23 14:33:10| INFO: mul_sld finished [took 24.4470s]
30/10/23 14:33:10| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.6099s]
30/10/23 14:33:10| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 14:33:23| INFO: ref finished [took 12.1812s]
30/10/23 14:33:27| INFO: atc_mc finished [took 15.5589s]
30/10/23 14:33:27| INFO: atc_ne finished [took 15.5283s]
30/10/23 14:33:38| INFO: mul_sld finished [took 27.1282s]
30/10/23 14:33:44| INFO: mul_sld_bcts finished [took 33.1098s]
30/10/23 14:33:44| INFO: Dataset sample 0.80 of dataset imdb finished [took 33.9196s]
30/10/23 14:33:44| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 14:33:57| INFO: ref finished [took 12.5959s]
30/10/23 14:34:01| INFO: atc_mc finished [took 15.9389s]
30/10/23 14:34:01| INFO: atc_ne finished [took 16.0795s]
30/10/23 14:34:13| INFO: mul_sld finished [took 28.1568s]
30/10/23 14:34:20| INFO: mul_sld_bcts finished [took 35.7147s]
30/10/23 14:34:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.3828s]
30/10/23 14:34:20| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 14:34:33| INFO: ref finished [took 12.2399s]
30/10/23 14:34:37| INFO: atc_mc finished [took 15.4570s]
30/10/23 14:34:37| INFO: atc_ne finished [took 15.5302s]
30/10/23 14:34:52| INFO: mul_sld_bcts finished [took 31.1972s]
30/10/23 14:34:54| INFO: mul_sld finished [took 32.9409s]
30/10/23 14:34:54| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.5034s]
30/10/23 14:34:54| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 14:35:04| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:35:06| INFO: ref finished [took 11.6742s]
30/10/23 14:35:09| INFO: atc_mc finished [took 14.8324s]
30/10/23 14:35:10| INFO: atc_ne finished [took 14.8661s]
30/10/23 14:35:15| INFO: mul_sld finished [took 21.1356s]
30/10/23 14:35:15| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.5814s]
30/10/23 14:35:15| ERROR: Configuration imdb_1prevs failed. Exception: ('acc', None)
30/10/23 14:35:15| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 14:37:47| INFO: dataset imdb
30/10/23 14:37:54| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 14:38:07| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:38:09| INFO: ref finished [took 12.0443s]
30/10/23 14:38:12| INFO: atc_mc finished [took 14.8929s]
30/10/23 14:38:12| INFO: atc_ne finished [took 15.0431s]
30/10/23 14:38:21| INFO: mul_sld finished [took 24.7987s]
30/10/23 14:38:21| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.0182s]
30/10/23 14:38:21| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 14:38:35| INFO: ref finished [took 12.4504s]
30/10/23 14:38:38| INFO: atc_mc finished [took 16.1560s]
30/10/23 14:38:39| INFO: atc_ne finished [took 16.1785s]
30/10/23 14:38:49| INFO: mul_sld finished [took 27.0617s]
30/10/23 14:38:55| INFO: mul_sld_bcts finished [took 32.7384s]
30/10/23 14:38:55| INFO: Dataset sample 0.80 of dataset imdb finished [took 33.5347s]
30/10/23 14:38:55| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 14:39:08| INFO: ref finished [took 12.4381s]
30/10/23 14:39:11| INFO: atc_mc finished [took 15.6709s]
30/10/23 14:39:11| INFO: atc_ne finished [took 15.7319s]
30/10/23 14:39:23| INFO: mul_sld finished [took 27.9301s]
30/10/23 14:39:31| INFO: mul_sld_bcts finished [took 35.5094s]
30/10/23 14:39:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.1333s]
30/10/23 14:39:31| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 14:39:44| INFO: ref finished [took 12.0382s]
30/10/23 14:39:47| INFO: atc_mc finished [took 15.0164s]
30/10/23 14:39:47| INFO: atc_ne finished [took 15.1080s]
30/10/23 14:40:02| INFO: mul_sld_bcts finished [took 30.9659s]
30/10/23 14:40:04| INFO: mul_sld finished [took 32.9418s]
30/10/23 14:40:04| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.4681s]
30/10/23 14:40:04| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 14:40:14| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:40:17| INFO: ref finished [took 11.8501s]
30/10/23 14:40:20| INFO: atc_mc finished [took 14.8473s]
30/10/23 14:40:21| INFO: atc_ne finished [took 15.2000s]
30/10/23 14:40:26| INFO: mul_sld finished [took 21.4799s]
30/10/23 14:40:26| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.9220s]
30/10/23 14:40:26| ERROR: Configuration imdb_1prevs failed. Exception: NDFrame.droplevel() got an unexpected keyword argument 'index'
30/10/23 14:40:26| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 14:42:13| INFO: dataset imdb
30/10/23 14:42:20| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 14:42:33| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:42:34| INFO: ref finished [took 12.1951s]
30/10/23 14:42:38| INFO: atc_ne finished [took 15.3431s]
30/10/23 14:42:38| INFO: atc_mc finished [took 15.4508s]
30/10/23 14:42:47| INFO: mul_sld finished [took 25.0246s]
30/10/23 14:42:47| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.1381s]
30/10/23 14:42:47| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 14:43:00| INFO: ref finished [took 12.3269s]
30/10/23 14:43:04| INFO: atc_ne finished [took 15.9216s]
30/10/23 14:43:04| INFO: atc_mc finished [took 16.1140s]
30/10/23 14:43:16| INFO: mul_sld finished [took 28.0575s]
30/10/23 14:43:22| INFO: mul_sld_bcts finished [took 33.9201s]
30/10/23 14:43:22| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.7703s]
30/10/23 14:43:22| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 14:43:35| INFO: ref finished [took 12.6508s]
30/10/23 14:43:39| INFO: atc_mc finished [took 16.0527s]
30/10/23 14:43:39| INFO: atc_ne finished [took 16.0515s]
30/10/23 14:43:50| INFO: mul_sld finished [took 28.1061s]
30/10/23 14:43:57| INFO: mul_sld_bcts finished [took 34.9278s]
30/10/23 14:43:57| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.6587s]
30/10/23 14:43:57| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 14:44:10| INFO: ref finished [took 12.0801s]
30/10/23 14:44:14| INFO: atc_mc finished [took 15.4685s]
30/10/23 14:44:14| INFO: atc_ne finished [took 15.4165s]
30/10/23 14:44:29| INFO: mul_sld_bcts finished [took 31.5628s]
30/10/23 14:44:31| INFO: mul_sld finished [took 33.3113s]
30/10/23 14:44:31| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.8828s]
30/10/23 14:44:31| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 14:44:41| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:44:44| INFO: ref finished [took 11.6822s]
30/10/23 14:44:47| INFO: atc_mc finished [took 14.8091s]
30/10/23 14:44:47| INFO: atc_ne finished [took 14.7900s]
30/10/23 14:44:53| INFO: mul_sld finished [took 21.0390s]
30/10/23 14:44:53| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.4515s]
30/10/23 14:44:53| ERROR: Configuration imdb_1prevs failed. Exception: 'function' object has no attribute 'index'
30/10/23 14:44:53| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 14:46:34| INFO: dataset imdb
30/10/23 14:46:41| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 14:46:54| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:46:56| INFO: ref finished [took 12.5001s]
30/10/23 14:46:59| INFO: atc_mc finished [took 15.5415s]
30/10/23 14:46:59| INFO: atc_ne finished [took 15.6358s]
30/10/23 14:47:08| INFO: mul_sld finished [took 24.5102s]
30/10/23 14:47:08| INFO: Dataset sample 0.90 of dataset imdb finished [took 26.5553s]
30/10/23 14:47:08| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 14:47:21| INFO: ref finished [took 12.0997s]
30/10/23 14:47:24| INFO: atc_mc finished [took 15.4285s]
30/10/23 14:47:24| INFO: atc_ne finished [took 15.5599s]
30/10/23 14:47:36| INFO: mul_sld finished [took 27.6146s]
30/10/23 14:47:43| INFO: mul_sld_bcts finished [took 34.2610s]
30/10/23 14:47:43| INFO: Dataset sample 0.80 of dataset imdb finished [took 35.0096s]
30/10/23 14:47:43| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 14:47:56| INFO: ref finished [took 12.1238s]
30/10/23 14:48:00| INFO: atc_mc finished [took 15.6990s]
30/10/23 14:48:00| INFO: atc_ne finished [took 15.8708s]
30/10/23 14:48:11| INFO: mul_sld finished [took 28.0048s]
30/10/23 14:48:20| INFO: mul_sld_bcts finished [took 36.1524s]
30/10/23 14:48:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 36.8480s]
30/10/23 14:48:20| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 14:48:32| INFO: ref finished [took 11.3690s]
30/10/23 14:48:35| INFO: atc_mc finished [took 14.3092s]
30/10/23 14:48:35| INFO: atc_ne finished [took 14.4043s]
30/10/23 14:48:51| INFO: mul_sld_bcts finished [took 30.2595s]
30/10/23 14:48:52| INFO: mul_sld finished [took 31.4270s]
30/10/23 14:48:52| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.9598s]
30/10/23 14:48:52| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 14:49:02| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 14:49:04| INFO: ref finished [took 12.1449s]
30/10/23 14:49:08| INFO: atc_mc finished [took 15.0332s]
30/10/23 14:49:08| INFO: atc_ne finished [took 15.3463s]
30/10/23 14:49:13| INFO: mul_sld finished [took 21.2802s]
30/10/23 14:49:13| INFO: Dataset sample 0.10 of dataset imdb finished [took 21.7079s]
30/10/23 14:49:14| ERROR: Configuration imdb_1prevs failed. Exception: unsupported operand type(s) for -: 'list' and 'list'
30/10/23 14:49:14| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 15:10:08| INFO: dataset imdb
30/10/23 15:10:14| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 15:10:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 15:10:27| INFO: ref finished [took 10.8100s]
30/10/23 15:10:30| INFO: atc_mc finished [took 13.5996s]
30/10/23 15:10:30| INFO: atc_ne finished [took 13.6110s]
30/10/23 15:10:39| INFO: mul_sld finished [took 22.7361s]
30/10/23 15:10:39| INFO: Dataset sample 0.90 of dataset imdb finished [took 24.8056s]
30/10/23 15:10:39| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 15:10:51| INFO: ref finished [took 10.9293s]
30/10/23 15:10:54| INFO: atc_mc finished [took 13.8377s]
30/10/23 15:10:54| INFO: atc_ne finished [took 13.9983s]
30/10/23 15:11:05| INFO: mul_sld finished [took 25.1977s]
30/10/23 15:11:11| INFO: mul_sld_bcts finished [took 31.1124s]
30/10/23 15:11:11| INFO: Dataset sample 0.80 of dataset imdb finished [took 31.8294s]
30/10/23 15:11:11| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 15:11:23| INFO: ref finished [took 11.0056s]
30/10/23 15:11:26| INFO: atc_mc finished [took 14.3946s]
30/10/23 15:11:27| INFO: atc_ne finished [took 14.6355s]
30/10/23 15:11:38| INFO: mul_sld finished [took 26.2697s]
30/10/23 15:11:45| INFO: mul_sld_bcts finished [took 33.8992s]
30/10/23 15:11:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 34.4963s]
30/10/23 15:11:45| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 15:11:57| INFO: ref finished [took 10.9836s]
30/10/23 15:12:00| INFO: atc_mc finished [took 13.8378s]
30/10/23 15:12:00| INFO: atc_ne finished [took 13.8318s]
30/10/23 15:12:16| INFO: mul_sld_bcts finished [took 29.9813s]
30/10/23 15:12:17| INFO: mul_sld finished [took 30.7175s]
30/10/23 15:12:17| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.2508s]
30/10/23 15:12:17| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 15:12:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 15:12:28| INFO: ref finished [took 10.4376s]
30/10/23 15:12:31| INFO: atc_ne finished [took 13.3510s]
30/10/23 15:12:31| INFO: atc_mc finished [took 13.5172s]
30/10/23 15:12:37| INFO: mul_sld finished [took 19.7440s]
30/10/23 15:12:37| INFO: Dataset sample 0.10 of dataset imdb finished [took 20.1519s]
30/10/23 15:12:37| ERROR: Configuration imdb_1prevs failed. Exception: ufunc 'isfinite' not supported for the input types, and the inputs could not be safely coerced to any supported types according to the casting rule ''safe''
30/10/23 15:12:37| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 17:12:41| INFO: dataset imdb
30/10/23 17:12:48| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 17:13:01| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 17:13:03| INFO: ref finished [took 12.6699s]
30/10/23 17:13:07| INFO: atc_ne finished [took 15.6073s]
30/10/23 17:13:07| INFO: atc_mc finished [took 15.6695s]
30/10/23 17:13:15| INFO: mul_sld finished [took 24.8617s]
30/10/23 17:13:15| INFO: Dataset sample 0.90 of dataset imdb finished [took 27.6018s]
30/10/23 17:13:15| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 17:13:29| INFO: ref finished [took 12.6205s]
30/10/23 17:13:33| INFO: atc_mc finished [took 16.2005s]
30/10/23 17:13:33| INFO: atc_ne finished [took 16.2091s]
30/10/23 17:13:43| INFO: mul_sld finished [took 27.1113s]
30/10/23 17:13:49| INFO: mul_sld_bcts finished [took 33.3939s]
30/10/23 17:13:49| INFO: Dataset sample 0.80 of dataset imdb finished [took 34.1222s]
30/10/23 17:13:49| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 17:14:04| INFO: ref finished [took 13.2345s]
30/10/23 17:14:07| INFO: atc_mc finished [took 16.5475s]
30/10/23 17:14:07| INFO: atc_ne finished [took 16.6557s]
30/10/23 17:14:19| INFO: mul_sld finished [took 28.8817s]
30/10/23 17:14:27| INFO: mul_sld_bcts finished [took 36.5726s]
30/10/23 17:14:27| INFO: Dataset sample 0.50 of dataset imdb finished [took 37.2057s]
30/10/23 17:14:27| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 17:14:39| INFO: ref finished [took 11.7051s]
30/10/23 17:14:42| INFO: atc_mc finished [took 14.8335s]
30/10/23 17:14:43| INFO: atc_ne finished [took 15.0826s]
30/10/23 17:14:59| INFO: mul_sld_bcts finished [took 31.7685s]
30/10/23 17:15:00| INFO: mul_sld finished [took 33.2861s]
30/10/23 17:15:00| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.8225s]
30/10/23 17:15:00| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 17:15:11| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 17:15:13| INFO: ref finished [took 12.0927s]
30/10/23 17:15:17| INFO: atc_mc finished [took 15.4201s]
30/10/23 17:15:17| INFO: atc_ne finished [took 15.5212s]
30/10/23 17:15:23| INFO: mul_sld finished [took 21.7236s]
30/10/23 17:15:23| INFO: Dataset sample 0.10 of dataset imdb finished [took 22.2065s]
30/10/23 17:15:23| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
30/10/23 17:15:23| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 17:16:39| INFO: dataset imdb
30/10/23 17:16:46| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 17:16:58| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 17:17:00| INFO: ref finished [took 11.7575s]
30/10/23 17:17:03| INFO: atc_ne finished [took 14.7709s]
30/10/23 17:17:03| INFO: atc_mc finished [took 14.8925s]
30/10/23 17:17:12| INFO: mul_sld finished [took 23.7037s]
30/10/23 17:17:12| INFO: Dataset sample 0.90 of dataset imdb finished [took 25.8491s]
30/10/23 17:17:12| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 17:17:25| INFO: ref finished [took 12.2081s]
30/10/23 17:17:28| INFO: atc_ne finished [took 15.3145s]
30/10/23 17:17:28| INFO: atc_mc finished [took 15.5166s]
30/10/23 17:17:39| INFO: mul_sld finished [took 26.7520s]
30/10/23 17:17:45| INFO: mul_sld_bcts finished [took 32.0850s]
30/10/23 17:17:45| INFO: Dataset sample 0.80 of dataset imdb finished [took 32.8702s]
30/10/23 17:17:45| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 17:17:57| INFO: ref finished [took 11.9494s]
30/10/23 17:18:01| INFO: atc_mc finished [took 15.3034s]
30/10/23 17:18:01| INFO: atc_ne finished [took 15.3254s]
30/10/23 17:18:12| INFO: mul_sld finished [took 27.2902s]
30/10/23 17:18:20| INFO: mul_sld_bcts finished [took 34.4237s]
30/10/23 17:18:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.1216s]
30/10/23 17:18:20| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 17:18:32| INFO: ref finished [took 11.7945s]
30/10/23 17:18:35| INFO: atc_mc finished [took 14.9218s]
30/10/23 17:18:36| INFO: atc_ne finished [took 14.9745s]
30/10/23 17:18:51| INFO: mul_sld_bcts finished [took 30.7287s]
30/10/23 17:18:53| INFO: mul_sld finished [took 32.5641s]
30/10/23 17:18:53| INFO: Dataset sample 0.20 of dataset imdb finished [took 33.0982s]
30/10/23 17:18:53| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 17:19:02| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 17:19:05| INFO: ref finished [took 11.4568s]
30/10/23 17:19:08| INFO: atc_mc finished [took 14.4778s]
30/10/23 17:19:08| INFO: atc_ne finished [took 14.5099s]
30/10/23 17:19:14| INFO: mul_sld finished [took 20.5183s]
30/10/23 17:19:14| INFO: Dataset sample 0.10 of dataset imdb finished [took 20.9251s]
30/10/23 17:19:14| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
30/10/23 17:19:14| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
30/10/23 19:57:49| INFO: dataset imdb
30/10/23 19:58:00| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 19:58:11| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 19:58:22| INFO: ref finished [took 20.9010s]
30/10/23 19:58:29| INFO: atc_ne finished [took 27.8453s]
30/10/23 19:58:29| INFO: atc_mc finished [took 28.1079s]
30/10/23 19:58:37| INFO: mul_sld finished [took 36.1699s]
30/10/23 19:58:37| INFO: Dataset sample 0.90 of dataset imdb finished [took 36.7140s]
30/10/23 19:58:37| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 19:59:01| INFO: ref finished [took 23.2803s]
30/10/23 19:59:09| INFO: atc_ne finished [took 31.1099s]
30/10/23 19:59:09| INFO: atc_mc finished [took 31.5916s]
30/10/23 19:59:19| INFO: mul_sld finished [took 41.5113s]
30/10/23 19:59:24| INFO: mul_sld_bcts finished [took 46.6603s]
30/10/23 19:59:24| INFO: Dataset sample 0.80 of dataset imdb finished [took 47.4989s]
30/10/23 19:59:24| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 19:59:49| INFO: ref finished [took 23.6312s]
30/10/23 19:59:57| INFO: atc_ne finished [took 31.5195s]
30/10/23 19:59:57| INFO: atc_mc finished [took 31.8197s]
30/10/23 20:00:08| INFO: mul_sld finished [took 42.8675s]
30/10/23 20:00:15| INFO: mul_sld_bcts finished [took 50.5527s]
30/10/23 20:00:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 51.3659s]
30/10/23 20:00:16| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 20:00:41| INFO: ref finished [took 24.2178s]
30/10/23 20:00:48| INFO: atc_mc finished [took 31.9886s]
30/10/23 20:00:49| INFO: atc_ne finished [took 32.1537s]
30/10/23 20:01:03| INFO: mul_sld_bcts finished [took 46.2477s]
30/10/23 20:01:07| INFO: mul_sld finished [took 50.8912s]
30/10/23 20:01:07| INFO: Dataset sample 0.20 of dataset imdb finished [took 51.4589s]
30/10/23 20:01:07| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 20:01:18| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 20:01:30| INFO: ref finished [took 22.6404s]
30/10/23 20:01:38| INFO: atc_mc finished [took 29.8371s]
30/10/23 20:01:38| INFO: atc_ne finished [took 30.2098s]
30/10/23 20:01:41| INFO: mul_sld finished [took 33.6271s]
30/10/23 20:01:41| INFO: Dataset sample 0.10 of dataset imdb finished [took 34.1993s]
30/10/23 20:01:42| ERROR: Configuration imdb_1prevs failed. Exception: operands could not be broadcast together with shapes (0,) (0,21)
30/10/23 20:01:42| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 20:05:04| INFO: dataset imdb
30/10/23 20:05:14| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 20:05:26| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 20:05:38| INFO: ref finished [took 22.7241s]
30/10/23 20:05:45| INFO: atc_mc finished [took 29.9191s]
30/10/23 20:05:45| INFO: atc_ne finished [took 29.8405s]
30/10/23 20:05:52| INFO: mul_sld finished [took 37.4045s]
30/10/23 20:05:52| INFO: Dataset sample 0.90 of dataset imdb finished [took 37.9554s]
30/10/23 20:05:52| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 20:06:17| INFO: ref finished [took 23.2465s]
30/10/23 20:06:25| INFO: atc_ne finished [took 31.0138s]
30/10/23 20:06:25| INFO: atc_mc finished [took 31.1341s]
30/10/23 20:06:34| INFO: mul_sld finished [took 40.8777s]
30/10/23 20:06:40| INFO: mul_sld_bcts finished [took 46.7083s]
30/10/23 20:06:40| INFO: Dataset sample 0.80 of dataset imdb finished [took 47.5062s]
30/10/23 20:06:40| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:07:05| INFO: ref finished [took 24.3375s]
30/10/23 20:07:15| INFO: atc_mc finished [took 33.8014s]
30/10/23 20:07:15| INFO: atc_ne finished [took 33.7355s]
30/10/23 20:07:25| INFO: mul_sld finished [took 44.2891s]
30/10/23 20:07:32| INFO: mul_sld_bcts finished [took 51.2404s]
30/10/23 20:07:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 51.9917s]
30/10/23 20:07:32| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 20:07:55| INFO: ref finished [took 21.6828s]
30/10/23 20:08:01| INFO: atc_mc finished [took 28.2369s]
30/10/23 20:08:01| INFO: atc_ne finished [took 28.4328s]
30/10/23 20:08:15| INFO: mul_sld_bcts finished [took 41.9176s]
30/10/23 20:08:18| INFO: mul_sld finished [took 45.4999s]
30/10/23 20:08:18| INFO: Dataset sample 0.20 of dataset imdb finished [took 46.0301s]
30/10/23 20:08:18| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 20:08:28| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 20:08:38| INFO: ref finished [took 19.4082s]
30/10/23 20:08:45| INFO: atc_mc finished [took 26.2343s]
30/10/23 20:08:45| INFO: atc_ne finished [took 26.2322s]
30/10/23 20:08:48| INFO: mul_sld finished [took 29.8392s]
30/10/23 20:08:48| INFO: Dataset sample 0.10 of dataset imdb finished [took 30.3563s]
----------------------------------------------------------------------------------------------------
30/10/23 20:29:28| INFO: dataset imdb
30/10/23 20:29:38| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:29:59| INFO: ref finished [took 19.1581s]
30/10/23 20:30:06| INFO: atc_mc finished [took 26.3398s]
30/10/23 20:30:07| INFO: atc_ne finished [took 26.4359s]
30/10/23 20:30:07| INFO: Dataset sample 0.50 of dataset imdb finished [took 28.7984s]
----------------------------------------------------------------------------------------------------
30/10/23 20:31:50| INFO: dataset imdb
30/10/23 20:32:00| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:33:59|INFO: ref finished [took 118.1306s]
----------------------------------------------------------------------------------------------------
30/10/23 20:36:06| INFO: dataset imdb
30/10/23 20:36:17| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:38:52|WARNING: Method ref failed. Exception: "['acc_score' 'f1_score' 'ref'] not in index"
30/10/23 20:41:28|WARNING: Method atc_mc failed. Exception: "['acc' 'acc_score' 'atc_mc' 'f1' 'f1_score'] not in index"
30/10/23 20:41:32|WARNING: Method atc_ne failed. Exception: "['acc' 'acc_score' 'atc_ne' 'f1' 'f1_score'] not in index"
30/10/23 20:41:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 315.4626s]
30/10/23 20:41:32| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:41:32| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
30/10/23 20:41:32| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 20:41:43| INFO: dataset imdb
30/10/23 20:41:54| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:42:26| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
30/10/23 20:43:01| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:43:08| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:43:08| INFO: Dataset sample 0.50 of dataset imdb finished [took 73.6011s]
30/10/23 20:43:08| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:43:08| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
30/10/23 20:43:08| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 20:44:25| INFO: dataset imdb
30/10/23 20:44:35| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:44:37| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
30/10/23 20:44:37| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:44:38| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:44:38| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6758s]
30/10/23 20:44:38| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:44:38| ERROR: Configuration imdb_1prevs failed. Exception: 'module' object is not callable
30/10/23 20:44:38| ERROR: estimate comparison failed. Exceprion: 'module' object is not callable
----------------------------------------------------------------------------------------------------
30/10/23 20:47:08| INFO: dataset imdb
30/10/23 20:47:18| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:47:20| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
30/10/23 20:47:21| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:47:21| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:47:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6147s]
30/10/23 20:47:21| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:47:21| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
30/10/23 20:50:07| INFO: dataset imdb
30/10/23 20:50:17| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:50:19| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
30/10/23 20:50:20| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:50:20| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:50:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5897s]
30/10/23 20:50:20| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:50:20| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
30/10/23 20:51:29| INFO: dataset imdb
30/10/23 20:51:39| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:51:42| WARNING: Method ref failed. Exception: Shape of passed values is (2, 1), indices imply (1, 2)
30/10/23 20:51:42| WARNING: Method atc_mc failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:51:42| WARNING: Method atc_ne failed. Exception: Shape of passed values is (4, 1), indices imply (1, 4)
30/10/23 20:51:42| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5821s]
30/10/23 20:51:42| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:51:42| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
30/10/23 20:56:28| INFO: dataset imdb
30/10/23 20:56:38| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:56:40| WARNING: Method ref failed. Exception: cannot reshape array of size 1 into shape (1,2)
30/10/23 20:56:40| WARNING: Method atc_mc failed. Exception: cannot reshape array of size 1 into shape (1,4)
30/10/23 20:56:40| WARNING: Method atc_ne failed. Exception: cannot reshape array of size 1 into shape (1,4)
30/10/23 20:56:40| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.6150s]
30/10/23 20:56:40| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:56:40| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
30/10/23 20:57:13| INFO: dataset imdb
30/10/23 20:57:23| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 20:59:40| WARNING: Method ref failed. Exception: cannot reshape array of size 1 into shape (1,2)
30/10/23 20:59:51| WARNING: Method atc_mc failed. Exception: cannot reshape array of size 1 into shape (1,4)
30/10/23 20:59:52| WARNING: Method atc_ne failed. Exception: cannot reshape array of size 1 into shape (1,4)
30/10/23 20:59:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 149.2395s]
30/10/23 20:59:52| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 20:59:52| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
30/10/23 21:00:04| INFO: dataset imdb
30/10/23 21:00:14| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:01:33| INFO: ref finished [took 78.2917s]
30/10/23 21:01:42| INFO: atc_mc finished [took 86.9003s]
----------------------------------------------------------------------------------------------------
30/10/23 21:01:59| INFO: dataset imdb
30/10/23 21:02:09| INFO: Dataset sample 0.50 of dataset imdb started
----------------------------------------------------------------------------------------------------
30/10/23 21:04:09| INFO: dataset imdb
30/10/23 21:04:19| INFO: Dataset sample 0.50 of dataset imdb started
----------------------------------------------------------------------------------------------------
30/10/23 21:06:25| INFO: dataset imdb
30/10/23 21:06:35| INFO: Dataset sample 0.50 of dataset imdb started
----------------------------------------------------------------------------------------------------
30/10/23 21:07:33| INFO: dataset imdb
30/10/23 21:07:43| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:07:45| WARNING: Method ref failed. Exception: setting an array element with a sequence.
30/10/23 21:07:45| WARNING: Method atc_mc failed. Exception: setting an array element with a sequence.
30/10/23 21:07:45| WARNING: Method atc_ne failed. Exception: setting an array element with a sequence.
30/10/23 21:07:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 2.5382s]
30/10/23 21:07:45| WARNING: Dataset sample 0.50 of dataset imdb failed. Exception: No objects to concatenate
30/10/23 21:07:45| ERROR: Configuration imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
30/10/23 21:09:07| INFO: dataset imdb
30/10/23 21:09:16| INFO: Dataset sample 0.50 of dataset imdb started
----------------------------------------------------------------------------------------------------
30/10/23 21:10:48| INFO: dataset imdb
30/10/23 21:10:58| INFO: Dataset sample 0.50 of dataset imdb started
----------------------------------------------------------------------------------------------------
30/10/23 21:18:53| INFO: dataset imdb
30/10/23 21:19:03| INFO: Dataset sample 0.50 of dataset imdb started
----------------------------------------------------------------------------------------------------
30/10/23 21:22:03| INFO: dataset imdb
30/10/23 21:22:12| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:22:31| INFO: ref finished [took 17.0861s]
30/10/23 21:22:37| INFO: atc_mc finished [took 23.6279s]
30/10/23 21:22:38| INFO: atc_ne finished [took 23.7395s]
30/10/23 21:22:38| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.2007s]
----------------------------------------------------------------------------------------------------
30/10/23 21:29:55| INFO: dataset imdb
30/10/23 21:30:05| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:30:23| INFO: ref finished [took 16.7801s]
30/10/23 21:30:30| INFO: atc_mc finished [took 23.5645s]
30/10/23 21:30:30| INFO: atc_ne finished [took 23.5639s]
30/10/23 21:30:30| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.0459s]
----------------------------------------------------------------------------------------------------
30/10/23 21:33:45| INFO: dataset imdb
30/10/23 21:33:55| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:34:13| INFO: ref finished [took 17.0169s]
30/10/23 21:34:20| INFO: atc_mc finished [took 23.4725s]
30/10/23 21:34:20| INFO: atc_ne finished [took 23.5928s]
30/10/23 21:34:20| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9542s]
----------------------------------------------------------------------------------------------------
30/10/23 21:37:32| INFO: dataset imdb
30/10/23 21:37:39| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:37:49| INFO: ref finished [took 8.9050s]
30/10/23 21:37:52| INFO: atc_mc finished [took 11.7412s]
30/10/23 21:37:52| INFO: atc_ne finished [took 11.7256s]
30/10/23 21:37:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.9758s]
30/10/23 21:37:53| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
----------------------------------------------------------------------------------------------------
30/10/23 21:39:14| INFO: dataset imdb
30/10/23 21:39:21| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:39:31| INFO: ref finished [took 8.5615s]
30/10/23 21:39:34| INFO: atc_mc finished [took 11.4156s]
30/10/23 21:39:34| INFO: atc_ne finished [took 11.4156s]
30/10/23 21:39:34| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.7024s]
30/10/23 21:39:35| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
----------------------------------------------------------------------------------------------------
30/10/23 21:40:51| INFO: dataset imdb
30/10/23 21:41:01| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:41:19| INFO: ref finished [took 16.7164s]
30/10/23 21:41:26| INFO: atc_mc finished [took 23.3181s]
30/10/23 21:41:26| INFO: atc_ne finished [took 23.4811s]
30/10/23 21:41:26| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9698s]
----------------------------------------------------------------------------------------------------
30/10/23 21:43:25| INFO: dataset imdb
30/10/23 21:43:35| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:43:53| INFO: ref finished [took 16.9333s]
30/10/23 21:44:00| INFO: atc_mc finished [took 23.4183s]
30/10/23 21:44:00| INFO: atc_ne finished [took 23.4274s]
30/10/23 21:44:00| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.9308s]
30/10/23 21:44:19| ERROR: Configuration imdb_1prevs failed. Exception: only integers, slices (`:`), ellipsis (`...`), numpy.newaxis (`None`) and integer or boolean arrays are valid indices
----------------------------------------------------------------------------------------------------
30/10/23 21:45:16| INFO: dataset imdb
30/10/23 21:45:26| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:45:44| INFO: ref finished [took 17.6768s]
30/10/23 21:45:51| INFO: atc_mc finished [took 24.3756s]
30/10/23 21:45:52| INFO: atc_ne finished [took 24.5307s]
30/10/23 21:45:52| INFO: Dataset sample 0.50 of dataset imdb finished [took 25.8971s]
----------------------------------------------------------------------------------------------------
30/10/23 21:48:20| INFO: dataset imdb
30/10/23 21:48:27| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:48:36| INFO: ref finished [took 8.6456s]
30/10/23 21:48:39| INFO: atc_mc finished [took 11.2686s]
30/10/23 21:48:39| INFO: atc_ne finished [took 11.3112s]
30/10/23 21:48:39| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.5747s]
30/10/23 21:48:40| ERROR: Configuration imdb_1prevs failed. Exception: NDFrame.droplevel() got an unexpected keyword argument 'index'
----------------------------------------------------------------------------------------------------
30/10/23 21:49:49| INFO: dataset imdb
30/10/23 21:49:55| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:50:05| INFO: ref finished [took 8.6556s]
30/10/23 21:50:08| INFO: atc_mc finished [took 11.6953s]
30/10/23 21:50:08| INFO: atc_ne finished [took 11.6000s]
30/10/23 21:50:08| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8578s]
30/10/23 21:50:09| ERROR: Configuration imdb_1prevs failed. Exception: 'NoneType' object has no attribute 'groupby'
----------------------------------------------------------------------------------------------------
30/10/23 21:50:57| INFO: dataset imdb
30/10/23 21:51:07| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:51:25| INFO: ref finished [took 17.0426s]
30/10/23 21:51:31| INFO: atc_mc finished [took 23.5734s]
30/10/23 21:51:31| INFO: atc_ne finished [took 23.5276s]
30/10/23 21:51:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 24.8200s]
----------------------------------------------------------------------------------------------------
30/10/23 21:55:21| INFO: dataset imdb
30/10/23 21:55:27| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:55:37| INFO: ref finished [took 8.8453s]
30/10/23 21:55:40| INFO: atc_mc finished [took 11.5585s]
30/10/23 21:55:40| INFO: atc_ne finished [took 11.5871s]
30/10/23 21:55:40| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8416s]
30/10/23 21:55:41| ERROR: Configuration imdb_1prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
----------------------------------------------------------------------------------------------------
30/10/23 21:57:00| INFO: dataset imdb
30/10/23 21:57:06| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:57:16| INFO: ref finished [took 8.5540s]
30/10/23 21:57:19| INFO: atc_mc finished [took 11.4482s]
30/10/23 21:57:19| INFO: atc_ne finished [took 11.5399s]
30/10/23 21:57:19| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.7681s]
30/10/23 21:57:20| ERROR: Configuration imdb_1prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
----------------------------------------------------------------------------------------------------
30/10/23 21:57:38| INFO: dataset imdb
30/10/23 21:57:45| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 21:57:55| INFO: ref finished [took 8.7982s]
30/10/23 21:57:58| INFO: atc_mc finished [took 11.4787s]
30/10/23 21:57:58| INFO: atc_ne finished [took 11.5419s]
30/10/23 21:57:58| INFO: Dataset sample 0.50 of dataset imdb finished [took 12.8803s]
----------------------------------------------------------------------------------------------------
30/10/23 22:00:05| INFO: dataset imdb
30/10/23 22:00:12| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 22:00:21| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 22:00:22| INFO: ref finished [took 10.0983s]
30/10/23 22:00:25| INFO: atc_mc finished [took 13.0928s]
30/10/23 22:00:26| INFO: atc_ne finished [took 13.1088s]
30/10/23 22:00:34| INFO: mul_sld finished [took 22.3228s]
30/10/23 22:00:34| INFO: Dataset sample 0.90 of dataset imdb finished [took 22.7020s]
30/10/23 22:00:34| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 22:00:46| INFO: ref finished [took 10.5937s]
30/10/23 22:00:49| INFO: atc_mc finished [took 13.5008s]
30/10/23 22:00:49| INFO: atc_ne finished [took 13.7521s]
30/10/23 22:01:00| INFO: mul_sld finished [took 25.0319s]
30/10/23 22:01:06| INFO: mul_sld_bcts finished [took 31.0525s]
30/10/23 22:01:06| INFO: Dataset sample 0.80 of dataset imdb finished [took 31.7700s]
30/10/23 22:01:06| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 22:01:17| INFO: ref finished [took 10.6316s]
30/10/23 22:01:21| INFO: atc_ne finished [took 14.1054s]
30/10/23 22:01:21| INFO: atc_mc finished [took 14.4357s]
30/10/23 22:01:33| INFO: mul_sld finished [took 26.6800s]
30/10/23 22:01:41| INFO: mul_sld_bcts finished [took 34.4745s]
30/10/23 22:01:41| INFO: Dataset sample 0.50 of dataset imdb finished [took 35.1450s]
30/10/23 22:01:41| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 22:01:53| INFO: ref finished [took 10.7413s]
30/10/23 22:01:56| INFO: atc_ne finished [took 13.5169s]
30/10/23 22:01:56| INFO: atc_mc finished [took 13.5849s]
30/10/23 22:02:11| INFO: mul_sld_bcts finished [took 29.3981s]
30/10/23 22:02:12| INFO: mul_sld finished [took 30.6705s]
30/10/23 22:02:12| INFO: Dataset sample 0.20 of dataset imdb finished [took 31.2089s]
30/10/23 22:02:12| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 22:02:22| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 22:02:24| INFO: ref finished [took 10.3435s]
30/10/23 22:02:26| INFO: atc_mc finished [took 13.0763s]
30/10/23 22:02:27| INFO: atc_ne finished [took 13.2013s]
30/10/23 22:02:32| INFO: mul_sld finished [took 19.2237s]
30/10/23 22:02:32| INFO: Dataset sample 0.10 of dataset imdb finished [took 19.7097s]
----------------------------------------------------------------------------------------------------
30/10/23 22:07:59| INFO: dataset imdb
30/10/23 22:08:07| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 22:08:10| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:08:11| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:08:11| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:08:11| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
30/10/23 22:08:18| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 22:08:20| INFO: ref finished [took 11.3765s]
30/10/23 22:08:23| INFO: atc_mc finished [took 14.2141s]
30/10/23 22:08:23| INFO: atc_ne finished [took 14.0568s]
30/10/23 22:08:31| INFO: mul_sld finished [took 23.9496s]
30/10/23 22:08:31| INFO: Dataset sample 0.90 of dataset imdb finished [took 24.5121s]
30/10/23 22:08:31| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 22:08:48| INFO: ref finished [took 14.8939s]
30/10/23 22:08:52| INFO: atc_mc finished [took 18.5014s]
30/10/23 22:08:52| INFO: atc_ne finished [took 18.4609s]
30/10/23 22:09:05| INFO: mul_sld finished [took 32.9898s]
30/10/23 22:09:12| INFO: mul_sld_bcts finished [took 39.3492s]
30/10/23 22:11:48| INFO: bin_sld_bcts finished [took 195.8293s]
30/10/23 22:11:49| INFO: bin_sld finished [took 196.6861s]
30/10/23 22:12:44| INFO: mul_sld_gs finished [took 250.9835s]
30/10/23 22:16:16| INFO: bin_sld_gs finished [took 462.9748s]
30/10/23 22:16:16| INFO: Dataset sample 0.80 of dataset imdb finished [took 464.4318s]
30/10/23 22:16:16| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 22:16:33| INFO: ref finished [took 15.2921s]
30/10/23 22:16:37| INFO: atc_mc finished [took 18.9592s]
30/10/23 22:16:37| INFO: atc_ne finished [took 19.1317s]
30/10/23 22:16:50| INFO: mul_sld finished [took 33.4304s]
30/10/23 22:16:59| INFO: mul_sld_bcts finished [took 42.3496s]
30/10/23 22:19:33| INFO: bin_sld finished [took 196.1571s]
30/10/23 22:19:36| INFO: bin_sld_bcts finished [took 199.7857s]
30/10/23 22:20:39| INFO: mul_sld_gs finished [took 261.6674s]
30/10/23 22:23:46| INFO: bin_sld_gs finished [took 449.3788s]
30/10/23 22:23:46| INFO: Dataset sample 0.50 of dataset imdb finished [took 450.7045s]
30/10/23 22:23:46| INFO: Dataset sample 0.20 of dataset imdb started
30/10/23 22:24:05| INFO: ref finished [took 16.4122s]
30/10/23 22:24:09| INFO: atc_mc finished [took 20.4920s]
30/10/23 22:24:09| INFO: atc_ne finished [took 20.3723s]
30/10/23 22:24:28| INFO: mul_sld_bcts finished [took 40.3400s]
30/10/23 22:24:30| INFO: mul_sld finished [took 43.2311s]
30/10/23 22:27:16| INFO: bin_sld_bcts finished [took 208.6113s]
30/10/23 22:27:21| INFO: bin_sld finished [took 214.1596s]
30/10/23 22:28:17| INFO: mul_sld_gs finished [took 269.1075s]
30/10/23 22:34:19| INFO: bin_sld_gs finished [took 630.9727s]
30/10/23 22:34:19| INFO: Dataset sample 0.20 of dataset imdb finished [took 632.2728s]
30/10/23 22:34:19| INFO: Dataset sample 0.10 of dataset imdb started
30/10/23 22:34:23| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
30/10/23 22:34:23| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
30/10/23 22:34:26| WARNING: Method bin_sld_bcts failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
30/10/23 22:34:31| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 22:34:34| INFO: ref finished [took 13.7988s]
30/10/23 22:34:37| INFO: atc_mc finished [took 16.7490s]
30/10/23 22:34:38| INFO: atc_ne finished [took 16.7307s]
30/10/23 22:34:43| INFO: mul_sld finished [took 23.6079s]
30/10/23 22:36:42| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
30/10/23 22:36:42| INFO: Dataset sample 0.10 of dataset imdb finished [took 143.1097s]
----------------------------------------------------------------------------------------------------
30/10/23 22:49:25| INFO: dataset imdb
30/10/23 22:49:37| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 22:49:42| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
30/10/23 22:49:43| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:49:43| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:49:43| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:49:51| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 22:50:02| INFO: ref finished [took 22.5398s]
30/10/23 22:50:09| INFO: atc_mc finished [took 29.3095s]
30/10/23 22:50:09| INFO: atc_ne finished [took 29.2984s]
30/10/23 22:50:16| INFO: mul_sld finished [took 37.6287s]
30/10/23 22:50:16| INFO: Dataset sample 0.90 of dataset imdb finished [took 38.3452s]
----------------------------------------------------------------------------------------------------
30/10/23 22:53:57| INFO: dataset imdb
30/10/23 22:54:09| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 22:54:13| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
30/10/23 22:54:14| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:54:15| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:54:15| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 22:54:22| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 22:54:33| INFO: ref finished [took 22.4225s]
30/10/23 22:54:40| INFO: atc_ne finished [took 29.0085s]
30/10/23 22:54:41| INFO: atc_mc finished [took 29.6620s]
30/10/23 22:54:48| INFO: mul_sld finished [took 37.9580s]
30/10/23 22:54:48| INFO: Dataset sample 0.90 of dataset imdb finished [took 38.6632s]
----------------------------------------------------------------------------------------------------
30/10/23 23:02:33| INFO: dataset imdb
30/10/23 23:02:45| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 23:02:50| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
30/10/23 23:02:51| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 23:02:52| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 23:02:52| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 23:02:59| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 23:03:10| INFO: ref finished [took 23.4021s]
30/10/23 23:03:17| INFO: atc_mc finished [took 30.1849s]
30/10/23 23:03:18| INFO: atc_ne finished [took 30.4116s]
30/10/23 23:03:25| INFO: mul_sld finished [took 38.6513s]
30/10/23 23:03:25| INFO: Dataset sample 0.90 of dataset imdb finished [took 39.3497s]
30/10/23 23:07:32| INFO: Dataset sample 0.80 of dataset imdb started
----------------------------------------------------------------------------------------------------
30/10/23 23:08:15| INFO: dataset imdb
30/10/23 23:08:26| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:08:51| INFO: ref finished [took 23.6855s]
30/10/23 23:08:59| INFO: atc_mc finished [took 31.1520s]
30/10/23 23:08:59| INFO: atc_ne finished [took 31.1659s]
30/10/23 23:09:10| INFO: mul_sld finished [took 42.2066s]
30/10/23 23:09:21| INFO: mul_sld_bcts finished [took 52.9631s]
30/10/23 23:09:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.5286s]
----------------------------------------------------------------------------------------------------
30/10/23 23:14:11| INFO: dataset imdb
30/10/23 23:14:22| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:14:47| INFO: ref finished [took 22.8152s]
30/10/23 23:14:55| INFO: atc_mc finished [took 31.2100s]
30/10/23 23:14:55| INFO: atc_ne finished [took 31.2325s]
30/10/23 23:15:06| INFO: mul_sld finished [took 42.5389s]
30/10/23 23:15:16| INFO: mul_sld_bcts finished [took 52.7119s]
30/10/23 23:15:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.2106s]
----------------------------------------------------------------------------------------------------
30/10/23 23:16:16| INFO: dataset imdb
30/10/23 23:16:27| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:16:51| INFO: ref finished [took 22.6482s]
30/10/23 23:17:00| INFO: atc_ne finished [took 30.5701s]
30/10/23 23:17:00| INFO: atc_mc finished [took 30.9988s]
30/10/23 23:17:10| INFO: mul_sld finished [took 41.9572s]
30/10/23 23:17:21| INFO: mul_sld_bcts finished [took 52.6091s]
30/10/23 23:17:21| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.1182s]
----------------------------------------------------------------------------------------------------
30/10/23 23:20:27| INFO: dataset imdb
30/10/23 23:20:38| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:21:02| INFO: ref finished [took 22.7779s]
30/10/23 23:21:10| INFO: atc_mc finished [took 30.4191s]
30/10/23 23:21:10| INFO: atc_ne finished [took 30.8097s]
30/10/23 23:21:20| INFO: mul_sld finished [took 41.5927s]
30/10/23 23:21:32| INFO: mul_sld_bcts finished [took 52.6374s]
30/10/23 23:21:32| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.1125s]
----------------------------------------------------------------------------------------------------
30/10/23 23:24:11| INFO: dataset imdb
30/10/23 23:24:22| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:24:46| INFO: ref finished [took 23.2007s]
30/10/23 23:24:54| INFO: atc_ne finished [took 30.9437s]
30/10/23 23:24:55| INFO: atc_mc finished [took 31.6008s]
30/10/23 23:25:05| INFO: mul_sld finished [took 42.0673s]
30/10/23 23:25:16| INFO: mul_sld_bcts finished [took 52.6228s]
30/10/23 23:25:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.0611s]
----------------------------------------------------------------------------------------------------
30/10/23 23:33:01| INFO: dataset imdb
30/10/23 23:33:11| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:33:36| INFO: ref finished [took 22.9215s]
30/10/23 23:33:44| INFO: atc_mc finished [took 30.5897s]
30/10/23 23:33:44| INFO: atc_ne finished [took 30.4788s]
30/10/23 23:33:55| INFO: mul_sld finished [took 42.0598s]
30/10/23 23:34:05| INFO: mul_sld_bcts finished [took 52.1772s]
30/10/23 23:34:05| INFO: Dataset sample 0.50 of dataset imdb finished [took 53.6878s]
----------------------------------------------------------------------------------------------------
30/10/23 23:38:11| INFO: dataset imdb
30/10/23 23:38:22| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:38:47| INFO: ref finished [took 22.8046s]
30/10/23 23:38:56| INFO: atc_mc finished [took 31.5660s]
30/10/23 23:38:56| INFO: atc_ne finished [took 31.5269s]
30/10/23 23:39:06| INFO: mul_sld finished [took 42.2553s]
30/10/23 23:39:16| INFO: mul_sld_bcts finished [took 52.2602s]
30/10/23 23:39:16| INFO: Dataset sample 0.50 of dataset imdb finished [took 53.7890s]
----------------------------------------------------------------------------------------------------
30/10/23 23:46:40| INFO: dataset imdb
30/10/23 23:46:51| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:47:16| INFO: ref finished [took 22.8069s]
30/10/23 23:47:24| INFO: atc_mc finished [took 30.7916s]
30/10/23 23:47:24| INFO: atc_ne finished [took 30.8668s]
30/10/23 23:47:35| INFO: mul_sld finished [took 42.2809s]
30/10/23 23:47:45| INFO: mul_sld_bcts finished [took 52.5498s]
30/10/23 23:47:45| INFO: Dataset sample 0.50 of dataset imdb finished [took 54.0424s]
----------------------------------------------------------------------------------------------------
30/10/23 23:50:43| INFO: dataset imdb
30/10/23 23:50:50| INFO: Dataset sample 0.50 of dataset imdb started
30/10/23 23:51:04| INFO: ref finished [took 12.0863s]
30/10/23 23:51:07| INFO: atc_ne finished [took 15.0218s]
30/10/23 23:51:08| INFO: atc_mc finished [took 15.7900s]
30/10/23 23:51:20| INFO: mul_sld finished [took 28.7221s]
30/10/23 23:51:31| INFO: mul_sld_bcts finished [took 39.4698s]
30/10/23 23:51:31| INFO: Dataset sample 0.50 of dataset imdb finished [took 40.8506s]
----------------------------------------------------------------------------------------------------
30/10/23 23:52:29| INFO: dataset imdb
30/10/23 23:52:37| INFO: Dataset sample 0.90 of dataset imdb started
30/10/23 23:52:40| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 23:52:41| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 23:52:41| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
30/10/23 23:52:41| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/10/23 23:52:48| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
30/10/23 23:52:50| INFO: ref finished [took 12.4800s]
30/10/23 23:52:53| INFO: atc_mc finished [took 15.1770s]
30/10/23 23:52:54| INFO: atc_ne finished [took 15.2184s]
30/10/23 23:53:02| INFO: mul_sld finished [took 24.9402s]
30/10/23 23:53:02| INFO: Dataset sample 0.90 of dataset imdb finished [took 25.4588s]
30/10/23 23:53:02| INFO: Dataset sample 0.80 of dataset imdb started
30/10/23 23:53:20| INFO: ref finished [took 16.3699s]
30/10/23 23:53:25| INFO: atc_ne finished [took 20.5069s]
30/10/23 23:53:25| INFO: atc_mc finished [took 20.7398s]
30/10/23 23:53:38| INFO: mul_sld finished [took 35.3572s]
30/10/23 23:53:45| INFO: mul_sld_bcts finished [took 41.8712s]
30/10/23 23:56:35| INFO: bin_sld finished [took 212.1758s]
30/10/23 23:56:36| INFO: bin_sld_bcts finished [took 213.3641s]
30/10/23 23:57:38| INFO: mul_sld_gs finished [took 274.6360s]
31/10/23 00:01:13| INFO: bin_sld_gs finished [took 490.0221s]
31/10/23 00:01:13| INFO: Dataset sample 0.80 of dataset imdb finished [took 491.4099s]
31/10/23 00:01:13| INFO: Dataset sample 0.50 of dataset imdb started
31/10/23 00:01:32| INFO: ref finished [took 17.1003s]
31/10/23 00:01:37| INFO: atc_ne finished [took 21.2159s]
31/10/23 00:01:37| INFO: atc_mc finished [took 21.6794s]
31/10/23 00:01:51| INFO: mul_sld finished [took 37.3507s]
31/10/23 00:02:01| INFO: mul_sld_bcts finished [took 46.7227s]
31/10/23 00:04:46| INFO: bin_sld finished [took 211.9902s]
31/10/23 00:04:48| INFO: bin_sld_bcts finished [took 213.3398s]
31/10/23 00:05:55| INFO: mul_sld_gs finished [took 279.4401s]
31/10/23 00:08:56| INFO: bin_sld_gs finished [took 461.6571s]
31/10/23 00:08:56| INFO: Dataset sample 0.50 of dataset imdb finished [took 462.8616s]
31/10/23 00:08:56| INFO: Dataset sample 0.20 of dataset imdb started
31/10/23 00:09:15| INFO: ref finished [took 17.3643s]
31/10/23 00:09:20| INFO: atc_mc finished [took 21.0373s]
31/10/23 00:09:20| INFO: atc_ne finished [took 21.2599s]
31/10/23 00:09:38| INFO: mul_sld_bcts finished [took 41.0473s]
31/10/23 00:09:41| INFO: mul_sld finished [took 43.7800s]
31/10/23 00:12:30| INFO: bin_sld_bcts finished [took 212.8639s]
31/10/23 00:12:32| INFO: bin_sld finished [took 215.5704s]
31/10/23 00:13:29| INFO: mul_sld_gs finished [took 270.7454s]
31/10/23 00:19:19| INFO: bin_sld_gs finished [took 621.7089s]
31/10/23 00:19:19| INFO: Dataset sample 0.20 of dataset imdb finished [took 623.1501s]
31/10/23 00:19:19| INFO: Dataset sample 0.10 of dataset imdb started
31/10/23 00:19:24| WARNING: Method mul_sld_gs failed. Exception: a must be greater than 0 unless no samples are taken
31/10/23 00:19:24| WARNING: Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/10/23 00:19:26| WARNING: Method bin_sld_bcts failed. Exception: Cannot have number of splits n_splits=5 greater than the number of samples: n_samples=4.
31/10/23 00:19:31| WARNING: Method mul_sld_bcts failed. Exception: index 3 is out of bounds for axis 0 with size 3
31/10/23 00:19:35| INFO: ref finished [took 13.7926s]
31/10/23 00:19:38| INFO: atc_mc finished [took 16.8128s]
31/10/23 00:19:39| INFO: atc_ne finished [took 16.9032s]
31/10/23 00:19:44| INFO: mul_sld finished [took 23.7188s]
31/10/23 00:21:43| WARNING: Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/10/23 00:21:43| INFO: Dataset sample 0.10 of dataset imdb finished [took 143.1001s]
----------------------------------------------------------------------------------------------------
31/10/23 01:36:56| INFO: dataset imdb
31/10/23 01:37:04| INFO: Dataset sample 0.90 of dataset imdb started
31/10/23 01:37:13| WARNING: Method bin_sld_bcts failed. Exception: fun: nan
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
jac: array([ 1.06687127, -0.00373246, 0.00373246])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 53
nit: 34
njev: 53
status: 2
success: False
x: array([ 0.11536329, -12.93833991, 12.93833991])
31/10/23 01:37:24| INFO: ref finished [took 15.9844s]
31/10/23 01:37:28| INFO: atc_mc finished [took 19.7000s]
31/10/23 01:37:28| INFO: atc_ne finished [took 19.4612s]
31/10/23 01:37:39| INFO: mul_sld finished [took 33.2999s]
31/10/23 01:37:49| INFO: mul_sld_bcts finished [took 43.1402s]
31/10/23 01:40:23| INFO: bin_sld finished [took 197.7518s]
31/10/23 01:41:23| INFO: mul_sld_gs finished [took 256.4496s]
31/10/23 01:42:49| INFO: bin_sld_gs finished [took 342.7515s]
31/10/23 01:42:49| INFO: Dataset sample 0.90 of dataset imdb finished [took 344.8637s]
31/10/23 01:42:49| INFO: Dataset sample 0.50 of dataset imdb started
31/10/23 01:43:10| INFO: ref finished [took 17.6503s]
31/10/23 01:43:15| INFO: atc_mc finished [took 21.9510s]
31/10/23 01:43:15| INFO: atc_ne finished [took 21.5680s]
31/10/23 01:43:29| INFO: mul_sld finished [took 38.2515s]
31/10/23 01:43:41| INFO: mul_sld_bcts finished [took 48.9560s]
31/10/23 01:46:29| INFO: bin_sld_bcts finished [took 217.8464s]
31/10/23 01:46:29| INFO: bin_sld finished [took 218.6211s]
31/10/23 01:47:51| INFO: mul_sld_gs finished [took 298.6694s]
31/10/23 01:50:25| INFO: bin_sld_gs finished [took 452.8300s]
31/10/23 01:50:25| INFO: Dataset sample 0.50 of dataset imdb finished [took 455.3596s]
31/10/23 01:50:28| ERROR: Configuration imdb_2prevs failed. Exception: could not broadcast input array from shape (2100,7) into shape (2100,)
----------------------------------------------------------------------------------------------------
31/10/23 02:13:21| INFO: dataset imdb
31/10/23 02:13:29| INFO: Dataset sample 0.90 of dataset imdb started
31/10/23 02:13:37| WARNING: Method bin_sld_bcts failed. Exception: fun: nan
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
jac: array([ 1.06687127, -0.00373246, 0.00373246])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 53
nit: 34
njev: 53
status: 2
success: False
x: array([ 0.11536329, -12.93833991, 12.93833991])
31/10/23 02:13:48| INFO: ref finished [took 16.5509s]
31/10/23 02:13:52| INFO: atc_mc finished [took 20.3138s]
31/10/23 02:13:52| INFO: atc_ne finished [took 20.1191s]
31/10/23 02:14:02| INFO: mul_sld finished [took 32.5158s]
31/10/23 02:14:12| INFO: mul_sld_bcts finished [took 42.0654s]
31/10/23 02:16:44| INFO: bin_sld finished [took 193.9189s]
31/10/23 02:17:44| INFO: mul_sld_gs finished [took 252.9066s]
31/10/23 02:19:11| INFO: bin_sld_gs finished [took 339.9813s]
31/10/23 02:19:11| INFO: Dataset sample 0.90 of dataset imdb finished [took 341.6967s]
31/10/23 02:19:11| INFO: Dataset sample 0.50 of dataset imdb started
31/10/23 02:19:30| INFO: ref finished [took 16.1334s]
31/10/23 02:19:35| INFO: atc_mc finished [took 20.5691s]
31/10/23 02:19:35| INFO: atc_ne finished [took 20.0126s]
31/10/23 02:19:49| INFO: mul_sld finished [took 36.4597s]
31/10/23 02:20:02| INFO: mul_sld_bcts finished [took 48.7131s]
31/10/23 02:22:38| INFO: bin_sld finished [took 205.8577s]
31/10/23 02:22:41| INFO: bin_sld_bcts finished [took 208.1999s]
31/10/23 02:23:58| INFO: mul_sld_gs finished [took 284.9247s]
31/10/23 02:26:26| INFO: bin_sld_gs finished [took 432.5665s]
31/10/23 02:26:26| INFO: Dataset sample 0.50 of dataset imdb finished [took 435.0679s]
----------------------------------------------------------------------------------------------------
31/10/23 03:05:44| INFO: dataset rcv1_CCAT
31/10/23 03:05:49| INFO: Dataset sample 0.90 of dataset rcv1_CCAT started
31/10/23 03:06:59| INFO: kfcv finished [took 59.0143s]
31/10/23 03:06:59| INFO: ref finished [took 56.9074s]
31/10/23 03:07:03| INFO: doc_feat finished [took 49.0683s]
31/10/23 03:07:05| INFO: atc_mc finished [took 59.3988s]
31/10/23 03:07:07| INFO: atc_ne finished [took 58.0283s]
31/10/23 03:07:09| INFO: mul_sld finished [took 76.8284s]
31/10/23 03:07:19| INFO: mul_sld_bcts finished [took 84.0129s]
31/10/23 03:09:51| INFO: bin_sld_bcts finished [took 237.9395s]
31/10/23 03:09:53| INFO: bin_sld finished [took 242.1415s]
31/10/23 03:10:13| INFO: mul_sld_gs finished [took 255.3743s]
31/10/23 03:13:59| INFO: bin_sld_gs finished [took 483.0217s]
31/10/23 03:13:59| INFO: Dataset sample 0.90 of dataset rcv1_CCAT finished [took 489.9328s]
31/10/23 03:13:59| INFO: Dataset sample 0.80 of dataset rcv1_CCAT started
31/10/23 03:15:04| INFO: ref finished [took 53.0703s]
31/10/23 03:15:05| INFO: kfcv finished [took 55.9779s]
31/10/23 03:15:05| INFO: doc_feat finished [took 48.1315s]
31/10/23 03:15:10| INFO: atc_mc finished [took 56.8062s]
31/10/23 03:15:11| INFO: atc_ne finished [took 55.9933s]
31/10/23 03:15:20| INFO: mul_sld finished [took 77.2840s]
31/10/23 03:15:25| INFO: mul_sld_bcts finished [took 80.0502s]
31/10/23 03:17:55| INFO: bin_sld finished [took 233.0173s]
31/10/23 03:17:55| INFO: bin_sld_bcts finished [took 231.2358s]
31/10/23 03:18:59| INFO: mul_sld_gs finished [took 291.7573s]
31/10/23 03:21:50| INFO: bin_sld_gs finished [took 463.8743s]
31/10/23 03:21:50| INFO: Dataset sample 0.80 of dataset rcv1_CCAT finished [took 470.4706s]
31/10/23 03:21:50| INFO: Dataset sample 0.70 of dataset rcv1_CCAT started
31/10/23 03:22:52| INFO: doc_feat finished [took 46.9563s]
31/10/23 03:22:53| INFO: ref finished [took 52.8185s]
31/10/23 03:22:54| INFO: kfcv finished [took 55.3202s]
31/10/23 03:22:57| INFO: atc_mc finished [took 55.1482s]
31/10/23 03:22:58| INFO: atc_ne finished [took 54.7420s]
31/10/23 03:23:09| INFO: mul_sld finished [took 76.8111s]
31/10/23 03:23:14| INFO: mul_sld_bcts finished [took 80.0460s]
31/10/23 03:25:43| INFO: bin_sld finished [took 231.7146s]
31/10/23 03:25:44| INFO: bin_sld_bcts finished [took 230.9954s]
31/10/23 03:26:53| INFO: mul_sld_gs finished [took 296.5824s]
31/10/23 03:29:12| INFO: bin_sld_gs finished [took 437.2666s]
31/10/23 03:29:12| INFO: Dataset sample 0.70 of dataset rcv1_CCAT finished [took 442.6584s]
31/10/23 03:29:12| INFO: Dataset sample 0.60 of dataset rcv1_CCAT started
31/10/23 03:30:14| INFO: doc_feat finished [took 47.2841s]
31/10/23 03:30:15| INFO: ref finished [took 52.5819s]
31/10/23 03:30:16| INFO: kfcv finished [took 54.9735s]
31/10/23 03:30:19| INFO: atc_mc finished [took 55.5994s]
31/10/23 03:30:20| INFO: atc_ne finished [took 55.0062s]
31/10/23 03:30:30| INFO: mul_sld finished [took 75.3263s]
31/10/23 03:30:37| INFO: mul_sld_bcts finished [took 80.4052s]
31/10/23 03:33:04| INFO: bin_sld finished [took 229.9416s]
31/10/23 03:33:05| INFO: bin_sld_bcts finished [took 229.0971s]
31/10/23 03:34:12| INFO: mul_sld_gs finished [took 292.9916s]
31/10/23 03:37:15| INFO: bin_sld_gs finished [took 477.2157s]
31/10/23 03:37:15| INFO: Dataset sample 0.60 of dataset rcv1_CCAT finished [took 482.5150s]
31/10/23 03:37:15| INFO: Dataset sample 0.50 of dataset rcv1_CCAT started
31/10/23 03:38:17| INFO: doc_feat finished [took 47.6798s]
31/10/23 03:38:17| INFO: ref finished [took 52.2283s]
31/10/23 03:38:18| INFO: kfcv finished [took 54.3535s]
31/10/23 03:38:22| INFO: atc_mc finished [took 55.4316s]
31/10/23 03:38:23| INFO: atc_ne finished [took 55.3697s]
31/10/23 03:38:32| INFO: mul_sld finished [took 74.3762s]
31/10/23 03:38:39| INFO: mul_sld_bcts finished [took 79.7216s]
31/10/23 03:41:05| INFO: bin_sld finished [took 228.4963s]
31/10/23 03:41:08| INFO: bin_sld_bcts finished [took 230.0901s]
31/10/23 03:42:09| INFO: mul_sld_gs finished [took 287.8477s]
31/10/23 03:45:08| INFO: bin_sld_gs finished [took 467.2633s]
31/10/23 03:45:08| INFO: Dataset sample 0.50 of dataset rcv1_CCAT finished [took 472.6090s]
31/10/23 03:45:08| INFO: Dataset sample 0.40 of dataset rcv1_CCAT started
31/10/23 03:46:08| INFO: doc_feat finished [took 47.0674s]
31/10/23 03:46:09| INFO: ref finished [took 51.5844s]
31/10/23 03:46:09| INFO: kfcv finished [took 53.6481s]
31/10/23 03:46:14| INFO: atc_mc finished [took 55.3679s]
31/10/23 03:46:14| INFO: atc_ne finished [took 54.6174s]
31/10/23 03:46:21| INFO: mul_sld finished [took 71.5925s]
31/10/23 03:46:29| INFO: mul_sld_bcts finished [took 77.5938s]
31/10/23 03:48:55| INFO: bin_sld finished [took 226.3217s]
31/10/23 03:48:57| INFO: bin_sld_bcts finished [took 226.5561s]
31/10/23 03:50:04| INFO: mul_sld_gs finished [took 289.8958s]
31/10/23 03:53:13| INFO: bin_sld_gs finished [took 479.9650s]
31/10/23 03:53:13| INFO: Dataset sample 0.40 of dataset rcv1_CCAT finished [took 485.0438s]
31/10/23 03:53:13| INFO: Dataset sample 0.30 of dataset rcv1_CCAT started
31/10/23 03:54:15| INFO: doc_feat finished [took 47.1959s]
31/10/23 03:54:16| INFO: ref finished [took 52.7452s]
31/10/23 03:54:17| INFO: kfcv finished [took 55.3715s]
31/10/23 03:54:20| INFO: atc_mc finished [took 55.5749s]
31/10/23 03:54:21| INFO: atc_ne finished [took 54.8719s]
31/10/23 03:54:29| INFO: mul_sld finished [took 74.1932s]
31/10/23 03:54:37| INFO: mul_sld_bcts finished [took 80.1150s]
31/10/23 03:57:01| INFO: bin_sld finished [took 227.2338s]
31/10/23 03:57:06| INFO: bin_sld_bcts finished [took 229.7342s]
31/10/23 03:58:13| INFO: mul_sld_gs finished [took 293.4750s]
31/10/23 04:00:50| INFO: bin_sld_gs finished [took 451.3322s]
31/10/23 04:00:50| INFO: Dataset sample 0.30 of dataset rcv1_CCAT finished [took 456.9583s]
31/10/23 04:00:50| INFO: Dataset sample 0.20 of dataset rcv1_CCAT started
31/10/23 04:01:54| INFO: doc_feat finished [took 48.9670s]
31/10/23 04:01:54| INFO: ref finished [took 54.3281s]
31/10/23 04:01:55| INFO: kfcv finished [took 57.0798s]
31/10/23 04:01:59| INFO: atc_mc finished [took 57.5663s]
31/10/23 04:02:00| INFO: atc_ne finished [took 57.1756s]
31/10/23 04:02:07| INFO: mul_sld finished [took 74.8552s]
31/10/23 04:02:14| INFO: mul_sld_bcts finished [took 79.8097s]
31/10/23 04:04:43| INFO: bin_sld finished [took 231.6926s]
31/10/23 04:04:43| INFO: bin_sld_bcts finished [took 229.9267s]
31/10/23 04:05:23| INFO: mul_sld_gs finished [took 266.8226s]
31/10/23 04:08:36| INFO: bin_sld_gs finished [took 460.9384s]
31/10/23 04:08:36| INFO: Dataset sample 0.20 of dataset rcv1_CCAT finished [took 466.5653s]
31/10/23 04:08:36| INFO: Dataset sample 0.10 of dataset rcv1_CCAT started
31/10/23 04:08:46| WARNING: Method mul_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
31/10/23 04:08:46| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/10/23 04:08:55| WARNING: Method mul_sld_bcts failed. Exception: fun: nan
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
jac: array([nan, nan, nan, nan, nan])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 21
nit: 0
njev: 21
status: 2
success: False
x: array([1., 0., 0., 0., 0.])
31/10/23 04:09:33| INFO: doc_feat finished [took 42.6167s]
31/10/23 04:09:33| INFO: ref finished [took 46.6961s]
31/10/23 04:09:33| INFO: kfcv finished [took 48.7570s]
31/10/23 04:09:37| INFO: atc_mc finished [took 49.6198s]
31/10/23 04:09:38| INFO: atc_ne finished [took 49.1195s]
31/10/23 04:09:42| INFO: mul_sld finished [took 63.1364s]
31/10/23 04:11:02| WARNING: Method bin_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
31/10/23 04:12:05| INFO: bin_sld finished [took 207.4063s]
31/10/23 04:12:05| INFO: Dataset sample 0.10 of dataset rcv1_CCAT finished [took 208.7423s]
31/10/23 04:12:16| ERROR: Configuration rcv1_CCAT_9prevs failed. Exception: 'DatasetReport' object has no attribute 'fit_scores'
----------------------------------------------------------------------------------------------------
31/10/23 11:30:20| INFO: dataset rcv1_CCAT
31/10/23 11:30:26| INFO: Dataset sample 0.90 of dataset rcv1_CCAT started
31/10/23 11:31:32| INFO: doc_feat finished [took 48.1486s]
31/10/23 11:31:32| INFO: ref finished [took 53.9235s]
31/10/23 11:31:33| INFO: kfcv finished [took 56.4175s]
31/10/23 11:31:37| INFO: atc_mc finished [took 57.2963s]
31/10/23 11:31:39| INFO: atc_ne finished [took 56.1470s]
31/10/23 11:31:43| INFO: mul_sld finished [took 74.0703s]
31/10/23 11:31:50| INFO: mul_sld_bcts finished [took 78.8253s]
31/10/23 11:34:16| INFO: bin_sld_bcts finished [took 225.7409s]
31/10/23 11:34:18| INFO: bin_sld finished [took 229.9705s]
31/10/23 11:34:42| INFO: mul_sld_gs finished [took 247.4756s]
31/10/23 11:38:30| INFO: bin_sld_gs finished [took 477.2173s]
31/10/23 11:38:30| INFO: Dataset sample 0.90 of dataset rcv1_CCAT finished [took 483.7632s]
31/10/23 11:38:30| INFO: Dataset sample 0.80 of dataset rcv1_CCAT started
31/10/23 11:39:32| INFO: doc_feat finished [took 47.0343s]
31/10/23 11:39:33| INFO: ref finished [took 52.5674s]
31/10/23 11:39:33| INFO: kfcv finished [took 54.5521s]
31/10/23 11:39:38| INFO: atc_mc finished [took 55.5394s]
31/10/23 11:39:38| INFO: atc_ne finished [took 54.9616s]
31/10/23 11:39:48| INFO: mul_sld finished [took 75.9068s]
31/10/23 11:39:53| INFO: mul_sld_bcts finished [took 78.1581s]
31/10/23 11:42:22| INFO: bin_sld finished [took 230.5536s]
31/10/23 11:42:23| INFO: bin_sld_bcts finished [took 229.2262s]
31/10/23 11:43:29| INFO: mul_sld_gs finished [took 291.7013s]
31/10/23 11:46:14| INFO: bin_sld_gs finished [took 457.9059s]
31/10/23 11:46:14| INFO: Dataset sample 0.80 of dataset rcv1_CCAT finished [took 463.5174s]
31/10/23 11:46:14| INFO: Dataset sample 0.70 of dataset rcv1_CCAT started
31/10/23 11:47:17| INFO: doc_feat finished [took 46.4490s]
31/10/23 11:47:17| INFO: ref finished [took 52.6852s]
31/10/23 11:47:17| INFO: kfcv finished [took 55.0158s]
31/10/23 11:47:21| INFO: atc_mc finished [took 55.4861s]
31/10/23 11:47:22| INFO: atc_ne finished [took 54.9236s]
31/10/23 11:47:32| INFO: mul_sld finished [took 75.5717s]
31/10/23 11:47:38| INFO: mul_sld_bcts finished [took 80.0893s]
31/10/23 11:50:02| INFO: bin_sld finished [took 226.8402s]
31/10/23 11:50:05| INFO: bin_sld_bcts finished [took 227.7311s]
31/10/23 11:51:15| INFO: mul_sld_gs finished [took 294.0087s]
31/10/23 11:53:36| INFO: bin_sld_gs finished [took 436.3031s]
31/10/23 11:53:36| INFO: Dataset sample 0.70 of dataset rcv1_CCAT finished [took 441.8200s]
31/10/23 11:53:36| INFO: Dataset sample 0.60 of dataset rcv1_CCAT started
31/10/23 11:54:37| INFO: doc_feat finished [took 47.1550s]
31/10/23 11:54:38| INFO: ref finished [took 52.2980s]
31/10/23 11:54:39| INFO: kfcv finished [took 54.5489s]
31/10/23 11:54:42| INFO: atc_mc finished [took 55.2076s]
31/10/23 11:54:43| INFO: atc_ne finished [took 54.6137s]
31/10/23 11:54:53| INFO: mul_sld finished [took 74.8407s]
31/10/23 11:54:59| INFO: mul_sld_bcts finished [took 79.4977s]
31/10/23 11:57:24| INFO: bin_sld finished [took 226.9209s]
31/10/23 11:57:26| INFO: bin_sld_bcts finished [took 227.3112s]
31/10/23 11:58:29| INFO: mul_sld_gs finished [took 286.1947s]
31/10/23 12:01:41| INFO: bin_sld_gs finished [took 479.8610s]
31/10/23 12:01:41| INFO: Dataset sample 0.60 of dataset rcv1_CCAT finished [took 485.3472s]
31/10/23 12:01:41| INFO: Dataset sample 0.50 of dataset rcv1_CCAT started
31/10/23 12:02:42| INFO: doc_feat finished [took 46.7340s]
31/10/23 12:02:42| INFO: ref finished [took 51.5482s]
31/10/23 12:02:43| INFO: kfcv finished [took 53.9559s]
31/10/23 12:02:47| INFO: atc_mc finished [took 54.7558s]
31/10/23 12:02:48| INFO: atc_ne finished [took 54.5216s]
31/10/23 12:02:57| INFO: mul_sld finished [took 73.4013s]
31/10/23 12:03:04| INFO: mul_sld_bcts finished [took 78.9197s]
31/10/23 12:05:30| INFO: bin_sld finished [took 227.3887s]
31/10/23 12:05:31| INFO: bin_sld_bcts finished [took 226.6540s]
31/10/23 12:06:37| INFO: mul_sld_gs finished [took 289.2631s]
31/10/23 12:09:30| INFO: bin_sld_gs finished [took 463.2754s]
31/10/23 12:09:30| INFO: Dataset sample 0.50 of dataset rcv1_CCAT finished [took 468.6356s]
31/10/23 12:09:30| INFO: Dataset sample 0.40 of dataset rcv1_CCAT started
31/10/23 12:10:30| INFO: doc_feat finished [took 47.0178s]
31/10/23 12:10:31| INFO: ref finished [took 51.8808s]
31/10/23 12:10:31| INFO: kfcv finished [took 53.6165s]
31/10/23 12:10:36| INFO: atc_mc finished [took 55.8052s]
31/10/23 12:10:36| INFO: atc_ne finished [took 55.0541s]
31/10/23 12:10:44| INFO: mul_sld finished [took 72.1431s]
31/10/23 12:10:52| INFO: mul_sld_bcts finished [took 78.0435s]
31/10/23 12:13:18| INFO: bin_sld finished [took 227.6364s]
31/10/23 12:13:20| INFO: bin_sld_bcts finished [took 227.4485s]
31/10/23 12:14:23| INFO: mul_sld_gs finished [took 287.2824s]
31/10/23 12:17:20| INFO: bin_sld_gs finished [took 465.4084s]
31/10/23 12:17:20| INFO: Dataset sample 0.40 of dataset rcv1_CCAT finished [took 470.5362s]
31/10/23 12:17:20| INFO: Dataset sample 0.30 of dataset rcv1_CCAT started
31/10/23 12:18:22| INFO: doc_feat finished [took 46.7203s]
31/10/23 12:18:24| INFO: ref finished [took 52.8941s]
31/10/23 12:18:24| INFO: kfcv finished [took 55.1602s]
31/10/23 12:18:27| INFO: atc_mc finished [took 55.1296s]
31/10/23 12:18:29| INFO: atc_ne finished [took 54.8176s]
31/10/23 12:18:36| INFO: mul_sld finished [took 73.6368s]
31/10/23 12:18:44| INFO: mul_sld_bcts finished [took 79.2444s]
31/10/23 12:21:09| INFO: bin_sld finished [took 227.4633s]
31/10/23 12:21:11| INFO: bin_sld_bcts finished [took 227.8848s]
31/10/23 12:22:18| INFO: mul_sld_gs finished [took 290.8750s]
31/10/23 12:25:01| INFO: bin_sld_gs finished [took 455.0492s]
31/10/23 12:25:01| INFO: Dataset sample 0.30 of dataset rcv1_CCAT finished [took 460.7077s]
31/10/23 12:25:01| INFO: Dataset sample 0.20 of dataset rcv1_CCAT started
31/10/23 12:26:04| INFO: doc_feat finished [took 48.7419s]
31/10/23 12:26:05| INFO: ref finished [took 53.9956s]
31/10/23 12:26:06| INFO: kfcv finished [took 56.7159s]
31/10/23 12:26:10| INFO: atc_mc finished [took 57.0141s]
31/10/23 12:26:11| INFO: atc_ne finished [took 56.6235s]
31/10/23 12:26:18| INFO: mul_sld finished [took 74.9361s]
31/10/23 12:26:24| INFO: mul_sld_bcts finished [took 78.6411s]
31/10/23 12:28:51| INFO: bin_sld finished [took 228.5964s]
31/10/23 12:28:51| INFO: bin_sld_bcts finished [took 226.9077s]
31/10/23 12:29:34| INFO: mul_sld_gs finished [took 265.9319s]
31/10/23 12:32:39| INFO: bin_sld_gs finished [took 452.9439s]
31/10/23 12:32:39| INFO: Dataset sample 0.20 of dataset rcv1_CCAT finished [took 458.4924s]
31/10/23 12:32:39| INFO: Dataset sample 0.10 of dataset rcv1_CCAT started
31/10/23 12:32:49| WARNING: Method mul_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
31/10/23 12:32:49| WARNING: Method bin_sld_bcts failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/10/23 12:32:57| WARNING: Method mul_sld_bcts failed. Exception: fun: nan
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
jac: array([nan, nan, nan, nan, nan])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 21
nit: 0
njev: 21
status: 2
success: False
x: array([1., 0., 0., 0., 0.])
31/10/23 12:33:33| INFO: doc_feat finished [took 40.8855s]
31/10/23 12:33:34| INFO: ref finished [took 44.7933s]
31/10/23 12:33:34| INFO: kfcv finished [took 47.0146s]
31/10/23 12:33:38| INFO: atc_mc finished [took 47.7008s]
31/10/23 12:33:39| INFO: atc_ne finished [took 47.4664s]
31/10/23 12:33:42| INFO: mul_sld finished [took 60.5341s]
31/10/23 12:35:06| WARNING: Method bin_sld_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
31/10/23 12:36:11| INFO: bin_sld finished [took 210.5128s]
31/10/23 12:36:11| INFO: Dataset sample 0.10 of dataset rcv1_CCAT finished [took 211.7476s]
----------------------------------------------------------------------------------------------------
31/10/23 13:07:34| INFO: dataset imdb_2prevs
31/10/23 13:07:41| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 13:07:55| INFO: ref finished [took 12.2932s]
31/10/23 13:07:58| INFO: atc_mc finished [took 15.8781s]
31/10/23 13:07:58| INFO: atc_ne finished [took 15.8256s]
31/10/23 13:08:08| INFO: mul_sld finished [took 25.6841s]
31/10/23 13:08:18| INFO: mul_sld_bcts finished [took 35.3498s]
31/10/23 13:08:18| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 36.3540s]
31/10/23 13:08:18| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 13:08:32| INFO: ref finished [took 12.8011s]
31/10/23 13:08:36| INFO: atc_mc finished [took 16.7266s]
31/10/23 13:08:36| INFO: atc_ne finished [took 16.9577s]
31/10/23 13:08:49| INFO: mul_sld finished [took 30.1948s]
31/10/23 13:09:00| INFO: mul_sld_bcts finished [took 41.0998s]
31/10/23 13:09:00| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 42.6008s]
31/10/23 13:09:00| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
----------------------------------------------------------------------------------------------------
31/10/23 13:10:27| INFO: dataset imdb_2prevs
31/10/23 13:10:34| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 13:10:47| INFO: ref finished [took 11.6569s]
31/10/23 13:10:51| INFO: atc_mc finished [took 15.6380s]
31/10/23 13:10:51| INFO: atc_ne finished [took 15.5430s]
31/10/23 13:11:00| INFO: mul_sld finished [took 24.9236s]
31/10/23 13:11:10| INFO: mul_sld_bcts finished [took 34.5252s]
31/10/23 13:11:10| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 35.4874s]
31/10/23 13:11:10| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 13:11:23| INFO: ref finished [took 11.5602s]
31/10/23 13:11:26| INFO: atc_ne finished [took 14.3888s]
31/10/23 13:11:26| INFO: atc_mc finished [took 14.5643s]
31/10/23 13:11:39| INFO: mul_sld finished [took 27.8023s]
31/10/23 13:11:51| INFO: mul_sld_bcts finished [took 39.2892s]
31/10/23 13:11:51| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.6914s]
31/10/23 13:11:51| DEBUG: ['COMP_ESTIMATORS', 'DATASET_DIR_UPDATE', 'DATASET_NAME', 'DATASET_N_PREVS', 'DATASET_PREVS', 'DATASET_TARGET', 'METRICS', 'OUT_DIR', 'OUT_DIR_NAME', 'PLOT_DIR_NAME', 'PLOT_ESTIMATORS', 'PLOT_OUT_DIR', 'PLOT_STDEV', 'PROTOCOL_N_PREVS', 'PROTOCOL_REPEATS', 'SAMPLE_SIZE', '__class__', '__delattr__', '__dict__', '__dir__', '__doc__', '__eq__', '__format__', '__ge__', '__getattribute__', '__getstate__', '__gt__', '__hash__', '__init__', '__init_subclass__', '__le__', '__lt__', '__module__', '__ne__', '__new__', '__reduce__', '__reduce_ex__', '__repr__', '__setattr__', '__sizeof__', '__slotnames__', '__str__', '__subclasshook__', '__weakref__', '_current_conf', '_default', '_environ__getdict', '_environ__setdict', '_instance', '_keys', 'confs', 'exec', 'get_confs', 'get_plot_confs', 'load_conf', 'plot_confs']
31/10/23 13:11:51| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
----------------------------------------------------------------------------------------------------
31/10/23 13:12:56| INFO: dataset imdb_2prevs
31/10/23 13:13:03| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 13:13:15| INFO: ref finished [took 11.2578s]
31/10/23 13:13:19| INFO: atc_mc finished [took 14.7895s]
31/10/23 13:13:19| INFO: atc_ne finished [took 14.8637s]
31/10/23 13:13:28| INFO: mul_sld finished [took 24.2622s]
31/10/23 13:13:38| INFO: mul_sld_bcts finished [took 34.0592s]
31/10/23 13:13:38| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.9907s]
31/10/23 13:13:38| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 13:13:52| INFO: ref finished [took 12.2334s]
31/10/23 13:13:56| INFO: atc_ne finished [took 16.1148s]
31/10/23 13:13:56| INFO: atc_mc finished [took 16.4135s]
31/10/23 13:14:10| INFO: mul_sld finished [took 30.7003s]
31/10/23 13:14:21| INFO: mul_sld_bcts finished [took 41.5915s]
31/10/23 13:14:21| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 43.0339s]
31/10/23 13:14:21| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '__getdict'
----------------------------------------------------------------------------------------------------
31/10/23 14:05:25| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '_current_conf'
----------------------------------------------------------------------------------------------------
31/10/23 14:06:00| INFO: dataset imdb_2prevs
31/10/23 14:06:07| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 14:06:19| INFO: ref finished [took 10.8776s]
31/10/23 14:06:23| INFO: atc_ne finished [took 14.0744s]
31/10/23 14:06:23| INFO: atc_mc finished [took 14.4000s]
31/10/23 14:06:33| INFO: mul_sld finished [took 24.5149s]
31/10/23 14:06:42| INFO: mul_sld_bcts finished [took 33.9116s]
31/10/23 14:06:42| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.8416s]
31/10/23 14:06:42| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 14:06:55| INFO: ref finished [took 11.2125s]
31/10/23 14:06:59| INFO: atc_ne finished [took 14.9235s]
31/10/23 14:06:59| INFO: atc_mc finished [took 15.1623s]
31/10/23 14:07:12| INFO: mul_sld finished [took 28.3463s]
31/10/23 14:07:23| INFO: mul_sld_bcts finished [took 39.0377s]
31/10/23 14:07:23| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.4312s]
31/10/23 14:07:23| ERROR: estimate comparison failed. Exceprion: 'environ' object has no attribute '__getdict'
----------------------------------------------------------------------------------------------------
31/10/23 14:09:14| INFO: dataset imdb_2prevs
31/10/23 14:09:22| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 14:09:33| INFO: ref finished [took 10.6213s]
31/10/23 14:09:37| INFO: atc_mc finished [took 14.2004s]
31/10/23 14:09:37| INFO: atc_ne finished [took 14.2574s]
31/10/23 14:09:46| INFO: mul_sld finished [took 23.8084s]
31/10/23 14:09:56| INFO: mul_sld_bcts finished [took 33.4634s]
31/10/23 14:09:56| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.4023s]
31/10/23 14:09:56| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 14:10:09| INFO: ref finished [took 11.0452s]
31/10/23 14:10:12| INFO: atc_mc finished [took 14.0363s]
31/10/23 14:10:12| INFO: atc_ne finished [took 14.2492s]
31/10/23 14:10:25| INFO: mul_sld finished [took 27.1464s]
31/10/23 14:10:35| INFO: mul_sld_bcts finished [took 37.7957s]
31/10/23 14:10:35| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 39.1750s]
31/10/23 14:10:35| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
----------------------------------------------------------------------------------------------------
31/10/23 14:14:00| INFO: dataset imdb_2prevs
31/10/23 14:14:07| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 14:14:19| INFO: ref finished [took 11.0176s]
31/10/23 14:14:22| INFO: atc_mc finished [took 14.0422s]
31/10/23 14:14:23| INFO: atc_ne finished [took 14.2169s]
31/10/23 14:14:31| INFO: mul_sld finished [took 23.7014s]
31/10/23 14:14:42| INFO: mul_sld_bcts finished [took 33.7536s]
31/10/23 14:14:42| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.7003s]
31/10/23 14:14:42| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 14:14:54| INFO: ref finished [took 11.0187s]
31/10/23 14:14:57| INFO: atc_mc finished [took 14.0175s]
31/10/23 14:14:58| INFO: atc_ne finished [took 14.4154s]
31/10/23 14:15:10| INFO: mul_sld finished [took 27.5946s]
31/10/23 14:15:21| INFO: mul_sld_bcts finished [took 38.0464s]
31/10/23 14:15:21| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 39.4594s]
31/10/23 14:15:21| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts', 'ref'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': None, 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': None, 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
31/10/23 14:15:21| ERROR: estimate comparison failed. Exceprion: unsupported operand type(s) for /: 'NoneType' and 'str'
----------------------------------------------------------------------------------------------------
31/10/23 14:30:59| INFO: dataset imdb_2prevs
31/10/23 14:31:10| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 14:31:33| INFO: ref finished [took 22.2885s]
31/10/23 14:31:41| INFO: atc_mc finished [took 29.8328s]
31/10/23 14:31:41| INFO: atc_ne finished [took 30.1421s]
31/10/23 14:31:46| INFO: mul_sld finished [took 35.8373s]
31/10/23 14:31:57| INFO: mul_sld_bcts finished [took 46.5130s]
31/10/23 14:31:57| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 47.5379s]
31/10/23 14:31:57| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 14:32:24| INFO: ref finished [took 24.3912s]
31/10/23 14:32:31| INFO: atc_mc finished [took 31.2488s]
31/10/23 14:32:31| INFO: atc_ne finished [took 31.5120s]
31/10/23 14:32:43| INFO: mul_sld finished [took 44.6372s]
31/10/23 14:32:54| INFO: mul_sld_bcts finished [took 54.5749s]
31/10/23 14:32:54| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 56.2358s]
31/10/23 14:32:54| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_ne', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
31/10/23 14:32:58| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_ne', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
----------------------------------------------------------------------------------------------------
31/10/23 14:37:38| INFO: dataset imdb_2prevs
31/10/23 14:37:45| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 14:37:58| INFO: ref finished [took 11.4397s]
31/10/23 14:38:01| INFO: atc_mc finished [took 14.6411s]
31/10/23 14:38:01| INFO: atc_ne finished [took 14.8218s]
31/10/23 14:38:11| INFO: mul_sld finished [took 24.4862s]
31/10/23 14:38:20| INFO: mul_sld_bcts finished [took 33.9900s]
31/10/23 14:38:20| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 34.9816s]
31/10/23 14:38:20| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 14:38:33| INFO: ref finished [took 11.3787s]
31/10/23 14:38:36| INFO: atc_mc finished [took 14.4366s]
31/10/23 14:38:36| INFO: atc_ne finished [took 14.3365s]
31/10/23 14:38:50| INFO: mul_sld finished [took 28.1585s]
31/10/23 14:39:00| INFO: mul_sld_bcts finished [took 38.5508s]
31/10/23 14:39:00| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.0193s]
31/10/23 14:39:00| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld', 'ref', 'mul_sld_bcts', 'atc_mc'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
31/10/23 14:39:03| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld', 'ref', 'mul_sld_bcts', 'atc_mc'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
----------------------------------------------------------------------------------------------------
31/10/23 14:44:15| INFO: dataset imdb_2prevs
31/10/23 14:44:22| INFO: Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 14:44:35| INFO: ref finished [took 11.5902s]
31/10/23 14:44:38| INFO: atc_mc finished [took 14.7915s]
31/10/23 14:44:39| INFO: atc_ne finished [took 14.8611s]
31/10/23 14:44:48| INFO: mul_sld finished [took 24.7670s]
31/10/23 14:44:58| INFO: mul_sld_bcts finished [took 34.3171s]
31/10/23 14:44:58| INFO: Dataset sample 0.10 of dataset imdb_2prevs finished [took 35.3088s]
31/10/23 14:44:58| INFO: Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 14:45:11| INFO: ref finished [took 11.8887s]
31/10/23 14:45:15| INFO: atc_mc finished [took 15.2624s]
31/10/23 14:45:15| INFO: atc_ne finished [took 15.2085s]
31/10/23 14:45:28| INFO: mul_sld finished [took 28.5408s]
31/10/23 14:45:38| INFO: mul_sld_bcts finished [took 38.9976s]
31/10/23 14:45:38| INFO: Dataset sample 0.50 of dataset imdb_2prevs finished [took 40.5854s]
31/10/23 14:45:38| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
31/10/23 14:45:41| DEBUG: {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['atc_ne', 'mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
----------------------------------------------------------------------------------------------------
31/10/23 14:55:18| INFO dataset imdb_2prevs
31/10/23 14:55:26| INFO Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 14:55:37| INFO ref finished [took 10.1990s]
31/10/23 14:55:40| INFO atc_mc finished [took 13.4778s]
31/10/23 14:55:41| INFO atc_ne finished [took 13.5559s]
31/10/23 14:55:50| INFO mul_sld finished [took 23.0450s]
31/10/23 14:55:59| INFO mul_sld_bcts finished [took 32.4582s]
31/10/23 14:55:59| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.3679s]
31/10/23 14:55:59| INFO Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 14:56:11| INFO ref finished [took 10.3415s]
31/10/23 14:56:14| INFO atc_mc finished [took 13.4638s]
31/10/23 14:56:14| INFO atc_ne finished [took 13.4791s]
31/10/23 14:56:27| INFO mul_sld finished [took 26.3298s]
31/10/23 14:56:38| INFO mul_sld_bcts finished [took 37.2449s]
31/10/23 14:56:38| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.6430s]
31/10/23 14:56:38| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld', 'atc_ne'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
31/10/23 14:56:41| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['mul_sld_bcts', 'atc_mc', 'ref', 'mul_sld', 'atc_ne'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
----------------------------------------------------------------------------------------------------
31/10/23 15:00:19| INFO dataset imdb_2prevs
31/10/23 15:00:26| INFO Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 15:00:38| INFO ref finished [took 10.7099s]
31/10/23 15:00:41| INFO atc_ne finished [took 13.7392s]
31/10/23 15:00:41| INFO atc_mc finished [took 13.9108s]
31/10/23 15:00:50| INFO mul_sld finished [took 23.3628s]
31/10/23 15:01:00| INFO mul_sld_bcts finished [took 33.0440s]
31/10/23 15:01:00| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.9805s]
31/10/23 15:01:00| INFO Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 15:01:12| INFO ref finished [took 10.7020s]
31/10/23 15:01:15| INFO atc_mc finished [took 13.9521s]
31/10/23 15:01:15| INFO atc_ne finished [took 13.8623s]
31/10/23 15:01:28| INFO mul_sld finished [took 26.8476s]
31/10/23 15:01:39| INFO mul_sld_bcts finished [took 37.4291s]
31/10/23 15:01:39| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.8721s]
31/10/23 15:01:39| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['ref', 'atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': True}
31/10/23 15:01:42| DEBUG {'DATASET_NAME': 'imdb', 'DATASET_TARGET': None, 'METRICS': ['acc'], 'COMP_ESTIMATORS': ['ref', 'atc_mc', 'mul_sld', 'atc_ne', 'mul_sld_bcts'], 'DATASET_N_PREVS': 5, 'DATASET_PREVS': [0.5, 0.1], 'OUT_DIR_NAME': 'output', 'OUT_DIR': WindowsPath('output/imdb_2prevs'), 'PLOT_DIR_NAME': 'plot', 'PLOT_OUT_DIR': WindowsPath('output/imdb_2prevs/plot'), 'DATASET_DIR_UPDATE': False, 'PROTOCOL_N_PREVS': 21, 'PROTOCOL_REPEATS': 100, 'SAMPLE_SIZE': 1000, 'PLOT_ESTIMATORS': ['mul_sld_bcts', 'mul_sld', 'ref', 'atc_mc', 'atc_ne'], 'PLOT_STDEV': False}
----------------------------------------------------------------------------------------------------
31/10/23 15:02:43| INFO dataset imdb_2prevs
31/10/23 15:02:50| INFO Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 15:03:02| INFO ref finished [took 10.5528s]
31/10/23 15:03:05| INFO atc_mc finished [took 13.7838s]
31/10/23 15:03:05| INFO atc_ne finished [took 13.6736s]
31/10/23 15:03:14| INFO mul_sld finished [took 23.2705s]
31/10/23 15:03:24| INFO mul_sld_bcts finished [took 32.8493s]
31/10/23 15:03:24| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 33.7917s]
31/10/23 15:03:24| INFO Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 15:03:36| INFO ref finished [took 10.4338s]
31/10/23 15:03:39| INFO atc_mc finished [took 13.5140s]
31/10/23 15:03:39| INFO atc_ne finished [took 13.5920s]
31/10/23 15:03:52| INFO mul_sld finished [took 26.7677s]
31/10/23 15:04:03| INFO mul_sld_bcts finished [took 37.2882s]
31/10/23 15:04:03| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 38.7014s]
----------------------------------------------------------------------------------------------------
31/10/23 17:01:56| INFO dataset imdb_2prevs
31/10/23 17:02:03| INFO Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 17:02:16| INFO ref finished [took 11.7260s]
31/10/23 17:02:19| INFO atc_mc finished [took 14.9332s]
31/10/23 17:02:20| INFO atc_ne finished [took 14.9267s]
31/10/23 17:02:29| INFO mul_sld finished [took 25.0825s]
31/10/23 17:02:39| INFO mul_sld_bcts finished [took 35.1456s]
31/10/23 17:02:39| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 36.1167s]
31/10/23 17:02:39| INFO Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 17:02:53| INFO ref finished [took 12.1990s]
31/10/23 17:02:57| INFO atc_mc finished [took 15.9130s]
31/10/23 17:02:57| INFO atc_ne finished [took 15.8122s]
31/10/23 17:03:10| INFO mul_sld finished [took 29.0681s]
31/10/23 17:03:21| INFO mul_sld_bcts finished [took 40.0346s]
31/10/23 17:03:21| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 41.6137s]
----------------------------------------------------------------------------------------------------
31/10/23 17:04:35| INFO dataset imdb_2prevs
31/10/23 17:04:42| INFO Dataset sample 0.10 of dataset imdb_2prevs started
31/10/23 17:04:56| INFO ref finished [took 11.5027s]
31/10/23 17:05:00| INFO atc_mc finished [took 15.1600s]
31/10/23 17:05:00| INFO atc_ne finished [took 15.0072s]
31/10/23 17:05:09| INFO mul_sld finished [took 24.7931s]
31/10/23 17:05:19| INFO mul_sld_bcts finished [took 34.6305s]
31/10/23 17:05:19| INFO Dataset sample 0.10 of dataset imdb_2prevs finished [took 37.1778s]
31/10/23 17:05:19| INFO Dataset sample 0.50 of dataset imdb_2prevs started
31/10/23 17:05:33| INFO ref finished [took 12.2649s]
31/10/23 17:05:36| INFO atc_mc finished [took 15.5987s]
31/10/23 17:05:37| INFO atc_ne finished [took 15.8214s]
31/10/23 17:05:50| INFO mul_sld finished [took 29.3523s]
31/10/23 17:06:00| INFO mul_sld_bcts finished [took 39.8376s]
31/10/23 17:06:00| INFO Dataset sample 0.50 of dataset imdb_2prevs finished [took 41.2888s]
----------------------------------------------------------------------------------------------------
31/10/23 20:19:37| INFO dataset imdb_1prevs
31/10/23 20:19:48| INFO Dataset sample 0.50 of dataset imdb_1prevs started
31/10/23 20:20:07| INFO ref finished [took 17.4125s]
----------------------------------------------------------------------------------------------------
31/10/23 20:20:50| INFO dataset imdb_1prevs
31/10/23 20:21:01| INFO Dataset sample 0.50 of dataset imdb_1prevs started
31/10/23 20:21:19| INFO ref finished [took 17.0717s]
----------------------------------------------------------------------------------------------------
31/10/23 20:22:05| INFO dataset imdb_1prevs
31/10/23 20:22:15| INFO Dataset sample 0.50 of dataset imdb_1prevs started
31/10/23 20:22:35| INFO ref finished [took 18.4752s]
----------------------------------------------------------------------------------------------------
31/10/23 20:23:38| INFO dataset imdb_1prevs
31/10/23 20:23:48| INFO Dataset sample 0.50 of dataset imdb_1prevs started
31/10/23 20:24:08| INFO ref finished [took 18.3216s]
----------------------------------------------------------------------------------------------------
01/11/23 13:07:19| INFO dataset imdb_1prevs
01/11/23 13:07:27| INFO Dataset sample 0.50 of dataset imdb_1prevs started
01/11/23 13:07:27| ERROR Evaluation over imdb_1prevs failed. Exception: 'Invalid estimator: estimator mul_sld_gs does not exist'
01/11/23 13:07:27| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
----------------------------------------------------------------------------------------------------
03/11/23 20:54:19| INFO dataset rcv1_CCAT_9prevs
03/11/23 20:54:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
03/11/23 20:54:28| WARNING Method mul_sld_gs failed. Exception: Invalid parameter 'quantifier' for estimator EMQ(classifier=LogisticRegression()). Valid parameters are: ['classifier', 'exact_train_prev', 'recalib'].
03/11/23 20:54:29| WARNING Method mul_sld failed. Exception: evaluation_report() got an unexpected keyword argument 'protocor'
03/11/23 20:54:30| WARNING Method bin_sld_gs failed. Exception: Invalid parameter 'quantifier' for estimator EMQ(classifier=LogisticRegression()). Valid parameters are: ['classifier', 'exact_train_prev', 'recalib'].
03/11/23 20:55:09| INFO ref finished [took 38.5179s]
----------------------------------------------------------------------------------------------------
03/11/23 21:28:36| INFO dataset rcv1_CCAT_9prevs
03/11/23 21:28:41| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
03/11/23 21:28:45| WARNING Method mul_sld failed. Exception: evaluation_report() got an unexpected keyword argument 'protocor'
----------------------------------------------------------------------------------------------------
03/11/23 21:31:03| INFO dataset rcv1_CCAT_9prevs
03/11/23 21:31:08| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
03/11/23 21:31:59| INFO ref finished [took 45.6616s]
03/11/23 21:32:03| INFO atc_mc finished [took 48.4360s]
03/11/23 21:32:07| INFO atc_ne finished [took 51.0515s]
03/11/23 21:32:23| INFO mul_sld finished [took 72.9229s]
03/11/23 21:34:43| INFO bin_sld finished [took 213.9538s]
03/11/23 21:36:27| INFO mul_sld_gs finished [took 314.9357s]
03/11/23 21:40:50| INFO bin_sld_gs finished [took 579.2530s]
03/11/23 21:40:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 582.5876s]
03/11/23 21:40:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
03/11/23 21:41:39| INFO ref finished [took 43.7409s]
03/11/23 21:41:43| INFO atc_mc finished [took 46.4580s]
03/11/23 21:41:44| INFO atc_ne finished [took 46.4267s]
03/11/23 21:41:54| INFO mul_sld finished [took 61.3005s]
03/11/23 21:44:18| INFO bin_sld finished [took 206.3680s]
03/11/23 21:45:59| INFO mul_sld_gs finished [took 304.4726s]
03/11/23 21:50:33| INFO bin_sld_gs finished [took 579.3455s]
03/11/23 21:50:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 582.4808s]
03/11/23 21:50:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
03/11/23 21:51:22| INFO ref finished [took 43.6853s]
03/11/23 21:51:26| INFO atc_mc finished [took 47.1366s]
03/11/23 21:51:30| INFO atc_ne finished [took 49.4868s]
03/11/23 21:51:34| INFO mul_sld finished [took 59.0964s]
03/11/23 21:53:59| INFO bin_sld finished [took 205.0248s]
03/11/23 21:55:50| INFO mul_sld_gs finished [took 312.5630s]
03/11/23 22:00:27| INFO bin_sld_gs finished [took 591.1460s]
03/11/23 22:00:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 594.3163s]
03/11/23 22:00:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
03/11/23 22:01:15| INFO ref finished [took 43.3806s]
03/11/23 22:01:19| INFO atc_mc finished [took 46.6674s]
03/11/23 22:01:21| INFO atc_ne finished [took 47.1220s]
03/11/23 22:01:28| INFO mul_sld finished [took 58.6799s]
03/11/23 22:03:53| INFO bin_sld finished [took 204.7659s]
03/11/23 22:05:39| INFO mul_sld_gs finished [took 307.8811s]
03/11/23 22:10:32| INFO bin_sld_gs finished [took 601.9995s]
03/11/23 22:10:32| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 604.8406s]
03/11/23 22:10:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
03/11/23 22:11:20| INFO ref finished [took 42.8256s]
03/11/23 22:11:25| INFO atc_mc finished [took 46.9203s]
03/11/23 22:11:28| INFO atc_ne finished [took 49.3042s]
03/11/23 22:11:34| INFO mul_sld finished [took 60.2744s]
03/11/23 22:13:59| INFO bin_sld finished [took 205.7078s]
03/11/23 22:15:45| INFO mul_sld_gs finished [took 309.0888s]
03/11/23 22:20:32| INFO bin_sld_gs finished [took 596.5102s]
03/11/23 22:20:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 599.5067s]
03/11/23 22:20:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
03/11/23 22:21:20| INFO ref finished [took 43.1698s]
03/11/23 22:21:24| INFO atc_mc finished [took 46.5768s]
03/11/23 22:21:25| INFO atc_ne finished [took 46.3408s]
03/11/23 22:21:34| INFO mul_sld finished [took 60.8070s]
03/11/23 22:23:58| INFO bin_sld finished [took 205.3362s]
03/11/23 22:25:44| INFO mul_sld_gs finished [took 308.1859s]
03/11/23 22:30:44| INFO bin_sld_gs finished [took 609.5468s]
03/11/23 22:30:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 612.5803s]
03/11/23 22:30:44| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
03/11/23 22:31:32| INFO ref finished [took 43.2949s]
03/11/23 22:31:37| INFO atc_mc finished [took 46.3686s]
03/11/23 22:31:40| INFO atc_ne finished [took 49.2242s]
03/11/23 22:31:47| INFO mul_sld finished [took 60.9437s]
03/11/23 22:34:11| INFO bin_sld finished [took 205.9299s]
03/11/23 22:35:56| INFO mul_sld_gs finished [took 308.2738s]
03/11/23 22:40:36| INFO bin_sld_gs finished [took 588.7918s]
03/11/23 22:40:36| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 591.8830s]
03/11/23 22:40:36| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
03/11/23 22:41:24| INFO ref finished [took 43.3321s]
03/11/23 22:41:29| INFO atc_mc finished [took 46.8041s]
03/11/23 22:41:29| INFO atc_ne finished [took 46.5810s]
03/11/23 22:41:38| INFO mul_sld finished [took 60.2962s]
03/11/23 22:44:07| INFO bin_sld finished [took 209.6435s]
03/11/23 22:45:44| INFO mul_sld_gs finished [took 304.4809s]
03/11/23 22:50:39| INFO bin_sld_gs finished [took 599.5588s]
03/11/23 22:50:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 602.5720s]
03/11/23 22:50:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
03/11/23 22:51:26| INFO ref finished [took 42.4313s]
03/11/23 22:51:30| INFO atc_mc finished [took 45.5261s]
03/11/23 22:51:34| INFO atc_ne finished [took 48.4488s]
03/11/23 22:51:47| INFO mul_sld finished [took 66.4801s]
03/11/23 22:54:08| INFO bin_sld finished [took 208.4272s]
03/11/23 22:55:49| INFO mul_sld_gs finished [took 306.4505s]
03/11/23 23:00:15| INFO bin_sld_gs finished [took 573.7761s]
03/11/23 23:00:15| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 576.7586s]
----------------------------------------------------------------------------------------------------
03/11/23 23:33:15| INFO dataset imdb_1prevs
03/11/23 23:33:22| INFO Dataset sample 0.50 of dataset imdb_1prevs started
03/11/23 23:33:22| ERROR Evaluation over imdb_1prevs failed. Exception: 'function' object is not iterable
03/11/23 23:33:22| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
----------------------------------------------------------------------------------------------------
03/11/23 23:34:15| INFO dataset imdb_1prevs
03/11/23 23:34:23| INFO Dataset sample 0.50 of dataset imdb_1prevs started
03/11/23 23:34:35| INFO atc_mc finished [took 11.5081s]
03/11/23 23:34:45| INFO ref finished [took 8.7754s]
03/11/23 23:34:47| INFO mul_sld finished [took 22.9651s]
03/11/23 23:34:47| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 23.9721s]
03/11/23 23:34:47| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: 'ref'
----------------------------------------------------------------------------------------------------
03/11/23 23:36:10| INFO dataset imdb_1prevs
03/11/23 23:36:30| INFO Dataset sample 0.50 of dataset imdb_1prevs started
03/11/23 23:38:02| INFO atc_mc finished [took 56.2957s]
03/11/23 23:38:03| INFO mul_sld finished [took 57.6237s]
03/11/23 23:38:40| INFO ref finished [took 37.7811s]
03/11/23 23:38:40| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 130.9031s]
03/11/23 23:38:42| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: 'ref'
----------------------------------------------------------------------------------------------------
03/11/23 23:39:32| INFO dataset imdb_1prevs
03/11/23 23:39:42| INFO Dataset sample 0.50 of dataset imdb_1prevs started
03/11/23 23:40:08| INFO atc_mc finished [took 24.7110s]
03/11/23 23:40:23| INFO mul_sld finished [took 40.2345s]
03/11/23 23:40:26| INFO ref finished [took 17.8417s]
03/11/23 23:40:26| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 44.8087s]
----------------------------------------------------------------------------------------------------
03/11/23 23:41:18| INFO dataset imdb_1prevs
03/11/23 23:41:28| INFO Dataset sample 0.50 of dataset imdb_1prevs started
03/11/23 23:41:54| INFO atc_mc finished [took 24.0569s]
03/11/23 23:42:03| INFO mul_sld finished [took 33.3390s]
03/11/23 23:42:12| INFO ref finished [took 16.9551s]
03/11/23 23:42:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 43.2484s]
----------------------------------------------------------------------------------------------------
04/11/23 00:03:17| ERROR Evaluation over imdb_1prevs failed. Exception: CompEstimatorName_.__init__() missing 1 required positional argument: 'ce'
04/11/23 00:03:17| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
----------------------------------------------------------------------------------------------------
04/11/23 00:03:50| ERROR Evaluation over imdb_1prevs failed. Exception: 'CompEstimator' object has no attribute '_CompEstimatorName___get'
04/11/23 00:03:50| ERROR Failed while saving configuration imdb_debug of imdb_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
----------------------------------------------------------------------------------------------------
04/11/23 00:04:42| INFO dataset imdb_1prevs
04/11/23 00:04:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started
04/11/23 00:05:13| INFO ref finished [took 19.2363s]
04/11/23 00:05:20| INFO atc_mc finished [took 26.4278s]
04/11/23 00:05:29| INFO mul_sld finished [took 35.3110s]
04/11/23 00:05:29| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 36.4422s]
----------------------------------------------------------------------------------------------------
04/11/23 00:19:43| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:19:49| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:19:53| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
04/11/23 00:19:55| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
04/11/23 00:19:57| WARNING Method bin_pacc failed. Exception: PACC.__init__() got an unexpected keyword argument 'recalib'
04/11/23 00:19:59| WARNING Method mul_pacc failed. Exception: PACC.__init__() got an unexpected keyword argument 'recalib'
04/11/23 00:20:00| WARNING Method bin_pacc_gs failed. Exception: Invalid parameter 'recalib' for estimator PACC(classifier=LogisticRegression(), n_jobs=1). Valid parameters are: ['classifier', 'n_jobs', 'val_split'].
04/11/23 00:20:01| WARNING Method mul_pacc_gs failed. Exception: Invalid parameter 'recalib' for estimator PACC(classifier=LogisticRegression(), n_jobs=1). Valid parameters are: ['classifier', 'n_jobs', 'val_split'].
----------------------------------------------------------------------------------------------------
04/11/23 00:22:45| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:22:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:22:54| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
04/11/23 00:22:55| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
----------------------------------------------------------------------------------------------------
04/11/23 00:28:11| INFO dataset rcv1_CCAT_9prevs
----------------------------------------------------------------------------------------------------
04/11/23 00:29:39| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:29:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:29:49| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
04/11/23 00:29:51| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
04/11/23 00:30:39| WARNING Method mul_pacc_gs failed. Exception: evaluation_report() got an unexpected keyword argument 'method_name'
04/11/23 00:31:00| INFO ref finished [took 60.5788s]
04/11/23 00:31:09| INFO atc_mc finished [took 64.6156s]
04/11/23 00:31:09| INFO mul_pacc finished [took 75.1821s]
04/11/23 00:31:12| INFO atc_ne finished [took 62.8665s]
04/11/23 00:31:24| INFO mul_sld finished [took 96.8624s]
----------------------------------------------------------------------------------------------------
04/11/23 00:33:26| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:33:31| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:33:35| WARNING Method bin_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
04/11/23 00:33:37| WARNING Method mul_sld_qgs failed. Exception: X has 47236 features, but LogisticRegression is expecting 47238 features as input.
----------------------------------------------------------------------------------------------------
04/11/23 00:38:42| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:38:48| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:38:51| WARNING Method bin_sld_qgs failed. Exception: ExtendedCollection.extend_collection() missing 1 required positional argument: 'pred_proba'
04/11/23 00:38:52| WARNING Method mul_sld_qgs failed. Exception: ExtendedCollection.extend_collection() missing 1 required positional argument: 'pred_proba'
04/11/23 00:39:41| WARNING Method mul_pacc_gs failed. Exception: evaluation_report() got an unexpected keyword argument 'method_name'
----------------------------------------------------------------------------------------------------
04/11/23 00:46:33| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:46:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:46:40| WARNING Method bin_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:46:41| WARNING Method mul_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:46:42| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
04/11/23 00:46:43| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
04/11/23 00:46:44| WARNING Method bin_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:46:45| WARNING Method mul_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:46:46| WARNING Method bin_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:46:47| WARNING Method mul_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:46:47| WARNING Method bin_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:46:48| WARNING Method mul_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:27| INFO ref finished [took 37.5294s]
04/11/23 00:47:31| INFO atc_mc finished [took 40.5777s]
04/11/23 00:47:32| INFO atc_ne finished [took 40.7565s]
04/11/23 00:47:32| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 52.8106s]
04/11/23 00:47:32| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
04/11/23 00:47:33| WARNING Method bin_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:34| WARNING Method mul_sld failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:35| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
04/11/23 00:47:36| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
04/11/23 00:47:37| WARNING Method bin_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:38| WARNING Method mul_sld_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:39| WARNING Method bin_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:39| WARNING Method mul_pacc failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:40| WARNING Method bin_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
04/11/23 00:47:41| WARNING Method mul_pacc_gs failed. Exception: The truth value of an array with more than one element is ambiguous. Use a.any() or a.all()
----------------------------------------------------------------------------------------------------
04/11/23 00:48:05| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:48:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:48:13| WARNING Method bin_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
04/11/23 00:48:14| WARNING Method mul_sld_qgs failed. Exception: 'LogisticRegression' object has no attribute 'pred_proba'
----------------------------------------------------------------------------------------------------
04/11/23 00:49:18| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:49:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:49:27| WARNING Method bin_sld_qgs failed. Exception: GridSearchQ.__init__() missing 1 required positional argument: 'model'
04/11/23 00:49:28| WARNING Method mul_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
----------------------------------------------------------------------------------------------------
04/11/23 00:51:27| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:51:32| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:51:36| WARNING Method bin_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
04/11/23 00:51:37| WARNING Method mul_sld_qgs failed. Exception: X has 47238 features, but LogisticRegression is expecting 47236 features as input.
----------------------------------------------------------------------------------------------------
04/11/23 00:54:47| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:54:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 00:54:57| WARNING Method bin_sld_qgs failed. Exception: a must be greater than 0 unless no samples are taken
04/11/23 00:54:58| WARNING Method mul_sld_qgs failed. Exception: a must be greater than 0 unless no samples are taken
----------------------------------------------------------------------------------------------------
04/11/23 00:58:47| INFO dataset rcv1_CCAT_9prevs
04/11/23 00:58:52| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 01:00:04| INFO ref finished [took 61.6328s]
04/11/23 01:00:11| INFO atc_mc finished [took 65.4916s]
04/11/23 01:00:13| INFO atc_ne finished [took 63.2288s]
04/11/23 01:00:14| INFO mul_pacc finished [took 75.5101s]
04/11/23 01:00:30| INFO mul_sld finished [took 96.6656s]
04/11/23 01:00:41| INFO mul_pacc_gs finished [took 99.7211s]
04/11/23 01:03:02| INFO bin_pacc finished [took 244.6260s]
04/11/23 01:03:07| INFO bin_sld finished [took 254.3478s]
04/11/23 01:04:51| INFO mul_sld_gs finished [took 354.7477s]
04/11/23 01:05:02| INFO bin_pacc_gs finished [took 362.1808s]
04/11/23 01:09:24| INFO bin_sld_gs finished [took 628.6714s]
04/11/23 01:09:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 631.8421s]
04/11/23 01:09:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
04/11/23 01:10:39| INFO ref finished [took 63.5158s]
04/11/23 01:10:44| INFO atc_mc finished [took 66.4279s]
04/11/23 01:10:46| INFO mul_pacc finished [took 75.3281s]
04/11/23 01:10:47| INFO atc_ne finished [took 67.5374s]
04/11/23 01:10:52| INFO mul_sld finished [took 86.6592s]
04/11/23 01:11:19| INFO mul_pacc_gs finished [took 104.6374s]
04/11/23 01:13:58| INFO bin_sld finished [took 273.4932s]
04/11/23 01:14:01| INFO bin_pacc finished [took 271.3481s]
04/11/23 01:15:42| INFO mul_sld_gs finished [took 374.2416s]
04/11/23 01:16:01| INFO bin_pacc_gs finished [took 388.0839s]
04/11/23 01:20:29| INFO bin_sld_gs finished [took 661.9729s]
04/11/23 01:20:29| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 665.2874s]
04/11/23 01:20:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
04/11/23 01:21:46| INFO ref finished [took 63.8544s]
04/11/23 01:21:50| INFO atc_mc finished [took 66.6917s]
04/11/23 01:21:52| INFO atc_ne finished [took 65.0860s]
04/11/23 01:21:53| INFO mul_pacc finished [took 77.2630s]
04/11/23 01:21:55| INFO mul_sld finished [took 83.3146s]
04/11/23 01:22:23| INFO mul_pacc_gs finished [took 102.3761s]
04/11/23 01:24:47| INFO bin_pacc finished [took 252.0964s]
04/11/23 01:24:49| INFO bin_sld finished [took 258.6998s]
04/11/23 01:26:37| INFO mul_sld_gs finished [took 363.7500s]
04/11/23 01:26:49| INFO bin_pacc_gs finished [took 370.5817s]
04/11/23 01:31:27| INFO bin_sld_gs finished [took 654.3921s]
04/11/23 01:31:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 658.0041s]
04/11/23 01:31:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
04/11/23 01:32:33| INFO ref finished [took 55.7749s]
04/11/23 01:32:38| INFO atc_mc finished [took 59.4190s]
04/11/23 01:32:40| INFO atc_ne finished [took 59.5155s]
04/11/23 01:32:42| INFO mul_pacc finished [took 68.8994s]
04/11/23 01:32:44| INFO mul_sld finished [took 74.6470s]
04/11/23 01:33:09| INFO mul_pacc_gs finished [took 92.6473s]
04/11/23 01:35:32| INFO bin_pacc finished [took 239.7541s]
04/11/23 01:35:34| INFO bin_sld finished [took 245.7504s]
04/11/23 01:37:19| INFO mul_sld_gs finished [took 348.1188s]
04/11/23 01:37:30| INFO bin_pacc_gs finished [took 355.4729s]
04/11/23 01:42:07| INFO bin_sld_gs finished [took 636.8598s]
04/11/23 01:42:07| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 639.9201s]
04/11/23 01:42:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
04/11/23 01:43:14| INFO ref finished [took 56.1531s]
04/11/23 01:43:19| INFO atc_mc finished [took 59.7473s]
04/11/23 01:43:20| INFO atc_ne finished [took 59.0606s]
04/11/23 01:43:23| INFO mul_pacc finished [took 69.4266s]
04/11/23 01:43:25| INFO mul_sld finished [took 76.3328s]
04/11/23 01:43:49| INFO mul_pacc_gs finished [took 92.3926s]
04/11/23 01:46:05| INFO bin_pacc finished [took 233.1877s]
04/11/23 01:46:08| INFO bin_sld finished [took 239.8757s]
04/11/23 01:47:51| INFO mul_sld_gs finished [took 339.5911s]
04/11/23 01:48:00| INFO bin_pacc_gs finished [took 345.7788s]
04/11/23 01:52:44| INFO bin_sld_gs finished [took 633.8407s]
04/11/23 01:52:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 637.0648s]
04/11/23 01:52:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
04/11/23 01:53:52| INFO ref finished [took 57.4958s]
04/11/23 01:53:57| INFO atc_mc finished [took 60.9998s]
04/11/23 01:53:58| INFO atc_ne finished [took 60.4847s]
04/11/23 01:54:01| INFO mul_pacc finished [took 70.5216s]
04/11/23 01:54:04| INFO mul_sld finished [took 78.2910s]
04/11/23 01:54:27| INFO mul_pacc_gs finished [took 94.4726s]
04/11/23 01:56:48| INFO bin_pacc finished [took 238.5969s]
04/11/23 01:56:50| INFO bin_sld finished [took 244.5679s]
04/11/23 01:58:31| INFO mul_sld_gs finished [took 342.4843s]
04/11/23 01:58:44| INFO bin_pacc_gs finished [took 352.8264s]
04/11/23 02:03:32| INFO bin_sld_gs finished [took 644.7046s]
04/11/23 02:03:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 647.8055s]
04/11/23 02:03:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
04/11/23 02:04:37| INFO ref finished [took 55.4488s]
04/11/23 02:04:42| INFO atc_mc finished [took 59.2634s]
04/11/23 02:04:44| INFO atc_ne finished [took 59.1371s]
04/11/23 02:04:46| INFO mul_pacc finished [took 68.0960s]
04/11/23 02:04:50| INFO mul_sld finished [took 76.4282s]
04/11/23 02:05:12| INFO mul_pacc_gs finished [took 91.7735s]
04/11/23 02:07:30| INFO bin_pacc finished [took 232.7650s]
04/11/23 02:07:36| INFO bin_sld finished [took 242.4077s]
04/11/23 02:09:14| INFO mul_sld_gs finished [took 338.1418s]
04/11/23 02:09:26| INFO bin_pacc_gs finished [took 347.2033s]
04/11/23 02:13:59| INFO bin_sld_gs finished [took 624.6098s]
04/11/23 02:13:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 627.7979s]
04/11/23 02:13:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
04/11/23 02:15:05| INFO ref finished [took 55.1962s]
04/11/23 02:15:10| INFO atc_mc finished [took 59.0907s]
04/11/23 02:15:11| INFO atc_ne finished [took 59.1531s]
04/11/23 02:15:13| INFO mul_pacc finished [took 67.6705s]
04/11/23 02:15:17| INFO mul_sld finished [took 75.4559s]
04/11/23 02:15:41| INFO mul_pacc_gs finished [took 92.4901s]
04/11/23 02:17:59| INFO bin_pacc finished [took 233.8600s]
04/11/23 02:18:04| INFO bin_sld finished [took 243.2382s]
04/11/23 02:19:40| INFO mul_sld_gs finished [took 336.0961s]
04/11/23 02:19:51| INFO bin_pacc_gs finished [took 344.4075s]
04/11/23 02:24:30| INFO bin_sld_gs finished [took 627.6209s]
04/11/23 02:24:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 630.8251s]
04/11/23 02:24:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
04/11/23 02:25:35| INFO ref finished [took 54.8513s]
04/11/23 02:25:40| INFO atc_mc finished [took 58.8528s]
04/11/23 02:25:41| INFO atc_ne finished [took 58.6035s]
04/11/23 02:25:43| INFO mul_pacc finished [took 66.9030s]
04/11/23 02:25:57| INFO mul_sld finished [took 84.2072s]
04/11/23 02:26:10| INFO mul_pacc_gs finished [took 91.0973s]
04/11/23 02:28:31| INFO bin_pacc finished [took 235.7331s]
04/11/23 02:28:35| INFO bin_sld finished [took 243.6260s]
04/11/23 02:30:09| INFO mul_sld_gs finished [took 334.4842s]
04/11/23 02:30:22| INFO bin_pacc_gs finished [took 344.6874s]
04/11/23 02:34:46| INFO bin_sld_gs finished [took 612.1219s]
04/11/23 02:34:46| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 615.2004s]
----------------------------------------------------------------------------------------------------
04/11/23 02:57:35| INFO dataset rcv1_CCAT_9prevs
04/11/23 02:57:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 02:57:47| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 02:58:59| INFO ref finished [took 64.5948s]
04/11/23 02:59:06| INFO atc_mc finished [took 69.5808s]
04/11/23 02:59:12| INFO mul_pacc finished [took 82.8518s]
04/11/23 02:59:13| INFO atc_ne finished [took 72.1303s]
04/11/23 02:59:26| INFO mul_sld finished [took 103.4201s]
04/11/23 02:59:30| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
04/11/23 02:59:41| INFO mul_pacc_gs finished [took 109.4672s]
04/11/23 03:01:59| INFO bin_pacc finished [took 251.3945s]
04/11/23 03:02:02| INFO bin_sld finished [took 260.0226s]
04/11/23 03:03:35| INFO mul_sld_gs finished [took 350.1705s]
04/11/23 03:03:48| INFO bin_pacc_gs finished [took 357.9668s]
04/11/23 03:07:59| INFO bin_sld_gs finished [took 615.8087s]
04/11/23 03:07:59| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 620.4985s]
04/11/23 03:07:59| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
04/11/23 03:08:06| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 03:09:17| INFO ref finished [took 64.4692s]
04/11/23 03:09:25| INFO atc_mc finished [took 71.3766s]
04/11/23 03:09:27| INFO atc_ne finished [took 71.0947s]
04/11/23 03:09:28| INFO mul_pacc finished [took 80.0201s]
04/11/23 03:09:31| INFO mul_sld finished [took 89.4295s]
04/11/23 03:09:55| INFO mul_pacc_gs finished [took 104.7292s]
04/11/23 03:12:25| INFO bin_sld finished [took 263.6824s]
04/11/23 03:12:25| INFO bin_pacc finished [took 258.6502s]
04/11/23 03:14:01| INFO mul_sld_gs finished [took 357.3344s]
04/11/23 03:14:14| INFO bin_sld_gsq finished [took 369.1636s]
04/11/23 03:14:22| INFO bin_pacc_gs finished [took 372.8646s]
04/11/23 03:18:40| INFO bin_sld_gs finished [took 636.9190s]
04/11/23 03:18:40| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 640.2322s]
04/11/23 03:18:40| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
04/11/23 03:18:46| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 03:19:58| INFO ref finished [took 65.9462s]
04/11/23 03:20:02| INFO atc_mc finished [took 68.5710s]
04/11/23 03:20:04| INFO atc_ne finished [took 68.9466s]
04/11/23 03:20:06| INFO mul_pacc finished [took 77.9039s]
04/11/23 03:20:06| INFO mul_sld finished [took 84.0917s]
04/11/23 03:20:37| INFO mul_pacc_gs finished [took 106.2536s]
04/11/23 03:23:04| INFO bin_pacc finished [took 257.4211s]
04/11/23 03:23:05| INFO bin_sld finished [took 264.3442s]
04/11/23 03:24:49| INFO mul_sld_gs finished [took 365.1691s]
04/11/23 03:25:01| INFO bin_pacc_gs finished [took 371.9184s]
04/11/23 03:25:02| INFO bin_sld_gsq finished [took 377.0442s]
04/11/23 03:29:37| INFO bin_sld_gs finished [took 654.0366s]
04/11/23 03:29:37| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 657.0840s]
04/11/23 03:29:37| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
04/11/23 03:29:42| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 03:30:51| INFO ref finished [took 62.7217s]
04/11/23 03:30:58| INFO atc_mc finished [took 67.8613s]
04/11/23 03:31:00| INFO atc_ne finished [took 68.5026s]
04/11/23 03:31:03| INFO mul_sld finished [took 83.8857s]
04/11/23 03:31:03| INFO mul_pacc finished [took 78.6340s]
04/11/23 03:31:30| INFO mul_pacc_gs finished [took 103.4683s]
04/11/23 03:34:00| INFO bin_sld finished [took 262.4457s]
04/11/23 03:34:02| INFO bin_pacc finished [took 258.2247s]
04/11/23 03:35:44| INFO mul_sld_gs finished [took 363.8135s]
04/11/23 03:35:58| INFO bin_pacc_gs finished [took 372.0485s]
04/11/23 03:36:05| INFO bin_sld_gsq finished [took 382.9585s]
04/11/23 03:40:39| INFO bin_sld_gs finished [took 659.6222s]
04/11/23 03:40:39| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 662.5763s]
04/11/23 03:40:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
04/11/23 03:40:45| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 03:41:56| INFO ref finished [took 64.5923s]
04/11/23 03:42:01| INFO atc_mc finished [took 68.0148s]
04/11/23 03:42:03| INFO atc_ne finished [took 68.3119s]
04/11/23 03:42:04| INFO mul_pacc finished [took 76.9397s]
04/11/23 03:42:07| INFO mul_sld finished [took 85.5363s]
04/11/23 03:42:34| INFO mul_pacc_gs finished [took 103.4448s]
04/11/23 03:45:01| INFO bin_sld finished [took 260.0814s]
04/11/23 03:45:03| INFO bin_pacc finished [took 256.9386s]
04/11/23 03:46:45| INFO mul_sld_gs finished [took 361.5910s]
04/11/23 03:47:01| INFO bin_pacc_gs finished [took 371.9657s]
04/11/23 03:47:13| INFO bin_sld_gsq finished [took 388.2498s]
04/11/23 03:51:40| INFO bin_sld_gs finished [took 657.4008s]
04/11/23 03:51:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 660.5115s]
04/11/23 03:51:40| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
04/11/23 03:51:46| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 03:52:54| INFO ref finished [took 61.9225s]
04/11/23 03:53:00| INFO atc_mc finished [took 66.3156s]
04/11/23 03:53:02| INFO atc_ne finished [took 66.5025s]
04/11/23 03:53:04| INFO mul_pacc finished [took 75.8808s]
04/11/23 03:53:06| INFO mul_sld finished [took 84.3204s]
04/11/23 03:53:33| INFO mul_pacc_gs finished [took 102.5763s]
04/11/23 03:56:04| INFO bin_sld finished [took 263.2781s]
04/11/23 03:56:04| INFO bin_pacc finished [took 257.7298s]
04/11/23 03:57:44| INFO mul_sld_gs finished [took 359.7910s]
04/11/23 03:58:00| INFO bin_pacc_gs finished [took 371.3848s]
04/11/23 03:58:11| INFO bin_sld_gsq finished [took 386.0904s]
04/11/23 04:02:50| INFO bin_sld_gs finished [took 667.6623s]
04/11/23 04:02:50| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 670.7255s]
04/11/23 04:02:50| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
04/11/23 04:02:57| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 04:04:05| INFO ref finished [took 62.3256s]
04/11/23 04:04:13| INFO atc_mc finished [took 68.9525s]
04/11/23 04:04:15| INFO atc_ne finished [took 68.8750s]
04/11/23 04:04:16| INFO mul_pacc finished [took 77.5049s]
04/11/23 04:04:19| INFO mul_sld finished [took 86.0694s]
04/11/23 04:04:45| INFO mul_pacc_gs finished [took 103.3513s]
04/11/23 04:07:15| INFO bin_pacc finished [took 257.6456s]
04/11/23 04:07:16| INFO bin_sld finished [took 263.9914s]
04/11/23 04:08:55| INFO mul_sld_gs finished [took 360.5634s]
04/11/23 04:09:12| INFO bin_pacc_gs finished [took 372.2665s]
04/11/23 04:09:18| INFO bin_sld_gsq finished [took 381.8311s]
04/11/23 04:13:39| INFO bin_sld_gs finished [took 645.3599s]
04/11/23 04:13:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 648.5328s]
04/11/23 04:13:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
04/11/23 04:13:45| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 04:14:51| INFO ref finished [took 59.8110s]
04/11/23 04:14:58| INFO atc_mc finished [took 65.2666s]
04/11/23 04:14:59| INFO atc_ne finished [took 64.5173s]
04/11/23 04:15:01| INFO mul_pacc finished [took 73.8332s]
04/11/23 04:15:04| INFO mul_sld finished [took 82.3509s]
04/11/23 04:15:29| INFO mul_pacc_gs finished [took 99.3541s]
04/11/23 04:18:00| INFO bin_pacc finished [took 254.3308s]
04/11/23 04:18:03| INFO bin_sld finished [took 262.3008s]
04/11/23 04:19:40| INFO mul_sld_gs finished [took 357.1229s]
04/11/23 04:19:57| INFO bin_pacc_gs finished [took 368.4516s]
04/11/23 04:20:03| INFO bin_sld_gsq finished [took 378.7658s]
04/11/23 04:24:37| INFO bin_sld_gs finished [took 655.1931s]
04/11/23 04:24:37| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 658.3505s]
04/11/23 04:24:37| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
04/11/23 04:24:43| WARNING Method mul_sld_gsq failed. Exception: MultiClassAccuracyEstimator.__init__() got an unexpected keyword argument 'param_grid'
04/11/23 04:25:49| INFO ref finished [took 59.4546s]
04/11/23 04:25:55| INFO atc_mc finished [took 63.5805s]
04/11/23 04:25:58| INFO atc_ne finished [took 63.2985s]
04/11/23 04:25:58| INFO mul_pacc finished [took 72.5198s]
04/11/23 04:26:11| INFO mul_sld finished [took 91.7136s]
04/11/23 04:26:27| INFO mul_pacc_gs finished [took 98.8722s]
04/11/23 04:28:57| INFO bin_pacc finished [took 252.8144s]
04/11/23 04:29:02| INFO bin_sld finished [took 263.8013s]
04/11/23 04:30:35| INFO mul_sld_gs finished [took 353.3693s]
04/11/23 04:30:51| INFO bin_sld_gsq finished [took 368.8564s]
04/11/23 04:30:54| INFO bin_pacc_gs finished [took 367.5592s]
04/11/23 04:35:11| INFO bin_sld_gs finished [took 630.6700s]
04/11/23 04:35:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 633.7494s]
----------------------------------------------------------------------------------------------------
04/11/23 19:09:42| INFO dataset rcv1_CCAT_9prevs
04/11/23 19:09:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 19:10:28| INFO ref finished [took 36.0351s]
04/11/23 19:10:32| INFO atc_mc finished [took 38.9507s]
04/11/23 19:10:35| INFO mulmc_sld finished [took 43.7869s]
04/11/23 19:10:50| INFO mul_sld finished [took 60.8007s]
04/11/23 19:10:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 62.9600s]
04/11/23 19:10:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
04/11/23 19:11:29| INFO ref finished [took 36.3632s]
04/11/23 19:11:34| INFO atc_mc finished [took 39.5928s]
04/11/23 19:11:36| INFO mulmc_sld finished [took 44.2915s]
04/11/23 19:11:44| INFO mul_sld finished [took 52.6727s]
04/11/23 19:11:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0362s]
04/11/23 19:11:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
04/11/23 19:12:24| INFO ref finished [took 36.4303s]
04/11/23 19:12:27| INFO atc_mc finished [took 39.2329s]
04/11/23 19:12:30| INFO mulmc_sld finished [took 43.6247s]
04/11/23 19:12:36| INFO mul_sld finished [took 50.2041s]
04/11/23 19:12:36| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 51.6412s]
04/11/23 19:12:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
04/11/23 19:13:16| INFO ref finished [took 36.7551s]
04/11/23 19:13:19| INFO atc_mc finished [took 39.2806s]
04/11/23 19:13:21| INFO mulmc_sld finished [took 43.6120s]
04/11/23 19:13:27| INFO mul_sld finished [took 50.4446s]
04/11/23 19:13:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.6672s]
04/11/23 19:13:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
04/11/23 19:14:07| INFO ref finished [took 35.8789s]
04/11/23 19:14:11| INFO atc_mc finished [took 39.2168s]
04/11/23 19:14:13| INFO mulmc_sld finished [took 43.4580s]
04/11/23 19:14:20| INFO mul_sld finished [took 51.2902s]
04/11/23 19:14:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 52.6303s]
04/11/23 19:14:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
04/11/23 19:15:00| INFO ref finished [took 36.3735s]
04/11/23 19:15:04| INFO atc_mc finished [took 39.7035s]
04/11/23 19:15:06| INFO mulmc_sld finished [took 43.6364s]
04/11/23 19:15:13| INFO mul_sld finished [took 52.0138s]
04/11/23 19:15:13| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 53.3303s]
04/11/23 19:15:13| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
04/11/23 19:15:54| INFO ref finished [took 37.3366s]
04/11/23 19:15:57| INFO atc_mc finished [took 39.8921s]
04/11/23 19:16:00| INFO mulmc_sld finished [took 44.5159s]
04/11/23 19:16:08| INFO mul_sld finished [took 53.0806s]
04/11/23 19:16:08| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.4117s]
04/11/23 19:16:08| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
04/11/23 19:16:47| INFO ref finished [took 35.7800s]
04/11/23 19:16:50| INFO atc_mc finished [took 38.4484s]
04/11/23 19:16:53| INFO mulmc_sld finished [took 42.7405s]
04/11/23 19:17:01| INFO mul_sld finished [took 51.5556s]
04/11/23 19:17:01| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 52.9684s]
04/11/23 19:17:01| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
04/11/23 19:17:39| INFO ref finished [took 35.0919s]
04/11/23 19:17:43| INFO atc_mc finished [took 38.1718s]
04/11/23 19:17:45| INFO mulmc_sld finished [took 42.4413s]
04/11/23 19:17:59| INFO mul_sld finished [took 57.0766s]
04/11/23 19:17:59| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 58.3668s]
----------------------------------------------------------------------------------------------------
04/11/23 19:42:38| INFO dataset rcv1_CCAT_9prevs
04/11/23 19:42:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 19:43:27| INFO ref finished [took 38.7664s]
04/11/23 19:43:31| INFO atc_mc finished [took 42.4000s]
04/11/23 19:43:33| INFO mulmc_sld finished [took 47.0913s]
04/11/23 19:43:34| INFO binmc_sld finished [took 47.1675s]
04/11/23 19:43:49| INFO mul_sld finished [took 64.1382s]
04/11/23 19:46:00| INFO bin_sld finished [took 195.9822s]
04/11/23 19:46:00| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 197.2916s]
04/11/23 19:46:00| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
04/11/23 19:46:44| INFO ref finished [took 38.5976s]
04/11/23 19:46:48| INFO atc_mc finished [took 41.9465s]
04/11/23 19:46:49| INFO mulmc_sld finished [took 46.2205s]
04/11/23 19:46:51| INFO binmc_sld finished [took 46.7475s]
04/11/23 19:46:58| INFO mul_sld finished [took 56.3552s]
04/11/23 19:49:14| INFO bin_sld finished [took 193.2923s]
04/11/23 19:49:14| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 194.6251s]
04/11/23 19:49:14| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
04/11/23 19:49:58| INFO ref finished [took 38.3754s]
04/11/23 19:50:02| INFO atc_mc finished [took 41.0091s]
04/11/23 19:50:03| INFO mulmc_sld finished [took 45.6205s]
04/11/23 19:50:05| INFO binmc_sld finished [took 46.1852s]
04/11/23 19:50:10| INFO mul_sld finished [took 52.9704s]
04/11/23 19:52:27| INFO bin_sld finished [took 190.6101s]
04/11/23 19:52:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 192.0378s]
04/11/23 19:52:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
04/11/23 19:53:10| INFO ref finished [took 38.4467s]
04/11/23 19:53:13| INFO atc_mc finished [took 41.2602s]
04/11/23 19:53:15| INFO mulmc_sld finished [took 45.7496s]
04/11/23 19:53:16| INFO binmc_sld finished [took 45.5531s]
04/11/23 19:53:21| INFO mul_sld finished [took 52.5067s]
04/11/23 19:55:38| INFO bin_sld finished [took 190.7744s]
04/11/23 19:55:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 191.9715s]
04/11/23 19:55:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
04/11/23 19:56:21| INFO ref finished [took 37.9420s]
04/11/23 19:56:26| INFO atc_mc finished [took 41.2056s]
04/11/23 19:56:27| INFO mulmc_sld finished [took 45.7577s]
04/11/23 19:56:28| INFO binmc_sld finished [took 45.6411s]
04/11/23 19:56:34| INFO mul_sld finished [took 53.5219s]
04/11/23 19:58:51| INFO bin_sld finished [took 191.1772s]
04/11/23 19:58:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 192.4566s]
04/11/23 19:58:51| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
04/11/23 19:59:34| INFO ref finished [took 37.8604s]
04/11/23 19:59:38| INFO atc_mc finished [took 41.0334s]
04/11/23 19:59:39| INFO mulmc_sld finished [took 45.1999s]
04/11/23 19:59:40| INFO binmc_sld finished [took 45.4846s]
04/11/23 19:59:47| INFO mul_sld finished [took 54.3166s]
04/11/23 20:02:04| INFO bin_sld finished [took 191.4002s]
04/11/23 20:02:04| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 192.6275s]
04/11/23 20:02:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
04/11/23 20:02:48| INFO ref finished [took 38.8313s]
04/11/23 20:02:52| INFO atc_mc finished [took 42.1162s]
04/11/23 20:02:54| INFO mulmc_sld finished [took 47.0413s]
04/11/23 20:02:55| INFO binmc_sld finished [took 46.8891s]
04/11/23 20:03:02| INFO mul_sld finished [took 55.8821s]
04/11/23 20:05:19| INFO bin_sld finished [took 193.7571s]
04/11/23 20:05:19| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 195.2404s]
04/11/23 20:05:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
04/11/23 20:06:03| INFO ref finished [took 38.7982s]
04/11/23 20:06:06| INFO atc_mc finished [took 41.6213s]
04/11/23 20:06:08| INFO mulmc_sld finished [took 46.2646s]
04/11/23 20:06:09| INFO binmc_sld finished [took 46.2453s]
04/11/23 20:06:16| INFO mul_sld finished [took 54.8621s]
04/11/23 20:08:35| INFO bin_sld finished [took 194.5226s]
04/11/23 20:08:35| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 195.9251s]
04/11/23 20:08:35| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
04/11/23 20:09:18| INFO ref finished [took 38.3873s]
04/11/23 20:09:22| INFO atc_mc finished [took 41.2537s]
04/11/23 20:09:24| INFO mulmc_sld finished [took 46.2211s]
04/11/23 20:09:25| INFO binmc_sld finished [took 46.6421s]
04/11/23 20:09:38| INFO mul_sld finished [took 60.9539s]
04/11/23 20:11:51| INFO bin_sld finished [took 195.1888s]
04/11/23 20:11:51| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 196.4776s]
----------------------------------------------------------------------------------------------------
04/11/23 20:56:32| INFO dataset rcv1_CCAT_9prevs
04/11/23 20:56:37| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
04/11/23 20:57:33| INFO ref finished [took 49.2697s]
04/11/23 20:57:38| INFO atc_mc finished [took 53.2068s]
04/11/23 20:57:39| INFO mulmc_sld finished [took 58.6224s]
04/11/23 20:58:59| INFO mulmc_sld_gs finished [took 136.0930s]
04/11/23 21:00:30| INFO binmc_sld finished [took 230.3290s]
04/11/23 21:02:12| INFO mul_sld_gs finished [took 333.4899s]
04/11/23 21:06:49| INFO bin_sld_gs finished [took 610.5751s]
04/11/23 21:06:54| INFO binmc_sld_gs finished [took 612.8900s]
04/11/23 21:06:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 617.6873s]
04/11/23 21:06:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
04/11/23 21:07:52| INFO ref finished [took 49.8077s]
04/11/23 21:07:56| INFO atc_mc finished [took 53.3303s]
04/11/23 21:07:57| INFO mulmc_sld finished [took 58.9345s]
04/11/23 21:09:17| INFO mulmc_sld_gs finished [took 136.5258s]
04/11/23 21:10:51| INFO binmc_sld finished [took 233.4049s]
04/11/23 21:12:35| INFO mul_sld_gs finished [took 338.2751s]
04/11/23 21:17:38| INFO bin_sld_gs finished [took 641.8524s]
04/11/23 21:18:19| INFO binmc_sld_gs finished [took 679.9471s]
04/11/23 21:18:19| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 684.7098s]
04/11/23 21:18:19| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
04/11/23 21:19:24| INFO ref finished [took 55.3767s]
04/11/23 21:19:28| INFO mulmc_sld finished [took 64.2789s]
04/11/23 21:19:29| INFO atc_mc finished [took 59.5610s]
04/11/23 21:20:57| INFO mulmc_sld_gs finished [took 150.1392s]
04/11/23 21:22:36| INFO binmc_sld finished [took 253.0960s]
04/11/23 21:24:16| INFO mul_sld_gs finished [took 354.6283s]
04/11/23 21:29:15| INFO bin_sld_gs finished [took 654.3325s]
04/11/23 21:29:50| INFO binmc_sld_gs finished [took 684.5074s]
04/11/23 21:29:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 690.4897s]
04/11/23 21:29:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
04/11/23 21:30:45| INFO ref finished [took 48.2647s]
04/11/23 21:30:51| INFO atc_mc finished [took 52.2724s]
04/11/23 21:30:51| INFO mulmc_sld finished [took 57.5142s]
04/11/23 21:32:07| INFO mulmc_sld_gs finished [took 131.4908s]
04/11/23 21:33:38| INFO binmc_sld finished [took 224.9620s]
04/11/23 21:35:22| INFO mul_sld_gs finished [took 329.9053s]
04/11/23 21:40:25| INFO bin_sld_gs finished [took 634.4342s]
04/11/23 21:41:08| INFO binmc_sld_gs finished [took 673.6071s]
04/11/23 21:41:08| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 678.4725s]
04/11/23 21:41:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
04/11/23 21:42:03| INFO ref finished [took 47.4381s]
04/11/23 21:42:08| INFO atc_mc finished [took 51.3566s]
04/11/23 21:42:09| INFO mulmc_sld finished [took 56.6180s]
04/11/23 21:43:23| INFO mulmc_sld_gs finished [took 128.6413s]
04/11/23 21:44:54| INFO binmc_sld finished [took 222.7951s]
04/11/23 21:46:39| INFO mul_sld_gs finished [took 328.8118s]
04/11/23 21:51:37| INFO bin_sld_gs finished [took 627.4937s]
04/11/23 21:52:17| INFO binmc_sld_gs finished [took 663.8116s]
04/11/23 21:52:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 668.8948s]
04/11/23 21:52:17| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
04/11/23 21:53:12| INFO ref finished [took 47.6269s]
04/11/23 21:53:16| INFO atc_mc finished [took 51.1109s]
04/11/23 21:53:17| INFO mulmc_sld finished [took 56.5728s]
04/11/23 21:54:31| INFO mulmc_sld_gs finished [took 128.0358s]
04/11/23 21:56:00| INFO binmc_sld finished [took 220.0811s]
04/11/23 21:57:46| INFO mul_sld_gs finished [took 327.0856s]
04/11/23 22:02:58| INFO bin_sld_gs finished [took 639.3432s]
04/11/23 22:03:48| INFO binmc_sld_gs finished [took 686.2326s]
04/11/23 22:03:48| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 690.9677s]
04/11/23 22:03:48| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
04/11/23 22:04:42| INFO ref finished [took 47.2804s]
04/11/23 22:04:48| INFO atc_mc finished [took 51.6888s]
04/11/23 22:04:48| INFO mulmc_sld finished [took 56.1465s]
04/11/23 22:06:06| INFO mulmc_sld_gs finished [took 132.4278s]
04/11/23 22:07:33| INFO binmc_sld finished [took 221.9299s]
04/11/23 22:09:19| INFO mul_sld_gs finished [took 329.1446s]
04/11/23 22:14:09| INFO bin_sld_gs finished [took 619.3584s]
04/11/23 22:14:32| INFO binmc_sld_gs finished [took 638.7326s]
04/11/23 22:14:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 643.6278s]
04/11/23 22:14:32| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
04/11/23 22:15:26| INFO ref finished [took 47.3139s]
04/11/23 22:15:30| INFO atc_mc finished [took 50.8602s]
04/11/23 22:15:32| INFO mulmc_sld finished [took 56.5107s]
04/11/23 22:16:47| INFO mulmc_sld_gs finished [took 129.5292s]
04/11/23 22:18:22| INFO binmc_sld finished [took 226.9238s]
04/11/23 22:20:02| INFO mul_sld_gs finished [took 327.7014s]
04/11/23 22:24:57| INFO bin_sld_gs finished [took 624.4254s]
04/11/23 22:25:13| INFO binmc_sld_gs finished [took 636.2675s]
04/11/23 22:25:13| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 641.0382s]
04/11/23 22:25:13| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
04/11/23 22:26:07| INFO ref finished [took 47.3224s]
04/11/23 22:26:12| INFO atc_mc finished [took 51.1828s]
04/11/23 22:26:13| INFO mulmc_sld finished [took 56.6133s]
04/11/23 22:27:30| INFO mulmc_sld_gs finished [took 131.3662s]
04/11/23 22:29:05| INFO binmc_sld finished [took 229.3002s]
04/11/23 22:30:38| INFO mul_sld_gs finished [took 323.5271s]
04/11/23 22:35:21| INFO bin_sld_gs finished [took 606.6430s]
04/11/23 22:35:30| INFO binmc_sld_gs finished [took 612.5966s]
04/11/23 22:35:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 617.3109s]
----------------------------------------------------------------------------------------------------
04/11/23 22:49:37| ERROR Evaluation over rcv1_CCAT_3prevs failed. Exception: 'Invalid estimator: estimator binmc_sld_gs does not exist'
04/11/23 22:49:37| ERROR Failed while saving configuration rcv1_CCAT_debug of rcv1_CCAT_3prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
----------------------------------------------------------------------------------------------------
04/11/23 22:50:07| INFO dataset rcv1_CCAT_3prevs
04/11/23 22:50:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
----------------------------------------------------------------------------------------------------
04/11/23 22:55:55| INFO dataset rcv1_CCAT_3prevs
04/11/23 22:55:59| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
04/11/23 22:56:48| INFO ref finished [took 44.4275s]
----------------------------------------------------------------------------------------------------
04/11/23 22:56:59| INFO dataset rcv1_CCAT_3prevs
04/11/23 22:57:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
04/11/23 22:57:09| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'TypeError' and 'int'
04/11/23 22:57:17| WARNING Method bin_sld_gs failed. Exception: '>=' not supported between instances of 'TypeError' and 'int'
----------------------------------------------------------------------------------------------------
04/11/23 22:58:04| INFO dataset rcv1_CCAT_3prevs
04/11/23 22:58:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
04/11/23 22:58:58| INFO ref finished [took 43.7541s]
04/11/23 22:59:05| INFO atc_mc finished [took 50.0628s]
----------------------------------------------------------------------------------------------------
04/11/23 23:01:22| INFO dataset rcv1_CCAT_3prevs
04/11/23 23:01:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
04/11/23 23:02:16| INFO ref finished [took 43.9765s]
04/11/23 23:02:23| INFO atc_mc finished [took 50.5568s]
----------------------------------------------------------------------------------------------------
04/11/23 23:09:33| INFO dataset rcv1_CCAT_3prevs
04/11/23 23:09:37| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
04/11/23 23:09:38| WARNING Method binmc_sld failed. Exception: classifier and pred_proba cannot be both None
04/11/23 23:09:39| WARNING Method mulmc_sld failed. Exception: classifier and pred_proba cannot be both None
04/11/23 23:09:40| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work
04/11/23 23:09:41| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
----------------------------------------------------------------------------------------------------
04/11/23 23:10:23| INFO dataset rcv1_CCAT_3prevs
04/11/23 23:10:28| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
04/11/23 23:11:15| INFO ref finished [took 42.4887s]
04/11/23 23:11:20| INFO atc_mc finished [took 45.6262s]
04/11/23 23:11:21| INFO mulmc_sld finished [took 50.9790s]
04/11/23 23:13:57| INFO binmc_sld finished [took 208.3159s]
----------------------------------------------------------------------------------------------------
04/11/23 23:16:22| INFO dataset rcv1_CCAT_3prevs
04/11/23 23:16:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
04/11/23 23:17:12| INFO ref finished [took 40.5978s]
04/11/23 23:17:16| INFO atc_mc finished [took 43.6933s]
04/11/23 23:17:17| INFO mulmc_sld finished [took 49.0808s]
04/11/23 23:19:53| INFO binmc_sld finished [took 205.5731s]
04/11/23 23:22:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00672) [took 354.1411s]
04/11/23 23:23:05| INFO mul_sld_gs finished [took 394.8240s]
04/11/23 23:30:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00891) [took 852.1465s]
04/11/23 23:33:44| INFO bin_sld_gs finished [took 1035.2071s]
04/11/23 23:33:44| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs finished [took 1038.1845s]
04/11/23 23:33:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs started
04/11/23 23:34:33| INFO ref finished [took 43.6409s]
04/11/23 23:34:37| INFO atc_mc finished [took 46.7818s]
04/11/23 23:34:38| INFO mulmc_sld finished [took 51.3459s]
04/11/23 23:37:15| INFO binmc_sld finished [took 209.5746s]
04/11/23 23:39:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00553) [took 359.3210s]
04/11/23 23:40:28| INFO mul_sld_gs finished [took 399.5320s]
04/11/23 23:48:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.01058) [took 855.1289s]
04/11/23 23:51:06| INFO bin_sld_gs finished [took 1038.6344s]
04/11/23 23:51:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs finished [took 1041.6478s]
04/11/23 23:51:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT_3prevs started
04/11/23 23:51:51| INFO ref finished [took 40.0694s]
04/11/23 23:51:55| INFO atc_mc finished [took 42.4882s]
04/11/23 23:51:56| INFO mulmc_sld finished [took 47.7936s]
04/11/23 23:54:29| INFO binmc_sld finished [took 201.3777s]
04/11/23 23:57:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00429) [took 352.7820s]
04/11/23 23:57:43| INFO mul_sld_gs finished [took 392.5201s]
05/11/23 00:05:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00552) [took 851.9361s]
05/11/23 00:08:24| INFO bin_sld_gs finished [took 1034.7353s]
05/11/23 00:08:24| INFO Dataset sample 0.60 of dataset rcv1_CCAT_3prevs finished [took 1037.8033s]
----------------------------------------------------------------------------------------------------
05/11/23 00:11:07| INFO dataset rcv1_CCAT_3prevs
05/11/23 00:11:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_3prevs started
----------------------------------------------------------------------------------------------------
05/11/23 00:28:39| INFO dataset imdb_3prevs
05/11/23 00:28:46| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 00:28:55| INFO ref finished [took 8.7347s]
05/11/23 00:28:58| INFO atc_mc finished [took 11.6376s]
05/11/23 00:28:59| INFO mulmc_sld finished [took 13.5476s]
05/11/23 00:28:59| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 13.9513s]
05/11/23 00:28:59| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 00:29:09| INFO ref finished [took 8.7049s]
05/11/23 00:29:12| INFO atc_mc finished [took 11.6170s]
05/11/23 00:29:14| INFO mulmc_sld finished [took 13.7416s]
05/11/23 00:29:14| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.2842s]
05/11/23 00:29:14| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 00:29:23| INFO ref finished [took 8.6894s]
05/11/23 00:29:26| INFO atc_mc finished [took 11.5275s]
05/11/23 00:29:28| INFO mulmc_sld finished [took 13.6977s]
05/11/23 00:29:28| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2742s]
----------------------------------------------------------------------------------------------------
05/11/23 00:34:12| INFO dataset imdb_3prevs
05/11/23 00:34:22| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 00:34:41| INFO ref finished [took 17.6558s]
05/11/23 00:34:46| INFO mulmc_sld finished [took 22.9646s]
05/11/23 00:34:48| INFO atc_mc finished [took 24.5871s]
05/11/23 00:34:48| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 25.3179s]
05/11/23 00:34:48| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 00:35:05| INFO ref finished [took 17.2188s]
05/11/23 00:35:10| INFO mulmc_sld finished [took 22.2420s]
05/11/23 00:35:12| INFO atc_mc finished [took 23.9752s]
05/11/23 00:35:12| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 24.7688s]
05/11/23 00:35:12| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 00:35:33| INFO ref finished [took 20.0731s]
05/11/23 00:35:38| INFO mulmc_sld finished [took 24.8736s]
05/11/23 00:35:40| INFO atc_mc finished [took 27.0318s]
05/11/23 00:35:40| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 27.8108s]
----------------------------------------------------------------------------------------------------
05/11/23 00:39:57| INFO dataset imdb_1prevs
05/11/23 00:40:07| INFO Dataset sample 0.50 of dataset imdb_1prevs started
05/11/23 00:40:26| INFO ref finished [took 17.4863s]
05/11/23 00:40:31| INFO mulmc_sld finished [took 22.5384s]
05/11/23 00:40:33| INFO atc_mc finished [took 24.2747s]
05/11/23 00:40:33| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 25.6430s]
----------------------------------------------------------------------------------------------------
05/11/23 00:41:36| INFO dataset imdb_2prevs
05/11/23 00:41:46| INFO Dataset sample 0.20 of dataset imdb_2prevs started
05/11/23 00:42:05| INFO ref finished [took 17.6637s]
05/11/23 00:42:10| INFO mulmc_sld finished [took 22.6956s]
05/11/23 00:42:11| INFO atc_mc finished [took 24.3529s]
05/11/23 00:42:11| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 25.0708s]
05/11/23 00:42:11| INFO Dataset sample 0.80 of dataset imdb_2prevs started
05/11/23 00:42:29| INFO ref finished [took 17.2818s]
05/11/23 00:42:34| INFO mulmc_sld finished [took 22.4054s]
05/11/23 00:42:36| INFO atc_mc finished [took 23.9392s]
05/11/23 00:42:36| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.7193s]
----------------------------------------------------------------------------------------------------
05/11/23 00:45:54| INFO dataset imdb_2prevs
05/11/23 00:46:04| INFO Dataset sample 0.20 of dataset imdb_2prevs started
05/11/23 00:46:22| INFO ref finished [took 17.2217s]
05/11/23 00:46:27| INFO mulmc_sld finished [took 22.2712s]
05/11/23 00:46:28| INFO atc_mc finished [took 23.7770s]
05/11/23 00:46:28| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 24.5092s]
05/11/23 00:46:28| INFO Dataset sample 0.80 of dataset imdb_2prevs started
05/11/23 00:46:46| INFO ref finished [took 17.1303s]
05/11/23 00:46:51| INFO mulmc_sld finished [took 22.5084s]
05/11/23 00:46:53| INFO atc_mc finished [took 23.9160s]
05/11/23 00:46:53| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.6992s]
----------------------------------------------------------------------------------------------------
05/11/23 00:51:06| INFO dataset imdb_2prevs
05/11/23 00:51:16| INFO Dataset sample 0.20 of dataset imdb_2prevs started
05/11/23 00:51:33| INFO ref finished [took 17.0670s]
05/11/23 00:51:38| INFO mulmc_sld finished [took 22.3141s]
05/11/23 00:51:40| INFO atc_mc finished [took 23.7219s]
05/11/23 00:51:40| INFO Dataset sample 0.20 of dataset imdb_2prevs finished [took 24.4385s]
05/11/23 00:51:40| INFO Dataset sample 0.80 of dataset imdb_2prevs started
05/11/23 00:51:58| INFO ref finished [took 17.1894s]
05/11/23 00:52:03| INFO mulmc_sld finished [took 22.4247s]
05/11/23 00:52:04| INFO atc_mc finished [took 23.6032s]
05/11/23 00:52:04| INFO Dataset sample 0.80 of dataset imdb_2prevs finished [took 24.3674s]
----------------------------------------------------------------------------------------------------
05/11/23 00:53:32| INFO dataset imdb_3prevs
05/11/23 00:53:39| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 00:53:48| INFO ref finished [took 8.8062s]
05/11/23 00:53:51| INFO atc_mc finished [took 11.7173s]
05/11/23 00:53:53| INFO mulmc_sld finished [took 13.8761s]
05/11/23 00:53:53| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.3147s]
05/11/23 00:53:53| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 00:54:03| INFO ref finished [took 8.9071s]
05/11/23 00:54:06| INFO atc_mc finished [took 11.7005s]
05/11/23 00:54:08| INFO mulmc_sld finished [took 13.6266s]
05/11/23 00:54:08| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.1625s]
05/11/23 00:54:08| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 00:54:17| INFO ref finished [took 8.7680s]
05/11/23 00:54:20| INFO atc_mc finished [took 11.4957s]
05/11/23 00:54:22| INFO mulmc_sld finished [took 13.5719s]
05/11/23 00:54:22| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.1564s]
----------------------------------------------------------------------------------------------------
05/11/23 00:57:53| INFO dataset imdb_3prevs
05/11/23 00:57:59| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 00:58:08| INFO ref finished [took 8.7497s]
05/11/23 00:58:12| INFO atc_mc finished [took 11.6903s]
05/11/23 00:58:13| INFO mulmc_sld finished [took 13.6731s]
05/11/23 00:58:13| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.1073s]
05/11/23 00:58:13| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 00:58:23| INFO ref finished [took 8.7718s]
05/11/23 00:58:26| INFO atc_mc finished [took 11.7653s]
05/11/23 00:58:28| INFO mulmc_sld finished [took 13.9184s]
05/11/23 00:58:28| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.4270s]
05/11/23 00:58:28| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 00:58:37| INFO ref finished [took 8.8129s]
05/11/23 00:58:40| INFO atc_mc finished [took 11.7267s]
05/11/23 00:58:42| INFO mulmc_sld finished [took 13.6726s]
05/11/23 00:58:42| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2387s]
----------------------------------------------------------------------------------------------------
05/11/23 01:04:04| INFO dataset imdb_3prevs
05/11/23 01:04:10| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 01:04:20| INFO ref finished [took 8.7879s]
05/11/23 01:04:23| INFO atc_mc finished [took 11.8757s]
05/11/23 01:04:25| INFO mulmc_sld finished [took 13.8698s]
05/11/23 01:04:25| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 14.2927s]
05/11/23 01:04:25| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 01:04:34| INFO ref finished [took 8.9200s]
05/11/23 01:04:37| INFO atc_mc finished [took 11.9555s]
05/11/23 01:04:39| INFO mulmc_sld finished [took 13.9860s]
05/11/23 01:04:39| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 14.5339s]
05/11/23 01:04:39| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 01:04:49| INFO ref finished [took 8.8757s]
05/11/23 01:04:52| INFO atc_mc finished [took 11.8222s]
05/11/23 01:04:53| INFO mulmc_sld finished [took 13.7034s]
05/11/23 01:04:53| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 14.2710s]
----------------------------------------------------------------------------------------------------
05/11/23 01:08:05| INFO dataset rcv1_CCAT_9prevs
05/11/23 01:08:09| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 01:08:55| INFO ref finished [took 40.9427s]
05/11/23 01:09:00| INFO atc_mc finished [took 44.2152s]
05/11/23 01:09:01| INFO mulmc_sld finished [took 49.6089s]
05/11/23 01:11:38| INFO bin_sld finished [took 207.5917s]
05/11/23 01:13:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 333.7044s]
05/11/23 01:14:30| INFO mul_sld_gs finished [took 376.3503s]
05/11/23 01:20:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00619) [took 751.2730s]
05/11/23 01:23:45| INFO bin_sld_gs finished [took 932.2941s]
05/11/23 01:23:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 935.3228s]
05/11/23 01:23:45| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
05/11/23 01:24:30| INFO ref finished [took 39.9821s]
05/11/23 01:24:34| INFO atc_mc finished [took 43.3585s]
05/11/23 01:24:36| INFO mulmc_sld finished [took 48.6404s]
05/11/23 01:27:08| INFO bin_sld finished [took 202.3970s]
05/11/23 01:29:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00699) [took 328.6883s]
05/11/23 01:30:00| INFO mul_sld_gs finished [took 371.2150s]
05/11/23 01:36:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00780) [took 771.8150s]
05/11/23 01:39:44| INFO bin_sld_gs finished [took 956.5831s]
05/11/23 01:39:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 959.5214s]
05/11/23 01:39:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
05/11/23 01:40:38| INFO ref finished [took 46.9727s]
05/11/23 01:40:42| INFO atc_mc finished [took 49.6456s]
05/11/23 01:40:43| INFO mulmc_sld finished [took 55.1784s]
05/11/23 01:43:16| INFO bin_sld finished [took 209.5653s]
05/11/23 01:45:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00720) [took 340.0613s]
05/11/23 01:46:09| INFO mul_sld_gs finished [took 379.3695s]
05/11/23 01:53:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00810) [took 813.3118s]
05/11/23 01:56:25| INFO bin_sld_gs finished [took 996.4380s]
05/11/23 01:56:25| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1000.8297s]
05/11/23 01:56:25| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
05/11/23 01:57:11| INFO ref finished [took 40.2515s]
05/11/23 01:57:15| INFO atc_mc finished [took 43.5348s]
05/11/23 01:57:15| INFO mulmc_sld finished [took 48.1622s]
05/11/23 01:59:46| INFO bin_sld finished [took 200.0955s]
05/11/23 02:02:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00644) [took 331.2368s]
05/11/23 02:02:40| INFO mul_sld_gs finished [took 370.8879s]
05/11/23 02:10:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.01269) [took 813.7272s]
05/11/23 02:13:04| INFO bin_sld_gs finished [took 995.6098s]
05/11/23 02:13:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 998.5647s]
05/11/23 02:13:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
05/11/23 02:13:50| INFO ref finished [took 41.4181s]
05/11/23 02:13:55| INFO atc_mc finished [took 44.8414s]
05/11/23 02:13:55| INFO mulmc_sld finished [took 49.5767s]
05/11/23 02:16:27| INFO bin_sld finished [took 201.8696s]
05/11/23 02:18:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00636) [took 325.5401s]
05/11/23 02:19:17| INFO mul_sld_gs finished [took 368.9682s]
05/11/23 02:26:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 799.7618s]
05/11/23 02:29:29| INFO bin_sld_gs finished [took 982.2921s]
05/11/23 02:29:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 985.2925s]
05/11/23 02:29:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
05/11/23 02:30:14| INFO ref finished [took 40.3341s]
05/11/23 02:30:18| INFO atc_mc finished [took 43.3032s]
05/11/23 02:30:19| INFO mulmc_sld finished [took 47.8507s]
05/11/23 02:32:51| INFO bin_sld finished [took 200.9647s]
05/11/23 02:34:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00596) [took 321.5172s]
05/11/23 02:35:33| INFO mul_sld_gs finished [took 360.5222s]
05/11/23 02:43:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 829.7314s]
05/11/23 02:46:23| INFO bin_sld_gs finished [took 1011.3917s]
05/11/23 02:46:23| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1014.2514s]
05/11/23 02:46:23| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
05/11/23 02:47:09| INFO ref finished [took 40.4272s]
05/11/23 02:47:13| INFO atc_mc finished [took 43.8966s]
05/11/23 02:47:14| INFO mulmc_sld finished [took 48.4437s]
05/11/23 02:49:47| INFO bin_sld finished [took 202.6013s]
05/11/23 02:51:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00653) [took 329.4236s]
05/11/23 02:52:36| INFO mul_sld_gs finished [took 368.7426s]
05/11/23 02:59:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01370) [took 804.3215s]
05/11/23 03:02:54| INFO bin_sld_gs finished [took 987.5377s]
05/11/23 03:02:54| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 990.4607s]
05/11/23 03:02:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
05/11/23 03:03:40| INFO ref finished [took 41.5104s]
05/11/23 03:03:44| INFO atc_mc finished [took 44.1770s]
05/11/23 03:03:46| INFO mulmc_sld finished [took 49.7176s]
05/11/23 03:06:27| INFO bin_sld finished [took 211.4985s]
05/11/23 03:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00822) [took 334.7029s]
05/11/23 03:09:16| INFO mul_sld_gs finished [took 377.8219s]
05/11/23 03:16:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00984) [took 805.4146s]
05/11/23 03:19:28| INFO bin_sld_gs finished [took 991.0520s]
05/11/23 03:19:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 994.1016s]
05/11/23 03:19:28| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
05/11/23 03:20:18| INFO ref finished [took 44.1663s]
05/11/23 03:20:22| INFO atc_mc finished [took 47.3231s]
05/11/23 03:20:23| INFO mulmc_sld finished [took 53.1243s]
05/11/23 03:23:10| INFO bin_sld finished [took 220.4921s]
05/11/23 03:25:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00811) [took 338.9143s]
05/11/23 03:25:56| INFO mul_sld_gs finished [took 383.9350s]
05/11/23 03:32:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00954) [took 792.6190s]
05/11/23 03:35:44| INFO bin_sld_gs finished [took 973.2397s]
05/11/23 03:35:44| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 976.4502s]
05/11/23 03:35:57| INFO dataset imbd_9prevs
05/11/23 03:35:57| ERROR Evaluation over imbd_9prevs failed. Exception: 'imbd'
----------------------------------------------------------------------------------------------------
05/11/23 09:42:24| INFO dataset imdb_9prevs
05/11/23 09:42:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
05/11/23 09:42:44| INFO ref finished [took 10.6450s]
05/11/23 09:42:47| INFO atc_mc finished [took 13.9369s]
05/11/23 09:42:49| INFO mulmc_sld finished [took 16.6526s]
05/11/23 09:42:56| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
05/11/23 09:45:26| INFO bin_sld finished [took 173.8798s]
05/11/23 09:47:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.03792) [took 285.1339s]
05/11/23 09:47:33| INFO mul_sld_gs finished [took 300.3243s]
05/11/23 09:47:33| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 302.7180s]
05/11/23 09:47:33| INFO Dataset sample 0.20 of dataset imdb_9prevs started
05/11/23 09:47:46| INFO ref finished [took 12.0501s]
05/11/23 09:47:50| INFO atc_mc finished [took 15.0907s]
05/11/23 09:47:52| INFO mulmc_sld finished [took 17.8502s]
05/11/23 09:50:42| INFO bin_sld finished [took 188.2533s]
05/11/23 09:53:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.01067) [took 328.6088s]
05/11/23 09:53:19| INFO mul_sld_gs finished [took 345.1926s]
05/11/23 10:00:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00923) [took 798.1316s]
05/11/23 10:03:34| INFO bin_sld_gs finished [took 960.1696s]
05/11/23 10:03:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 960.9823s]
05/11/23 10:03:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
05/11/23 10:03:46| INFO ref finished [took 10.8585s]
05/11/23 10:03:49| INFO atc_mc finished [took 13.6836s]
05/11/23 10:03:51| INFO mulmc_sld finished [took 15.8085s]
05/11/23 10:06:39| INFO bin_sld finished [took 183.7435s]
05/11/23 10:09:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00707) [took 326.5308s]
05/11/23 10:09:15| INFO mul_sld_gs finished [took 339.3412s]
05/11/23 10:16:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01094) [took 796.0895s]
05/11/23 10:19:27| INFO bin_sld_gs finished [took 952.0793s]
05/11/23 10:19:27| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 953.0580s]
05/11/23 10:19:27| INFO Dataset sample 0.40 of dataset imdb_9prevs started
05/11/23 10:19:39| INFO ref finished [took 10.8707s]
05/11/23 10:19:42| INFO atc_mc finished [took 13.9089s]
05/11/23 10:19:44| INFO mulmc_sld finished [took 15.9994s]
05/11/23 10:22:17| INFO bin_sld finished [took 168.9998s]
05/11/23 10:24:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00999) [took 306.5297s]
05/11/23 10:24:47| INFO mul_sld_gs finished [took 318.6584s]
05/11/23 10:32:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.01176) [took 782.7189s]
05/11/23 10:35:07| INFO bin_sld_gs finished [took 939.3830s]
05/11/23 10:35:07| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 940.2365s]
05/11/23 10:35:07| INFO Dataset sample 0.50 of dataset imdb_9prevs started
05/11/23 10:35:19| INFO ref finished [took 10.1160s]
05/11/23 10:35:22| INFO atc_mc finished [took 13.6292s]
05/11/23 10:35:24| INFO mulmc_sld finished [took 15.7949s]
05/11/23 10:38:04| INFO bin_sld finished [took 176.0746s]
05/11/23 10:40:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01008) [took 319.8045s]
05/11/23 10:40:45| INFO mul_sld_gs finished [took 336.8792s]
05/11/23 10:48:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00942) [took 802.9266s]
05/11/23 10:51:09| INFO bin_sld_gs finished [took 961.0002s]
05/11/23 10:51:09| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 961.8311s]
05/11/23 10:51:09| INFO Dataset sample 0.60 of dataset imdb_9prevs started
05/11/23 10:51:21| INFO ref finished [took 10.7059s]
05/11/23 10:51:24| INFO atc_mc finished [took 13.8934s]
05/11/23 10:51:26| INFO mulmc_sld finished [took 16.0295s]
05/11/23 10:54:09| INFO bin_sld finished [took 179.1806s]
05/11/23 10:56:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00906) [took 320.5350s]
05/11/23 10:56:45| INFO mul_sld_gs finished [took 334.5485s]
05/11/23 11:04:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01228) [took 824.5702s]
05/11/23 11:07:33| INFO bin_sld_gs finished [took 983.3806s]
05/11/23 11:07:33| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 984.1981s]
05/11/23 11:07:34| INFO Dataset sample 0.70 of dataset imdb_9prevs started
05/11/23 11:07:45| INFO ref finished [took 10.7034s]
05/11/23 11:07:49| INFO atc_mc finished [took 14.0668s]
05/11/23 11:07:51| INFO mulmc_sld finished [took 16.2499s]
----------------------------------------------------------------------------------------------------
05/11/23 11:09:19| INFO dataset rcv1_CCAT_9prevs
05/11/23 11:09:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
----------------------------------------------------------------------------------------------------
05/11/23 11:10:40| INFO dataset rcv1_CCAT_9prevs
05/11/23 11:10:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 11:11:21| INFO ref finished [took 34.7944s]
05/11/23 11:11:25| INFO atc_mc finished [took 37.6168s]
05/11/23 11:11:36| INFO mulmc_sld finished [took 51.0883s]
05/11/23 11:11:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 52.3442s]
05/11/23 11:11:36| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
05/11/23 11:12:14| INFO ref finished [took 35.0033s]
05/11/23 11:12:17| INFO atc_mc finished [took 37.7761s]
05/11/23 11:12:24| INFO mulmc_sld finished [took 46.2195s]
05/11/23 11:12:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 47.5446s]
05/11/23 11:12:24| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
05/11/23 11:13:01| INFO ref finished [took 35.1077s]
05/11/23 11:13:05| INFO atc_mc finished [took 37.7889s]
05/11/23 11:13:12| INFO mulmc_sld finished [took 46.6515s]
05/11/23 11:13:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 48.0359s]
05/11/23 11:13:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
05/11/23 11:13:49| INFO ref finished [took 35.0214s]
05/11/23 11:13:53| INFO atc_mc finished [took 37.9480s]
05/11/23 11:14:00| INFO mulmc_sld finished [took 46.4140s]
05/11/23 11:14:00| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 47.5164s]
05/11/23 11:14:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
05/11/23 11:14:37| INFO ref finished [took 35.2699s]
05/11/23 11:14:41| INFO atc_mc finished [took 37.9490s]
05/11/23 11:14:49| INFO mulmc_sld finished [took 47.7005s]
05/11/23 11:14:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 49.0189s]
05/11/23 11:14:49| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
05/11/23 11:15:26| INFO ref finished [took 35.2350s]
05/11/23 11:15:30| INFO atc_mc finished [took 38.6364s]
05/11/23 11:15:39| INFO mulmc_sld finished [took 48.8860s]
05/11/23 11:15:39| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 50.1097s]
05/11/23 11:15:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
05/11/23 11:16:16| INFO ref finished [took 35.0322s]
05/11/23 11:16:20| INFO atc_mc finished [took 38.4809s]
05/11/23 11:16:29| INFO mulmc_sld finished [took 48.6466s]
05/11/23 11:16:29| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 50.0372s]
05/11/23 11:16:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
05/11/23 11:17:06| INFO ref finished [took 35.2988s]
05/11/23 11:17:10| INFO atc_mc finished [took 38.3390s]
05/11/23 11:17:18| INFO mulmc_sld finished [took 47.8829s]
05/11/23 11:17:18| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 49.2700s]
05/11/23 11:17:18| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
05/11/23 11:17:56| INFO ref finished [took 35.2614s]
05/11/23 11:17:59| INFO atc_mc finished [took 38.1131s]
05/11/23 11:18:08| INFO mulmc_sld finished [took 49.0925s]
05/11/23 11:18:09| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 50.4765s]
----------------------------------------------------------------------------------------------------
05/11/23 11:26:35| INFO dataset rcv1_CCAT_9prevs
05/11/23 11:26:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 11:27:17| INFO ref finished [took 35.3305s]
05/11/23 11:27:21| INFO atc_mc finished [took 37.9469s]
05/11/23 11:27:28| INFO mulmc_sld finished [took 46.9769s]
05/11/23 11:27:28| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 48.3022s]
05/11/23 11:27:28| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
05/11/23 11:28:05| INFO ref finished [took 35.2459s]
05/11/23 11:28:09| INFO atc_mc finished [took 38.1660s]
05/11/23 11:28:15| INFO mulmc_sld finished [took 46.3832s]
05/11/23 11:28:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 47.7328s]
05/11/23 11:28:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
05/11/23 11:28:53| INFO ref finished [took 35.4919s]
05/11/23 11:28:57| INFO atc_mc finished [took 38.1023s]
05/11/23 11:29:03| INFO mulmc_sld finished [took 46.4657s]
05/11/23 11:29:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 47.8578s]
05/11/23 11:29:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
05/11/23 11:29:41| INFO ref finished [took 35.3209s]
05/11/23 11:29:45| INFO atc_mc finished [took 38.3693s]
05/11/23 11:29:51| INFO mulmc_sld finished [took 46.5707s]
05/11/23 11:29:51| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 47.7036s]
05/11/23 11:29:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
05/11/23 11:30:28| INFO ref finished [took 35.0276s]
05/11/23 11:30:32| INFO atc_mc finished [took 38.1508s]
05/11/23 11:30:40| INFO mulmc_sld finished [took 47.6215s]
05/11/23 11:30:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 48.9244s]
05/11/23 11:30:40| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
05/11/23 11:31:17| INFO ref finished [took 35.3308s]
05/11/23 11:31:21| INFO atc_mc finished [took 38.0629s]
05/11/23 11:31:29| INFO mulmc_sld finished [took 47.8783s]
05/11/23 11:31:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 49.1655s]
05/11/23 11:31:29| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
05/11/23 11:32:07| INFO ref finished [took 35.1485s]
05/11/23 11:32:10| INFO atc_mc finished [took 38.1974s]
05/11/23 11:32:18| INFO mulmc_sld finished [took 47.6056s]
05/11/23 11:32:18| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 48.9545s]
05/11/23 11:32:18| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
05/11/23 11:32:56| INFO ref finished [took 35.1879s]
05/11/23 11:32:59| INFO atc_mc finished [took 38.1684s]
05/11/23 11:33:07| INFO mulmc_sld finished [took 47.5635s]
05/11/23 11:33:07| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 48.9364s]
05/11/23 11:33:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
05/11/23 11:33:45| INFO ref finished [took 35.5855s]
05/11/23 11:33:48| INFO atc_mc finished [took 38.1206s]
05/11/23 11:33:54| INFO mulmc_sld finished [took 45.1957s]
05/11/23 11:33:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 46.5129s]
----------------------------------------------------------------------------------------------------
05/11/23 12:02:53| INFO dataset rcv1_CCAT_9prevs
05/11/23 12:02:58| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 12:03:01| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
05/11/23 12:03:37| INFO ref finished [took 34.9513s]
05/11/23 12:03:41| INFO atc_mc finished [took 37.7710s]
05/11/23 12:03:47| INFO mulmc_sld finished [took 47.2144s]
05/11/23 12:03:56| INFO mul_sld finished [took 56.8347s]
05/11/23 12:03:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 58.1052s]
05/11/23 12:03:56| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
05/11/23 12:03:59| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
05/11/23 12:04:36| INFO ref finished [took 35.5921s]
05/11/23 12:04:40| INFO atc_mc finished [took 38.4587s]
05/11/23 12:04:46| INFO mulmc_sld finished [took 47.5756s]
05/11/23 12:04:47| INFO mul_sld finished [took 50.0690s]
05/11/23 12:04:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 51.3609s]
05/11/23 12:04:47| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
05/11/23 12:04:50| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
05/11/23 12:05:28| INFO ref finished [took 36.0399s]
05/11/23 12:05:31| INFO atc_mc finished [took 38.9414s]
05/11/23 12:05:38| INFO mulmc_sld finished [took 48.4594s]
05/11/23 12:05:38| INFO mul_sld finished [took 49.4355s]
05/11/23 12:05:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 50.7799s]
05/11/23 12:05:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
05/11/23 12:05:41| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
----------------------------------------------------------------------------------------------------
05/11/23 12:06:13| INFO dataset rcv1_CCAT_9prevs
05/11/23 12:06:18| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 12:07:03| INFO ref finished [took 41.7793s]
05/11/23 12:07:10| INFO atc_mc finished [took 48.0537s]
05/11/23 12:07:38| WARNING Method mulne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
----------------------------------------------------------------------------------------------------
05/11/23 12:08:00| INFO dataset rcv1_CCAT_9prevs
05/11/23 12:08:04| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 12:08:47| INFO ref finished [took 37.5352s]
05/11/23 12:08:50| INFO atc_mc finished [took 40.2843s]
05/11/23 12:08:55| INFO mulne_sld finished [took 47.4558s]
05/11/23 12:08:56| INFO mulmc_sld finished [took 49.8247s]
05/11/23 12:09:05| INFO mul_sld finished [took 59.5033s]
05/11/23 12:09:05| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 60.7605s]
05/11/23 12:09:05| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
05/11/23 12:09:47| INFO ref finished [took 37.4891s]
05/11/23 12:09:52| INFO atc_mc finished [took 40.9763s]
05/11/23 12:09:58| INFO mulmc_sld finished [took 50.3687s]
05/11/23 12:09:59| INFO mulne_sld finished [took 50.8494s]
05/11/23 12:10:00| INFO mul_sld finished [took 53.7955s]
05/11/23 12:10:00| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 55.1095s]
05/11/23 12:10:00| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
05/11/23 12:10:44| INFO ref finished [took 39.3665s]
05/11/23 12:10:49| INFO atc_mc finished [took 43.1884s]
05/11/23 12:10:55| INFO mul_sld finished [took 53.2533s]
05/11/23 12:10:55| INFO mulmc_sld finished [took 52.6179s]
05/11/23 12:10:56| INFO mulne_sld finished [took 52.7117s]
05/11/23 12:10:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 56.0058s]
05/11/23 12:10:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
05/11/23 12:11:40| INFO ref finished [took 39.1357s]
05/11/23 12:11:44| INFO atc_mc finished [took 42.7168s]
05/11/23 12:11:50| INFO mul_sld finished [took 53.1250s]
05/11/23 12:11:51| INFO mulmc_sld finished [took 52.6875s]
05/11/23 12:11:51| INFO mulne_sld finished [took 51.9871s]
05/11/23 12:11:51| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 55.0715s]
05/11/23 12:11:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
05/11/23 12:12:34| INFO ref finished [took 38.0624s]
05/11/23 12:12:38| INFO atc_mc finished [took 40.9414s]
05/11/23 12:12:45| INFO mul_sld finished [took 52.0220s]
05/11/23 12:12:46| INFO mulmc_sld finished [took 52.0904s]
05/11/23 12:12:47| INFO mulne_sld finished [took 52.2011s]
05/11/23 12:12:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 55.6901s]
05/11/23 12:12:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
05/11/23 12:13:29| INFO ref finished [took 37.9734s]
05/11/23 12:13:34| INFO atc_mc finished [took 41.4316s]
05/11/23 12:13:41| INFO mulmc_sld finished [took 51.9276s]
05/11/23 12:13:42| INFO mul_sld finished [took 53.8232s]
05/11/23 12:13:43| INFO mulne_sld finished [took 52.4359s]
05/11/23 12:13:43| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 55.5737s]
05/11/23 12:13:43| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
05/11/23 12:14:25| INFO ref finished [took 38.1687s]
05/11/23 12:14:29| INFO atc_mc finished [took 40.6142s]
05/11/23 12:14:37| INFO mulmc_sld finished [took 52.4191s]
05/11/23 12:14:38| INFO mul_sld finished [took 53.7962s]
05/11/23 12:14:38| INFO mulne_sld finished [took 52.1544s]
05/11/23 12:14:38| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 55.4465s]
05/11/23 12:14:38| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
05/11/23 12:15:21| INFO ref finished [took 38.4494s]
05/11/23 12:15:25| INFO atc_mc finished [took 40.9944s]
05/11/23 12:15:32| INFO mulmc_sld finished [took 51.8551s]
05/11/23 12:15:33| INFO mul_sld finished [took 53.4409s]
05/11/23 12:15:33| INFO mulne_sld finished [took 51.7256s]
05/11/23 12:15:33| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 55.1132s]
05/11/23 12:15:33| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
05/11/23 12:16:16| INFO ref finished [took 38.2838s]
05/11/23 12:16:20| INFO atc_mc finished [took 41.3532s]
05/11/23 12:16:24| INFO mulmc_sld finished [took 49.1257s]
05/11/23 12:16:26| INFO mulne_sld finished [took 49.8205s]
05/11/23 12:16:34| INFO mul_sld finished [took 59.1323s]
05/11/23 12:16:34| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.4191s]
----------------------------------------------------------------------------------------------------
05/11/23 12:23:45| INFO dataset rcv1_CCAT_9prevs
05/11/23 12:23:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 12:24:32| INFO ref finished [took 38.5638s]
05/11/23 12:24:36| INFO atc_mc finished [took 41.5043s]
05/11/23 12:27:13| INFO binmc_sld finished [took 201.7673s]
05/11/23 12:27:14| INFO bin_sld finished [took 203.3515s]
05/11/23 12:27:17| INFO binne_sld finished [took 204.1403s]
05/11/23 12:27:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 207.1212s]
05/11/23 12:27:17| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
05/11/23 12:27:59| INFO ref finished [took 37.8990s]
05/11/23 12:28:02| INFO atc_mc finished [took 40.1947s]
05/11/23 12:30:36| INFO bin_sld finished [took 197.7408s]
05/11/23 12:30:37| INFO binne_sld finished [took 197.0819s]
05/11/23 12:30:37| INFO binmc_sld finished [took 198.5545s]
05/11/23 12:30:37| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 200.7762s]
05/11/23 12:30:37| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
05/11/23 12:31:19| INFO ref finished [took 37.3749s]
05/11/23 12:31:23| INFO atc_mc finished [took 40.9120s]
05/11/23 12:33:54| INFO binmc_sld finished [took 194.5722s]
05/11/23 12:33:55| INFO bin_sld finished [took 195.8961s]
05/11/23 12:33:56| INFO binne_sld finished [took 194.9605s]
05/11/23 12:33:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 198.1296s]
05/11/23 12:33:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
05/11/23 12:34:37| INFO ref finished [took 37.5561s]
05/11/23 12:34:40| INFO atc_mc finished [took 40.3775s]
05/11/23 12:37:09| INFO bin_sld finished [took 192.3652s]
05/11/23 12:37:12| INFO binne_sld finished [took 193.4666s]
05/11/23 12:37:12| INFO binmc_sld finished [took 194.3499s]
05/11/23 12:37:12| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 196.3675s]
05/11/23 12:37:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
05/11/23 12:37:53| INFO ref finished [took 36.5043s]
05/11/23 12:37:57| INFO atc_mc finished [took 40.0038s]
05/11/23 12:40:26| INFO bin_sld finished [took 192.4518s]
05/11/23 12:40:26| INFO binne_sld finished [took 191.2727s]
05/11/23 12:40:26| INFO binmc_sld finished [took 192.3339s]
05/11/23 12:40:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 194.5333s]
05/11/23 12:40:27| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
05/11/23 12:41:07| INFO ref finished [took 36.6809s]
05/11/23 12:41:11| INFO atc_mc finished [took 39.9520s]
05/11/23 12:43:40| INFO bin_sld finished [took 192.1873s]
05/11/23 12:43:40| INFO binmc_sld finished [took 191.7820s]
05/11/23 12:43:41| INFO binne_sld finished [took 191.9164s]
05/11/23 12:43:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 194.8818s]
05/11/23 12:43:41| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
05/11/23 12:44:22| INFO ref finished [took 36.9564s]
05/11/23 12:44:26| INFO atc_mc finished [took 40.1293s]
05/11/23 12:46:55| INFO bin_sld finished [took 192.4960s]
05/11/23 12:46:56| INFO binmc_sld finished [took 192.8281s]
05/11/23 12:46:58| INFO binne_sld finished [took 193.1524s]
05/11/23 12:46:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 196.2697s]
05/11/23 12:46:58| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
05/11/23 12:47:39| INFO ref finished [took 37.2831s]
05/11/23 12:47:42| INFO atc_mc finished [took 39.7258s]
05/11/23 12:50:16| INFO binmc_sld finished [took 195.9783s]
05/11/23 12:50:16| INFO binne_sld finished [took 195.2592s]
05/11/23 12:50:16| INFO bin_sld finished [took 197.4676s]
05/11/23 12:50:16| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 198.8232s]
05/11/23 12:50:16| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
05/11/23 12:50:58| INFO ref finished [took 37.4054s]
05/11/23 12:51:02| INFO atc_mc finished [took 40.4573s]
05/11/23 12:53:36| INFO bin_sld finished [took 198.0953s]
05/11/23 12:53:36| INFO binmc_sld finished [took 197.8028s]
05/11/23 12:53:37| INFO binne_sld finished [took 197.3027s]
05/11/23 12:53:37| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 200.2560s]
----------------------------------------------------------------------------------------------------
05/11/23 13:29:43| INFO dataset rcv1_CCAT_9prevs
05/11/23 13:29:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
05/11/23 13:30:43| INFO ref finished [took 47.3558s]
05/11/23 13:30:48| INFO atc_mc finished [took 50.8788s]
05/11/23 13:30:52| INFO mulne_sld finished [took 60.4851s]
05/11/23 13:30:53| INFO mulmc_sld finished [took 63.4717s]
05/11/23 13:33:31| INFO binmc_sld finished [took 222.0328s]
05/11/23 13:33:33| INFO binne_sld finished [took 223.0449s]
05/11/23 13:43:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': 'max_conf'} (score=0.00644) [took 803.9708s]
05/11/23 13:44:01| INFO mul_sld_gs finished [took 847.1261s]
05/11/23 13:49:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00589) [took 1151.2473s]
05/11/23 13:52:06| INFO bin_sld_gs finished [took 1333.4736s]
05/11/23 13:52:06| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1338.9046s]
05/11/23 13:52:06| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
05/11/23 13:53:00| INFO ref finished [took 45.3095s]
05/11/23 13:53:04| INFO atc_mc finished [took 48.2659s]
05/11/23 13:53:08| INFO mulmc_sld finished [took 58.9237s]
05/11/23 13:53:11| INFO mulne_sld finished [took 59.5712s]
05/11/23 13:55:46| INFO binmc_sld finished [took 218.1315s]
05/11/23 13:55:51| INFO binne_sld finished [took 220.8543s]
05/11/23 14:05:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00699) [took 800.6256s]
05/11/23 14:06:16| INFO mul_sld_gs finished [took 842.1616s]
05/11/23 14:12:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00768) [took 1201.3712s]
05/11/23 14:15:15| INFO bin_sld_gs finished [took 1382.8113s]
05/11/23 14:15:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1388.8622s]
05/11/23 14:15:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
05/11/23 14:16:11| INFO ref finished [took 46.8666s]
05/11/23 14:16:15| INFO atc_mc finished [took 49.6779s]
05/11/23 14:16:19| INFO mulmc_sld finished [took 61.0610s]
05/11/23 14:16:22| INFO mulne_sld finished [took 62.2089s]
05/11/23 14:19:02| INFO binmc_sld finished [took 225.5737s]
05/11/23 14:19:03| INFO binne_sld finished [took 223.9017s]
05/11/23 14:28:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00756) [took 806.7930s]
05/11/23 14:29:32| INFO mul_sld_gs finished [took 848.7630s]
05/11/23 14:36:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00781) [took 1240.9138s]
05/11/23 14:39:04| INFO bin_sld_gs finished [took 1422.5520s]
05/11/23 14:39:04| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1428.8824s]
05/11/23 14:39:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
05/11/23 14:39:58| INFO ref finished [took 45.7514s]
05/11/23 14:40:02| INFO atc_mc finished [took 48.3888s]
05/11/23 14:40:05| INFO mulmc_sld finished [took 59.0537s]
05/11/23 14:40:09| INFO mulne_sld finished [took 60.9189s]
05/11/23 14:42:42| INFO binne_sld finished [took 214.5464s]
05/11/23 14:42:44| INFO binmc_sld finished [took 218.8429s]
05/11/23 14:52:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00984) [took 792.5474s]
05/11/23 14:53:05| INFO mul_sld_gs finished [took 834.1824s]
05/11/23 14:59:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.01112) [took 1247.0092s]
05/11/23 15:02:57| INFO bin_sld_gs finished [took 1427.5051s]
05/11/23 15:02:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1432.9172s]
05/11/23 15:02:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
05/11/23 15:03:49| INFO ref finished [took 44.4148s]
05/11/23 15:03:54| INFO atc_mc finished [took 47.7566s]
05/11/23 15:04:00| INFO mulmc_sld finished [took 60.5480s]
05/11/23 15:04:03| INFO mulne_sld finished [took 61.2226s]
05/11/23 15:06:30| INFO binmc_sld finished [took 211.9647s]
05/11/23 15:06:32| INFO binne_sld finished [took 211.4312s]
05/11/23 15:16:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.00571) [took 776.6085s]
05/11/23 15:16:42| INFO mul_sld_gs finished [took 817.9358s]
05/11/23 15:23:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'vs', 'confidence': 'entropy'} (score=0.00653) [took 1221.6531s]
05/11/23 15:26:23| INFO bin_sld_gs finished [took 1400.9688s]
05/11/23 15:26:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1406.4620s]
05/11/23 15:26:23| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
05/11/23 15:27:16| INFO ref finished [took 44.3988s]
05/11/23 15:27:21| INFO atc_mc finished [took 48.5589s]
05/11/23 15:27:27| INFO mulmc_sld finished [took 61.4269s]
05/11/23 15:27:29| INFO mulne_sld finished [took 61.8292s]
05/11/23 15:29:55| INFO binmc_sld finished [took 210.1585s]
05/11/23 15:29:59| INFO binne_sld finished [took 212.0930s]
05/11/23 15:39:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.00616) [took 771.6071s]
05/11/23 15:40:03| INFO mul_sld_gs finished [took 813.2905s]
05/11/23 15:47:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 1234.9832s]
05/11/23 15:50:10| INFO bin_sld_gs finished [took 1421.7775s]
05/11/23 15:50:10| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1427.0062s]
05/11/23 15:50:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
05/11/23 15:51:11| INFO ref finished [took 49.7682s]
05/11/23 15:51:19| INFO atc_mc finished [took 54.2855s]
05/11/23 15:51:22| INFO mulmc_sld finished [took 68.7688s]
05/11/23 15:51:26| INFO mulne_sld finished [took 69.3711s]
05/11/23 15:54:07| INFO binmc_sld finished [took 234.7962s]
05/11/23 15:54:09| INFO binne_sld finished [took 234.6444s]
05/11/23 16:03:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': 'entropy'} (score=0.00765) [took 811.6704s]
05/11/23 16:04:34| INFO mul_sld_gs finished [took 854.8196s]
05/11/23 16:11:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': 'max_conf'} (score=0.01234) [took 1252.4784s]
05/11/23 16:14:10| INFO bin_sld_gs finished [took 1431.7446s]
05/11/23 16:14:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1439.1145s]
05/11/23 16:14:10| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
05/11/23 16:15:02| INFO ref finished [took 44.0970s]
05/11/23 16:15:07| INFO atc_mc finished [took 48.2871s]
05/11/23 16:15:13| INFO mulmc_sld finished [took 61.0461s]
05/11/23 16:15:15| INFO mulne_sld finished [took 60.6375s]
05/11/23 16:17:46| INFO binmc_sld finished [took 215.1734s]
05/11/23 16:17:49| INFO binne_sld finished [took 215.7846s]
05/11/23 16:27:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'confidence': None} (score=0.00822) [took 778.5688s]
05/11/23 16:27:56| INFO mul_sld_gs finished [took 819.2615s]
05/11/23 16:34:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'entropy'} (score=0.00894) [took 1200.6639s]
05/11/23 16:37:21| INFO bin_sld_gs finished [took 1385.9035s]
05/11/23 16:37:21| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1391.5055s]
05/11/23 16:37:21| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
05/11/23 16:38:13| INFO ref finished [took 44.7046s]
05/11/23 16:38:18| INFO atc_mc finished [took 48.7802s]
05/11/23 16:38:21| INFO mulmc_sld finished [took 57.4163s]
05/11/23 16:38:24| INFO mulne_sld finished [took 58.9847s]
05/11/23 16:40:59| INFO binmc_sld finished [took 216.7311s]
05/11/23 16:41:01| INFO binne_sld finished [took 216.5312s]
05/11/23 16:50:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': 'max_conf'} (score=0.00808) [took 758.6896s]
05/11/23 16:50:46| INFO mul_sld_gs finished [took 798.8038s]
05/11/23 16:56:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': 'entropy'} (score=0.00604) [took 1154.7043s]
05/11/23 16:59:39| INFO bin_sld_gs finished [took 1332.5521s]
05/11/23 16:59:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1337.7947s]
----------------------------------------------------------------------------------------------------
05/11/23 20:08:46| ERROR estimate comparison failed. Exceprion: 'environ' object has no attribute 'OUT_PATH'
----------------------------------------------------------------------------------------------------
05/11/23 20:09:08| ERROR estimate comparison failed. Exceprion: 'environ' object has no attribute 'OUT_PATH'
----------------------------------------------------------------------------------------------------
05/11/23 20:09:27| INFO dataset imdb_3prevs
05/11/23 20:09:34| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 20:09:44| INFO ref finished [took 8.9550s]
05/11/23 20:09:47| INFO atc_mc finished [took 11.8923s]
05/11/23 20:09:56| INFO mulmc_sld finished [took 21.3196s]
05/11/23 20:09:56| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 21.7709s]
05/11/23 20:09:56| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 20:10:05| INFO ref finished [took 8.6116s]
05/11/23 20:10:08| INFO atc_mc finished [took 11.6880s]
05/11/23 20:10:16| INFO mulmc_sld finished [took 19.7793s]
05/11/23 20:10:16| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.3246s]
05/11/23 20:10:16| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 20:10:26| INFO ref finished [took 8.6654s]
05/11/23 20:10:29| INFO atc_mc finished [took 11.6975s]
05/11/23 20:10:35| INFO mulmc_sld finished [took 18.1478s]
05/11/23 20:10:35| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.7200s]
----------------------------------------------------------------------------------------------------
05/11/23 20:11:42| INFO dataset imdb_3prevs
05/11/23 20:11:49| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 20:11:58| INFO ref finished [took 8.7146s]
05/11/23 20:12:02| INFO atc_mc finished [took 11.9672s]
05/11/23 20:12:10| INFO mulmc_sld finished [took 20.7824s]
05/11/23 20:12:10| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 21.2293s]
05/11/23 20:12:10| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 20:12:19| INFO ref finished [took 8.5867s]
05/11/23 20:12:23| INFO atc_mc finished [took 11.6542s]
05/11/23 20:12:30| INFO mulmc_sld finished [took 19.6709s]
05/11/23 20:12:30| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.1802s]
05/11/23 20:12:30| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 20:12:40| INFO ref finished [took 8.7231s]
05/11/23 20:12:43| INFO atc_mc finished [took 11.8244s]
05/11/23 20:12:49| INFO mulmc_sld finished [took 18.0420s]
05/11/23 20:12:49| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.6102s]
----------------------------------------------------------------------------------------------------
05/11/23 20:14:32| INFO dataset imdb_3prevs
05/11/23 20:14:39| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 20:14:48| INFO ref finished [took 8.6247s]
05/11/23 20:14:51| INFO atc_mc finished [took 11.6363s]
05/11/23 20:15:00| INFO mulmc_sld finished [took 20.4634s]
05/11/23 20:15:00| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 20.9026s]
05/11/23 20:15:00| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 20:15:09| INFO ref finished [took 8.5219s]
05/11/23 20:15:12| INFO atc_mc finished [took 11.6739s]
05/11/23 20:15:20| INFO mulmc_sld finished [took 19.8454s]
05/11/23 20:15:20| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.3705s]
05/11/23 20:15:20| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 20:15:29| INFO ref finished [took 8.5948s]
05/11/23 20:15:32| INFO atc_mc finished [took 11.7465s]
05/11/23 20:15:39| INFO mulmc_sld finished [took 17.9276s]
05/11/23 20:15:39| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.4893s]
----------------------------------------------------------------------------------------------------
05/11/23 20:16:10| INFO dataset imdb_3prevs
05/11/23 20:16:17| INFO Dataset sample 0.20 of dataset imdb_3prevs started
05/11/23 20:16:26| INFO ref finished [took 8.3736s]
05/11/23 20:16:29| INFO atc_mc finished [took 11.3995s]
05/11/23 20:16:38| INFO mulmc_sld finished [took 20.4916s]
05/11/23 20:16:38| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 20.9187s]
05/11/23 20:16:38| INFO Dataset sample 0.50 of dataset imdb_3prevs started
05/11/23 20:16:47| INFO ref finished [took 8.4368s]
05/11/23 20:16:50| INFO atc_mc finished [took 11.4889s]
05/11/23 20:16:58| INFO mulmc_sld finished [took 19.6803s]
05/11/23 20:16:58| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 20.2091s]
05/11/23 20:16:58| INFO Dataset sample 0.80 of dataset imdb_3prevs started
05/11/23 20:17:08| INFO ref finished [took 8.9281s]
05/11/23 20:17:11| INFO atc_mc finished [took 11.9333s]
05/11/23 20:17:17| INFO mulmc_sld finished [took 18.2367s]
05/11/23 20:17:17| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 18.8309s]
----------------------------------------------------------------------------------------------------
06/11/23 01:34:48| INFO dataset imdb_3prevs
06/11/23 01:34:59| INFO Dataset sample 0.20 of dataset imdb_3prevs started
06/11/23 01:35:18| INFO ref finished [took 18.0987s]
06/11/23 01:35:24| INFO atc_mc finished [took 24.9118s]
06/11/23 01:35:31| INFO mulmc_sld finished [took 32.0631s]
06/11/23 01:35:31| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 32.6119s]
06/11/23 01:35:31| INFO Dataset sample 0.50 of dataset imdb_3prevs started
06/11/23 01:35:51| INFO ref finished [took 18.7770s]
06/11/23 01:35:58| INFO atc_mc finished [took 25.5592s]
06/11/23 01:36:04| INFO mulmc_sld finished [took 31.9103s]
06/11/23 01:36:04| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 32.5205s]
06/11/23 01:36:04| INFO Dataset sample 0.80 of dataset imdb_3prevs started
06/11/23 01:36:23| INFO ref finished [took 18.5730s]
06/11/23 01:36:31| INFO atc_mc finished [took 25.8019s]
06/11/23 01:36:33| INFO mulmc_sld finished [took 28.9526s]
06/11/23 01:36:33| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 29.5292s]
----------------------------------------------------------------------------------------------------
06/11/23 02:06:40| INFO dataset imdb_3prevs
06/11/23 02:06:47| INFO Dataset sample 0.20 of dataset imdb_3prevs started
06/11/23 02:06:56| INFO ref finished [took 9.0989s]
06/11/23 02:06:59| INFO atc_mc finished [took 12.2513s]
06/11/23 03:01:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'vs', 'quantifier__exact_train_prev': False, 'confidence': 'max_conf'} (score=0.00738) [took 3296.0714s]
06/11/23 03:01:56| INFO mul_sld_gs finished [took 3309.2417s]
06/11/23 03:01:56| INFO Dataset sample 0.20 of dataset imdb_3prevs finished [took 3309.7038s]
06/11/23 03:01:56| INFO Dataset sample 0.50 of dataset imdb_3prevs started
06/11/23 03:02:06| INFO ref finished [took 8.5518s]
06/11/23 03:02:09| INFO atc_mc finished [took 11.4390s]
06/11/23 03:54:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00899) [took 3146.2364s]
06/11/23 03:54:37| INFO mul_sld_gs finished [took 3159.8209s]
06/11/23 03:54:37| INFO Dataset sample 0.50 of dataset imdb_3prevs finished [took 3160.3546s]
06/11/23 03:54:37| INFO Dataset sample 0.80 of dataset imdb_3prevs started
06/11/23 03:54:46| INFO ref finished [took 8.2678s]
06/11/23 03:54:48| INFO atc_mc finished [took 11.0430s]
06/11/23 04:47:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': False, 'confidence': 'entropy'} (score=0.00770) [took 3193.1812s]
06/11/23 04:48:04| INFO mul_sld_gs finished [took 3206.9550s]
06/11/23 04:48:04| INFO Dataset sample 0.80 of dataset imdb_3prevs finished [took 3207.5040s]
----------------------------------------------------------------------------------------------------
06/11/23 05:14:48| INFO dataset rcv1_CCAT_9prevs
06/11/23 05:14:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
06/11/23 05:15:55| INFO ref finished [took 48.0242s]
06/11/23 05:16:01| INFO atc_mc finished [took 51.7851s]
06/11/23 05:16:04| INFO mul_pacc finished [took 58.4704s]
06/11/23 05:16:04| INFO mulne_sld finished [took 62.7354s]
06/11/23 05:16:04| INFO mulmc_sld finished [took 66.2593s]
06/11/23 05:16:14| INFO mul_sld finished [took 78.2483s]
06/11/23 05:18:40| INFO bin_pacc finished [took 217.0012s]
06/11/23 05:18:43| INFO bin_sld finished [took 227.8835s]
06/11/23 05:18:43| INFO binne_sld finished [took 223.2764s]
06/11/23 05:18:44| INFO binmc_sld finished [took 226.7324s]
06/11/23 05:18:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 230.5906s]
06/11/23 05:18:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
06/11/23 05:19:44| INFO ref finished [took 49.5147s]
06/11/23 05:19:51| INFO atc_mc finished [took 54.8022s]
06/11/23 05:19:53| INFO mul_pacc finished [took 60.3260s]
06/11/23 05:19:55| INFO mulmc_sld finished [took 67.0280s]
06/11/23 05:19:56| INFO mul_sld finished [took 70.4092s]
06/11/23 05:19:58| INFO mulne_sld finished [took 67.3468s]
06/11/23 05:22:30| INFO bin_sld finished [took 224.7344s]
06/11/23 05:22:30| INFO bin_pacc finished [took 218.3044s]
06/11/23 05:22:30| INFO binmc_sld finished [took 223.3607s]
06/11/23 05:22:33| INFO binne_sld finished [took 223.6042s]
06/11/23 05:22:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 229.0745s]
06/11/23 05:22:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
06/11/23 05:23:32| INFO ref finished [took 48.1565s]
06/11/23 05:23:37| INFO atc_mc finished [took 52.1124s]
06/11/23 05:23:40| INFO mul_pacc finished [took 58.0112s]
06/11/23 05:23:40| INFO mul_sld finished [took 65.2727s]
06/11/23 05:23:42| INFO mulmc_sld finished [took 64.5943s]
06/11/23 05:23:43| INFO mulne_sld finished [took 63.9053s]
06/11/23 05:26:13| INFO bin_sld finished [took 218.6511s]
06/11/23 05:26:16| INFO bin_pacc finished [took 215.1485s]
06/11/23 05:26:17| INFO binne_sld finished [took 218.6855s]
06/11/23 05:26:17| INFO binmc_sld finished [took 221.2605s]
06/11/23 05:26:17| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 224.5608s]
06/11/23 05:26:17| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
06/11/23 05:27:15| INFO ref finished [took 48.2181s]
06/11/23 05:27:21| INFO atc_mc finished [took 52.3420s]
06/11/23 05:27:23| INFO mul_pacc finished [took 57.1950s]
06/11/23 05:27:24| INFO mul_sld finished [took 64.4722s]
06/11/23 05:27:26| INFO mulmc_sld finished [took 64.1870s]
06/11/23 05:27:27| INFO mulne_sld finished [took 63.7407s]
06/11/23 05:29:52| INFO bin_sld finished [took 213.1913s]
06/11/23 05:29:53| INFO bin_pacc finished [took 208.1322s]
06/11/23 05:29:53| INFO binmc_sld finished [took 212.6473s]
06/11/23 05:29:57| INFO binne_sld finished [took 214.5243s]
06/11/23 05:29:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 219.5765s]
06/11/23 05:29:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
06/11/23 05:30:55| INFO ref finished [took 47.7289s]
06/11/23 05:31:01| INFO atc_mc finished [took 52.1531s]
06/11/23 05:31:03| INFO mul_pacc finished [took 57.3804s]
06/11/23 05:31:06| INFO mul_sld finished [took 66.9237s]
06/11/23 05:31:06| INFO mulmc_sld finished [took 65.3230s]
06/11/23 05:31:09| INFO mulne_sld finished [took 65.6645s]
06/11/23 05:33:33| INFO bin_sld finished [took 214.3242s]
06/11/23 05:33:34| INFO bin_pacc finished [took 209.3862s]
06/11/23 05:33:35| INFO binmc_sld finished [took 214.4687s]
06/11/23 05:33:37| INFO binne_sld finished [took 214.7267s]
06/11/23 05:33:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 220.0212s]
06/11/23 05:33:37| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
06/11/23 05:34:35| INFO ref finished [took 48.0021s]
06/11/23 05:34:41| INFO atc_mc finished [took 52.2171s]
06/11/23 05:34:43| INFO mul_pacc finished [took 57.2348s]
06/11/23 05:34:46| INFO mul_sld finished [took 67.0899s]
06/11/23 05:34:47| INFO mulmc_sld finished [took 66.1078s]
06/11/23 05:34:49| INFO mulne_sld finished [took 66.0237s]
06/11/23 05:37:13| INFO bin_sld finished [took 214.9942s]
06/11/23 05:37:13| INFO binmc_sld finished [took 213.1574s]
06/11/23 05:37:14| INFO bin_pacc finished [took 209.1347s]
06/11/23 05:37:17| INFO binne_sld finished [took 214.9703s]
06/11/23 05:37:17| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 220.1235s]
06/11/23 05:37:17| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
06/11/23 05:38:15| INFO ref finished [took 47.8227s]
06/11/23 05:38:20| INFO atc_mc finished [took 51.9364s]
06/11/23 05:38:23| INFO mul_pacc finished [took 56.9053s]
06/11/23 05:38:27| INFO mul_sld finished [took 67.4535s]
06/11/23 05:38:27| INFO mulmc_sld finished [took 65.5956s]
06/11/23 05:38:30| INFO mulne_sld finished [took 66.0476s]
06/11/23 05:40:55| INFO bin_pacc finished [took 210.0633s]
06/11/23 05:40:56| INFO binmc_sld finished [took 215.3452s]
06/11/23 05:40:56| INFO bin_sld finished [took 217.8091s]
06/11/23 05:40:59| INFO binne_sld finished [took 216.8970s]
06/11/23 05:40:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 222.2971s]
06/11/23 05:40:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
06/11/23 05:41:57| INFO ref finished [took 47.6970s]
06/11/23 05:42:03| INFO atc_mc finished [took 52.0893s]
06/11/23 05:42:05| INFO mul_pacc finished [took 56.6428s]
06/11/23 05:42:09| INFO mul_sld finished [took 66.8810s]
06/11/23 05:42:09| INFO mulmc_sld finished [took 65.8427s]
06/11/23 05:42:11| INFO mulne_sld finished [took 64.8594s]
06/11/23 05:44:36| INFO bin_pacc finished [took 208.7884s]
06/11/23 05:44:38| INFO bin_sld finished [took 216.6052s]
06/11/23 05:44:38| INFO binmc_sld finished [took 215.5486s]
06/11/23 05:44:43| INFO binne_sld finished [took 217.9926s]
06/11/23 05:44:43| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 223.2270s]
06/11/23 05:44:43| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
06/11/23 05:45:40| INFO ref finished [took 48.0710s]
06/11/23 05:45:46| INFO atc_mc finished [took 52.0992s]
06/11/23 05:45:48| INFO mul_pacc finished [took 56.6568s]
06/11/23 05:45:49| INFO mulmc_sld finished [took 61.7314s]
06/11/23 05:45:52| INFO mulne_sld finished [took 62.7505s]
06/11/23 05:45:59| INFO mul_sld finished [took 73.7681s]
06/11/23 05:48:18| INFO bin_pacc finished [took 208.2267s]
06/11/23 05:48:23| INFO bin_sld finished [took 218.9333s]
06/11/23 05:48:24| INFO binmc_sld finished [took 218.0032s]
06/11/23 05:48:27| INFO binne_sld finished [took 219.2450s]
06/11/23 05:48:27| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 224.3446s]
06/11/23 05:49:49| INFO dataset imdb_9prevs
06/11/23 05:49:57| INFO Dataset sample 0.10 of dataset imdb_9prevs started
06/11/23 05:50:12| INFO ref finished [took 13.3064s]
06/11/23 05:50:17| INFO atc_mc finished [took 17.3508s]
06/11/23 05:50:19| INFO mul_pacc finished [took 20.0802s]
06/11/23 05:50:22| INFO mulne_sld finished [took 23.6723s]
06/11/23 05:50:24| INFO mulmc_sld finished [took 25.5159s]
06/11/23 05:50:39| INFO mul_sld finished [took 40.7099s]
06/11/23 05:52:55| INFO bin_pacc finished [took 176.3728s]
06/11/23 05:53:05| INFO binmc_sld finished [took 186.8240s]
06/11/23 05:53:06| INFO binne_sld finished [took 187.6585s]
06/11/23 05:53:07| INFO bin_sld finished [took 189.1728s]
06/11/23 05:53:07| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 189.6034s]
06/11/23 05:53:07| INFO Dataset sample 0.20 of dataset imdb_9prevs started
06/11/23 05:53:22| INFO ref finished [took 13.2778s]
06/11/23 05:53:26| INFO atc_mc finished [took 17.4491s]
06/11/23 05:53:28| INFO mul_pacc finished [took 19.9359s]
06/11/23 05:53:40| INFO mulmc_sld finished [took 31.6686s]
06/11/23 05:53:44| INFO mulne_sld finished [took 35.2085s]
06/11/23 05:53:44| INFO mul_sld finished [took 36.2502s]
06/11/23 05:56:05| INFO bin_pacc finished [took 177.0225s]
06/11/23 05:56:13| INFO binmc_sld finished [took 185.4811s]
06/11/23 05:56:15| INFO bin_sld finished [took 187.1039s]
06/11/23 05:56:16| INFO binne_sld finished [took 187.3163s]
06/11/23 05:56:16| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 188.4781s]
06/11/23 05:56:16| INFO Dataset sample 0.30 of dataset imdb_9prevs started
06/11/23 05:56:31| INFO ref finished [took 13.4513s]
06/11/23 05:56:36| INFO atc_mc finished [took 18.1025s]
06/11/23 05:56:38| INFO mul_pacc finished [took 20.3997s]
06/11/23 05:56:45| INFO mulmc_sld finished [took 28.4298s]
06/11/23 05:56:46| INFO mulne_sld finished [took 28.8678s]
06/11/23 05:56:46| INFO mul_sld finished [took 29.5573s]
06/11/23 05:59:11| INFO bin_pacc finished [took 174.0262s]
06/11/23 05:59:17| INFO binmc_sld finished [took 180.1998s]
06/11/23 05:59:18| INFO binne_sld finished [took 181.2200s]
06/11/23 05:59:19| INFO bin_sld finished [took 182.1672s]
06/11/23 05:59:19| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 183.0515s]
06/11/23 05:59:19| INFO Dataset sample 0.40 of dataset imdb_9prevs started
06/11/23 05:59:34| INFO ref finished [took 13.5163s]
06/11/23 05:59:39| INFO atc_mc finished [took 17.9856s]
06/11/23 05:59:41| INFO mul_pacc finished [took 20.7441s]
06/11/23 05:59:49| INFO mulmc_sld finished [took 29.2747s]
06/11/23 05:59:50| INFO mulne_sld finished [took 29.6624s]
06/11/23 05:59:50| INFO mul_sld finished [took 30.3432s]
06/11/23 06:02:17| INFO bin_pacc finished [took 176.7354s]
06/11/23 06:02:19| INFO binmc_sld finished [took 179.9981s]
06/11/23 06:02:21| INFO bin_sld finished [took 181.6844s]
06/11/23 06:02:22| INFO binne_sld finished [took 182.0846s]
06/11/23 06:02:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 183.2033s]
06/11/23 06:02:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
06/11/23 06:02:37| INFO ref finished [took 13.4688s]
06/11/23 06:02:42| INFO atc_mc finished [took 18.0218s]
06/11/23 06:02:44| INFO mul_pacc finished [took 20.5800s]
06/11/23 06:02:52| INFO mulmc_sld finished [took 29.0192s]
06/11/23 06:02:52| INFO mul_sld finished [took 29.4403s]
06/11/23 06:02:52| INFO mulne_sld finished [took 29.1611s]
06/11/23 06:05:19| INFO bin_pacc finished [took 175.5125s]
06/11/23 06:05:23| INFO binmc_sld finished [took 180.0427s]
06/11/23 06:05:25| INFO binne_sld finished [took 182.5814s]
06/11/23 06:05:26| INFO bin_sld finished [took 183.2892s]
06/11/23 06:05:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 183.8611s]
06/11/23 06:05:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
06/11/23 06:05:41| INFO ref finished [took 13.4643s]
06/11/23 06:05:45| INFO atc_mc finished [took 17.9768s]
06/11/23 06:05:48| INFO mul_pacc finished [took 20.7525s]
06/11/23 06:05:55| INFO mulmc_sld finished [took 28.8234s]
06/11/23 06:05:55| INFO mulne_sld finished [took 28.6537s]
06/11/23 06:05:56| INFO mul_sld finished [took 29.6167s]
06/11/23 06:08:24| INFO bin_pacc finished [took 176.5335s]
06/11/23 06:08:27| INFO binmc_sld finished [took 180.4803s]
06/11/23 06:08:28| INFO bin_sld finished [took 181.6676s]
06/11/23 06:08:29| INFO binne_sld finished [took 182.0534s]
06/11/23 06:08:29| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 183.0240s]
06/11/23 06:08:29| INFO Dataset sample 0.70 of dataset imdb_9prevs started
06/11/23 06:08:44| INFO ref finished [took 13.7566s]
06/11/23 06:08:49| INFO atc_mc finished [took 17.9495s]
06/11/23 06:08:51| INFO mul_pacc finished [took 20.5859s]
06/11/23 06:08:57| INFO mulmc_sld finished [took 27.4370s]
06/11/23 06:08:58| INFO mul_sld finished [took 28.3224s]
06/11/23 06:08:58| INFO mulne_sld finished [took 28.1390s]
06/11/23 06:11:26| INFO bin_pacc finished [took 175.7412s]
06/11/23 06:11:31| INFO binmc_sld finished [took 181.4310s]
06/11/23 06:11:32| INFO binne_sld finished [took 182.0095s]
06/11/23 06:11:33| INFO bin_sld finished [took 183.6520s]
06/11/23 06:11:33| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 184.2005s]
06/11/23 06:11:33| INFO Dataset sample 0.80 of dataset imdb_9prevs started
06/11/23 06:11:48| INFO ref finished [took 13.5418s]
06/11/23 06:11:53| INFO atc_mc finished [took 17.8150s]
06/11/23 06:11:55| INFO mul_pacc finished [took 20.4761s]
06/11/23 06:12:01| INFO mulmc_sld finished [took 27.2741s]
06/11/23 06:12:02| INFO mulne_sld finished [took 27.2693s]
06/11/23 06:12:02| INFO mul_sld finished [took 28.3364s]
06/11/23 06:14:30| INFO bin_pacc finished [took 175.7637s]
06/11/23 06:14:37| INFO binmc_sld finished [took 183.2422s]
06/11/23 06:14:38| INFO bin_sld finished [took 184.1064s]
06/11/23 06:14:39| INFO binne_sld finished [took 184.9073s]
06/11/23 06:14:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 186.2580s]
06/11/23 06:14:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
06/11/23 06:14:41| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 06:14:41| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 06:14:52| INFO ref finished [took 11.6315s]
06/11/23 06:14:56| INFO atc_mc finished [took 15.3068s]
06/11/23 06:15:01| INFO mulne_sld finished [took 21.1133s]
06/11/23 06:15:02| INFO mulmc_sld finished [took 22.2375s]
06/11/23 06:15:08| INFO mul_sld finished [took 27.8149s]
06/11/23 06:17:32| INFO binne_sld finished [took 171.8722s]
06/11/23 06:17:32| INFO bin_sld finished [took 172.4710s]
06/11/23 06:17:33| INFO binmc_sld finished [took 172.8193s]
06/11/23 06:17:33| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 173.4411s]
06/11/23 06:18:54| INFO dataset rcv1_GCAT_9prevs
06/11/23 06:18:59| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
06/11/23 06:19:11| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 06:19:11| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 06:19:54| INFO ref finished [took 42.0769s]
06/11/23 06:19:59| INFO atc_mc finished [took 45.5011s]
06/11/23 06:20:14| INFO mulne_sld finished [took 66.0516s]
06/11/23 06:20:15| INFO mul_sld finished [took 73.1171s]
06/11/23 06:20:17| INFO mulmc_sld finished [took 72.1930s]
06/11/23 06:22:23| INFO bin_sld finished [took 203.0368s]
06/11/23 06:22:27| INFO binmc_sld finished [took 203.2975s]
06/11/23 06:22:29| INFO binne_sld finished [took 202.7501s]
06/11/23 06:22:29| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 210.2201s]
06/11/23 06:22:29| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
06/11/23 06:23:26| INFO ref finished [took 46.6022s]
06/11/23 06:23:31| INFO atc_mc finished [took 50.3293s]
06/11/23 06:23:33| INFO mul_pacc finished [took 54.9265s]
06/11/23 06:23:46| INFO mul_sld finished [took 74.9035s]
06/11/23 06:23:52| INFO mulne_sld finished [took 76.2697s]
06/11/23 06:23:54| INFO mulmc_sld finished [took 80.8754s]
06/11/23 06:26:06| INFO bin_pacc finished [took 209.7751s]
06/11/23 06:26:08| INFO bin_sld finished [took 217.8889s]
06/11/23 06:26:13| INFO binmc_sld finished [took 220.7753s]
06/11/23 06:26:14| INFO binne_sld finished [took 219.7510s]
06/11/23 06:26:14| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 224.9268s]
06/11/23 06:26:14| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
06/11/23 06:27:10| INFO ref finished [took 46.4938s]
06/11/23 06:27:16| INFO atc_mc finished [took 50.5904s]
06/11/23 06:27:18| INFO mul_pacc finished [took 55.4949s]
06/11/23 06:27:26| INFO mulmc_sld finished [took 67.7140s]
06/11/23 06:27:26| INFO mul_sld finished [took 70.0891s]
06/11/23 06:27:28| INFO mulne_sld finished [took 68.1806s]
06/11/23 06:29:50| INFO bin_pacc finished [took 208.6091s]
06/11/23 06:29:51| INFO binmc_sld finished [took 213.7985s]
06/11/23 06:29:51| INFO bin_sld finished [took 215.8158s]
06/11/23 06:29:55| INFO binne_sld finished [took 215.5523s]
06/11/23 06:29:55| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 220.4589s]
06/11/23 06:29:55| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
06/11/23 06:30:51| INFO ref finished [took 46.3752s]
06/11/23 06:30:56| INFO atc_mc finished [took 50.7062s]
06/11/23 06:30:58| INFO mul_pacc finished [took 55.2260s]
06/11/23 06:31:01| INFO mul_sld finished [took 64.2359s]
06/11/23 06:31:02| INFO mulmc_sld finished [took 63.5099s]
06/11/23 06:31:04| INFO mulne_sld finished [took 62.9188s]
06/11/23 06:33:29| INFO bin_sld finished [took 213.2716s]
06/11/23 06:33:30| INFO bin_pacc finished [took 208.6574s]
06/11/23 06:33:31| INFO binmc_sld finished [took 213.1856s]
06/11/23 06:33:33| INFO binne_sld finished [took 213.2771s]
06/11/23 06:33:33| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 218.1742s]
06/11/23 06:33:33| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
06/11/23 06:34:29| INFO ref finished [took 46.6793s]
06/11/23 06:34:34| INFO atc_mc finished [took 50.9915s]
06/11/23 06:34:37| INFO mul_pacc finished [took 55.9725s]
06/11/23 06:34:38| INFO mul_sld finished [took 63.1317s]
06/11/23 06:34:40| INFO mulmc_sld finished [took 62.7473s]
06/11/23 06:34:41| INFO mulne_sld finished [took 62.1303s]
06/11/23 06:37:08| INFO bin_pacc finished [took 207.7854s]
06/11/23 06:37:08| INFO bin_sld finished [took 213.7945s]
06/11/23 06:37:08| INFO binmc_sld finished [took 212.6207s]
06/11/23 06:37:12| INFO binne_sld finished [took 213.8742s]
06/11/23 06:37:12| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 218.7265s]
06/11/23 06:37:12| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
06/11/23 06:38:08| INFO ref finished [took 46.6057s]
06/11/23 06:38:14| INFO atc_mc finished [took 51.1055s]
06/11/23 06:38:15| INFO mul_pacc finished [took 55.5338s]
06/11/23 06:38:17| INFO mul_sld finished [took 63.2113s]
06/11/23 06:38:18| INFO mulmc_sld finished [took 62.2265s]
06/11/23 06:38:20| INFO mulne_sld finished [took 61.9918s]
06/11/23 06:40:46| INFO bin_pacc finished [took 207.5094s]
06/11/23 06:40:46| INFO bin_sld finished [took 213.6350s]
06/11/23 06:40:47| INFO binmc_sld finished [took 212.8363s]
06/11/23 06:40:49| INFO binne_sld finished [took 212.2587s]
06/11/23 06:40:49| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 217.1976s]
06/11/23 06:40:49| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
06/11/23 06:41:44| INFO ref finished [took 45.9582s]
06/11/23 06:41:50| INFO atc_mc finished [took 50.0401s]
06/11/23 06:41:54| INFO mul_sld finished [took 62.6045s]
06/11/23 06:41:54| INFO mulmc_sld finished [took 61.4168s]
06/11/23 06:41:56| INFO mulne_sld finished [took 61.3708s]
06/11/23 06:42:00| INFO mul_pacc finished [took 62.6486s]
06/11/23 06:44:23| INFO bin_sld finished [took 212.5992s]
06/11/23 06:44:23| INFO bin_pacc finished [took 207.5241s]
06/11/23 06:44:24| INFO binmc_sld finished [took 212.2794s]
06/11/23 06:44:27| INFO binne_sld finished [took 212.8325s]
06/11/23 06:44:27| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 217.7909s]
06/11/23 06:44:27| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
06/11/23 06:45:23| INFO ref finished [took 46.6997s]
06/11/23 06:45:28| INFO atc_mc finished [took 50.6417s]
06/11/23 06:45:30| INFO mul_sld finished [took 61.5352s]
06/11/23 06:45:31| INFO mul_pacc finished [took 55.9055s]
06/11/23 06:45:31| INFO mulmc_sld finished [took 60.6608s]
06/11/23 06:45:33| INFO mulne_sld finished [took 60.1616s]
06/11/23 06:48:01| INFO bin_pacc finished [took 207.7543s]
06/11/23 06:48:02| INFO bin_sld finished [took 213.7056s]
06/11/23 06:48:03| INFO binmc_sld finished [took 213.7901s]
06/11/23 06:48:04| INFO binne_sld finished [took 212.4421s]
06/11/23 06:48:04| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 217.4465s]
06/11/23 06:48:04| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
06/11/23 06:48:06| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 06:48:07| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 06:48:09| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 06:48:11| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 06:48:13| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 06:48:49| INFO ref finished [took 36.4085s]
06/11/23 06:48:53| INFO atc_mc finished [took 39.1380s]
06/11/23 06:48:54| INFO mulmc_sld finished [took 46.0254s]
06/11/23 06:48:55| INFO mulne_sld finished [took 45.1935s]
06/11/23 06:49:00| INFO mul_sld finished [took 53.9145s]
06/11/23 06:49:00| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 55.9159s]
06/11/23 06:50:22| INFO dataset rcv1_MCAT_9prevs
06/11/23 06:50:27| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs started
06/11/23 06:51:29| INFO ref finished [took 47.8430s]
06/11/23 06:51:34| INFO atc_mc finished [took 51.2418s]
06/11/23 06:51:36| INFO mul_pacc finished [took 56.8770s]
06/11/23 06:52:00| INFO mulne_sld finished [took 85.8579s]
06/11/23 06:52:00| INFO mul_sld finished [took 90.6401s]
06/11/23 06:52:12| INFO mulmc_sld finished [took 100.3728s]
06/11/23 06:54:15| INFO bin_pacc finished [took 217.8843s]
06/11/23 06:54:15| INFO bin_sld finished [took 226.6925s]
06/11/23 06:54:17| INFO binne_sld finished [took 224.5785s]
06/11/23 06:54:17| INFO binmc_sld finished [took 226.9490s]
06/11/23 06:54:17| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs finished [took 229.9256s]
06/11/23 06:54:17| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs started
06/11/23 06:55:14| INFO ref finished [took 46.7323s]
06/11/23 06:55:20| INFO atc_mc finished [took 51.0126s]
06/11/23 06:55:22| INFO mul_pacc finished [took 55.8357s]
06/11/23 06:55:23| INFO mulmc_sld finished [took 62.0464s]
06/11/23 06:55:24| INFO mul_sld finished [took 64.8106s]
06/11/23 06:55:25| INFO mulne_sld finished [took 61.6750s]
06/11/23 06:57:56| INFO bin_pacc finished [took 210.8901s]
06/11/23 06:57:56| INFO bin_sld finished [took 217.3461s]
06/11/23 06:57:57| INFO binmc_sld finished [took 216.6599s]
06/11/23 06:58:00| INFO binne_sld finished [took 216.9668s]
06/11/23 06:58:00| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs finished [took 222.3450s]
06/11/23 06:58:00| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs started
06/11/23 06:58:57| INFO ref finished [took 47.5989s]
06/11/23 06:59:02| INFO atc_mc finished [took 51.5080s]
06/11/23 06:59:04| INFO mul_pacc finished [took 56.1671s]
06/11/23 06:59:09| INFO mulmc_sld finished [took 65.0229s]
06/11/23 06:59:10| INFO mul_sld finished [took 68.8366s]
06/11/23 06:59:11| INFO mulne_sld finished [took 65.2964s]
06/11/23 07:01:39| INFO bin_pacc finished [took 212.3570s]
06/11/23 07:01:40| INFO bin_sld finished [took 219.3886s]
06/11/23 07:01:42| INFO binmc_sld finished [took 219.1471s]
06/11/23 07:01:43| INFO binne_sld finished [took 218.3714s]
06/11/23 07:01:43| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs finished [took 223.2305s]
06/11/23 07:01:43| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs started
06/11/23 07:02:40| INFO ref finished [took 47.3513s]
06/11/23 07:02:45| INFO atc_mc finished [took 51.3858s]
06/11/23 07:02:47| INFO mul_pacc finished [took 56.3829s]
06/11/23 07:02:50| INFO mul_sld finished [took 64.9257s]
06/11/23 07:02:50| INFO mulmc_sld finished [took 63.6515s]
06/11/23 07:02:52| INFO mulne_sld finished [took 63.8008s]
06/11/23 07:05:22| INFO bin_pacc finished [took 211.8418s]
06/11/23 07:05:22| INFO binmc_sld finished [took 216.4950s]
06/11/23 07:05:22| INFO bin_sld finished [took 218.2730s]
06/11/23 07:05:25| INFO binne_sld finished [took 217.6016s]
06/11/23 07:05:25| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs finished [took 222.4416s]
06/11/23 07:05:25| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs started
06/11/23 07:06:22| INFO ref finished [took 47.3783s]
06/11/23 07:06:27| INFO atc_mc finished [took 51.1924s]
06/11/23 07:06:30| INFO mul_pacc finished [took 56.3115s]
06/11/23 07:06:34| INFO mul_sld finished [took 66.6559s]
06/11/23 07:06:34| INFO mulmc_sld finished [took 65.2448s]
06/11/23 07:06:37| INFO mulne_sld finished [took 65.6557s]
06/11/23 07:09:03| INFO binmc_sld finished [took 214.4549s]
06/11/23 07:09:03| INFO bin_sld finished [took 216.8097s]
06/11/23 07:09:04| INFO bin_pacc finished [took 211.9484s]
06/11/23 07:09:06| INFO binne_sld finished [took 215.5010s]
06/11/23 07:09:06| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs finished [took 220.4788s]
06/11/23 07:09:06| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs started
06/11/23 07:10:03| INFO ref finished [took 47.0882s]
06/11/23 07:10:08| INFO atc_mc finished [took 51.1826s]
06/11/23 07:10:10| INFO mul_pacc finished [took 55.8766s]
06/11/23 07:10:14| INFO mulmc_sld finished [took 64.7175s]
06/11/23 07:10:15| INFO mul_sld finished [took 67.2892s]
06/11/23 07:10:17| INFO mulne_sld finished [took 64.9305s]
06/11/23 07:12:40| INFO bin_pacc finished [took 207.6921s]
06/11/23 07:12:41| INFO binmc_sld finished [took 212.3821s]
06/11/23 07:12:41| INFO bin_sld finished [took 214.5241s]
06/11/23 07:12:43| INFO binne_sld finished [took 212.5115s]
06/11/23 07:12:43| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs finished [took 217.3597s]
06/11/23 07:12:43| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs started
06/11/23 07:13:39| INFO ref finished [took 46.5374s]
06/11/23 07:13:45| INFO atc_mc finished [took 51.0121s]
06/11/23 07:13:47| INFO mul_pacc finished [took 55.4950s]
06/11/23 07:13:52| INFO mulmc_sld finished [took 64.7651s]
06/11/23 07:13:52| INFO mul_sld finished [took 67.0632s]
06/11/23 07:13:54| INFO mulne_sld finished [took 65.2533s]
06/11/23 07:16:18| INFO bin_pacc finished [took 207.9541s]
06/11/23 07:16:19| INFO bin_sld finished [took 214.6495s]
06/11/23 07:16:19| INFO binmc_sld finished [took 213.2167s]
06/11/23 07:16:24| INFO binne_sld finished [took 215.5646s]
06/11/23 07:16:24| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs finished [took 220.4851s]
06/11/23 07:16:24| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs started
06/11/23 07:17:20| INFO ref finished [took 46.7655s]
06/11/23 07:17:25| INFO atc_mc finished [took 50.9430s]
06/11/23 07:17:27| INFO mul_pacc finished [took 55.4948s]
06/11/23 07:17:44| INFO mul_sld finished [took 78.5002s]
06/11/23 07:17:46| INFO mulmc_sld finished [took 78.7519s]
06/11/23 07:17:48| INFO mulne_sld finished [took 78.4293s]
06/11/23 07:19:59| INFO bin_pacc finished [took 208.5200s]
06/11/23 07:20:02| INFO bin_sld finished [took 216.9046s]
06/11/23 07:20:03| INFO binmc_sld finished [took 216.2736s]
06/11/23 07:20:03| INFO binne_sld finished [took 214.9573s]
06/11/23 07:20:03| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs finished [took 219.7592s]
06/11/23 07:20:03| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs started
06/11/23 07:20:05| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 07:20:06| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 07:20:08| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 07:20:10| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 07:20:12| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 07:20:48| INFO ref finished [took 36.6985s]
06/11/23 07:20:52| INFO atc_mc finished [took 39.8292s]
06/11/23 07:20:55| INFO mulmc_sld finished [took 48.0943s]
06/11/23 07:20:56| INFO mul_sld finished [took 50.2138s]
06/11/23 07:20:57| INFO mulne_sld finished [took 47.9755s]
06/11/23 07:20:57| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs finished [took 53.5645s]
----------------------------------------------------------------------------------------------------
----------------------------------------------------------------------------------------------------
06/11/23 10:25:08| INFO dataset rcv1_CCAT_1prevs
06/11/23 10:25:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/11/23 10:26:02| INFO ref finished [took 43.6300s]
06/11/23 10:26:05| INFO atc_mc finished [took 46.2297s]
06/11/23 10:26:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00906) [took 88.7593s]
06/11/23 10:27:29| INFO mul_pacc_gs finished [took 132.4595s]
06/11/23 10:31:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00900) [took 379.8213s]
06/11/23 10:34:52| INFO bin_pacc_gs finished [took 576.1136s]
----------------------------------------------------------------------------------------------------
06/11/23 10:55:40| INFO dataset rcv1_CCAT_1prevs
06/11/23 10:55:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/11/23 10:56:36| INFO ref finished [took 44.5230s]
06/11/23 10:56:40| INFO atc_mc finished [took 47.6566s]
06/11/23 10:57:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00927) [took 90.0830s]
06/11/23 10:58:04| INFO mul_pacc_gs finished [took 134.5283s]
06/11/23 11:02:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00974) [took 383.6784s]
06/11/23 11:05:24| INFO bin_pacc_gs finished [took 574.8730s]
06/11/23 11:10:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 897.6622s]
06/11/23 11:11:27| INFO mul_sld_gs finished [took 940.1205s]
06/11/23 11:18:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 1344.8544s]
06/11/23 11:21:09| INFO bin_sld_gs finished [took 1523.4358s]
06/11/23 11:21:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1525.2268s]
----------------------------------------------------------------------------------------------------
06/11/23 11:21:26| INFO dataset rcv1_CCAT_1prevs
06/11/23 11:21:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/11/23 11:22:18| INFO ref finished [took 42.1948s]
06/11/23 11:22:23| INFO atc_mc finished [took 45.7857s]
06/11/23 11:23:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00987) [took 87.4022s]
06/11/23 11:23:45| INFO mul_pacc_gs finished [took 130.6127s]
06/11/23 11:27:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00925) [took 374.1460s]
06/11/23 11:29:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 493.2309s]
06/11/23 11:30:30| INFO mul_sld_gs finished [took 537.7362s]
06/11/23 11:30:56| INFO bin_pacc_gs finished [took 562.8681s]
06/11/23 11:35:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 840.9875s]
06/11/23 11:38:31| INFO bin_sld_gs finished [took 1019.8362s]
06/11/23 11:38:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1021.3535s]
----------------------------------------------------------------------------------------------------
06/11/23 11:53:50| INFO dataset rcv1_CCAT_9prevs
06/11/23 11:53:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
06/11/23 11:56:45| INFO doc_feat finished [took 83.7957s]
06/11/23 11:56:58| INFO mulne_pacc finished [took 146.6577s]
06/11/23 11:57:03| INFO ref finished [took 120.2665s]
06/11/23 11:57:05| INFO mul_pacc finished [took 169.5909s]
06/11/23 11:57:07| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
06/11/23 11:57:08| INFO kfcv finished [took 130.0948s]
06/11/23 11:57:13| INFO mulmc_pacc finished [took 173.0431s]
06/11/23 11:57:16| INFO atc_mc finished [took 125.2363s]
06/11/23 11:57:17| INFO mul_sld finished [took 199.1179s]
06/11/23 11:57:18| INFO mul_cc finished [took 148.2203s]
06/11/23 11:57:20| INFO atc_ne finished [took 121.9570s]
06/11/23 11:57:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00899) [took 176.8809s]
06/11/23 11:58:48| INFO mul_pacc_gs finished [took 245.7641s]
06/11/23 12:00:56| INFO bin_pacc finished [took 409.8967s]
06/11/23 12:01:03| INFO bin_sld finished [took 426.0031s]
06/11/23 12:01:09| INFO binmc_pacc finished [took 412.9057s]
06/11/23 12:01:13| INFO bin_cc finished [took 389.4719s]
06/11/23 12:01:14| INFO binne_pacc finished [took 411.1276s]
06/11/23 12:02:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 12:03:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00719) [took 523.4665s]
06/11/23 12:04:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 643.3372s]
06/11/23 12:05:27| INFO mul_sld_gs finished [took 686.5912s]
06/11/23 12:06:25| INFO bin_pacc_gs finished [took 710.5248s]
06/11/23 12:08:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 892.3454s]
06/11/23 12:11:50| INFO bin_sld_gs finished [took 1070.2847s]
06/11/23 12:11:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1073.7689s]
06/11/23 12:11:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
06/11/23 12:14:15| INFO doc_feat finished [took 80.2198s]
06/11/23 12:14:27| INFO ref finished [took 106.1446s]
06/11/23 12:14:36| INFO mul_pacc finished [took 155.8715s]
06/11/23 12:14:37| INFO mul_sld finished [took 162.7857s]
06/11/23 12:14:47| INFO kfcv finished [took 132.1178s]
06/11/23 12:14:55| INFO atc_mc finished [took 127.9109s]
06/11/23 12:14:57| INFO atc_ne finished [took 121.6128s]
06/11/23 12:14:58| INFO mulmc_pacc finished [took 173.9023s]
06/11/23 12:14:58| INFO mulne_pacc finished [took 167.2920s]
06/11/23 12:14:59| INFO mul_cc finished [took 147.7428s]
06/11/23 12:15:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00931) [took 186.6087s]
06/11/23 12:16:44| INFO mul_pacc_gs finished [took 261.9352s]
06/11/23 12:18:49| INFO binmc_pacc finished [took 407.0394s]
06/11/23 12:18:50| INFO bin_pacc finished [took 410.4620s]
06/11/23 12:18:55| INFO bin_sld finished [took 422.8949s]
06/11/23 12:19:01| INFO binne_pacc finished [took 410.3575s]
06/11/23 12:19:03| INFO bin_cc finished [took 396.9482s]
06/11/23 12:20:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 12:20:41| INFO bin_sld_gsq finished [took 524.4318s]
06/11/23 12:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00784) [took 546.2730s]
06/11/23 12:22:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 640.2364s]
06/11/23 12:23:20| INFO mul_sld_gs finished [took 683.6191s]
06/11/23 12:24:29| INFO bin_pacc_gs finished [took 732.6258s]
06/11/23 12:27:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 948.8111s]
06/11/23 12:30:43| INFO bin_sld_gs finished [took 1128.0644s]
06/11/23 12:30:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1132.7995s]
06/11/23 12:30:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
06/11/23 12:33:12| INFO mul_sld finished [took 146.3214s]
06/11/23 12:33:24| INFO mul_cc finished [took 118.2992s]
06/11/23 12:33:26| INFO doc_feat finished [took 96.3414s]
06/11/23 12:33:36| INFO atc_ne finished [took 108.2657s]
06/11/23 12:33:37| INFO mulne_pacc finished [took 155.4759s]
06/11/23 12:33:39| INFO atc_mc finished [took 119.0950s]
06/11/23 12:33:39| INFO mul_pacc finished [took 166.1039s]
06/11/23 12:33:40| INFO ref finished [took 122.3921s]
06/11/23 12:33:40| INFO mulmc_pacc finished [took 164.5722s]
06/11/23 12:33:43| INFO kfcv finished [took 131.6124s]
06/11/23 12:34:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00857) [took 188.0301s]
06/11/23 12:35:45| INFO mul_pacc_gs finished [took 269.4655s]
06/11/23 12:37:47| INFO binne_pacc finished [took 409.7038s]
06/11/23 12:37:47| INFO bin_sld finished [took 421.4590s]
06/11/23 12:37:55| INFO bin_pacc finished [took 423.8805s]
06/11/23 12:37:57| INFO binmc_pacc finished [took 422.8180s]
06/11/23 12:38:01| INFO bin_cc finished [took 400.2199s]
06/11/23 12:39:14| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 12:39:41| INFO bin_sld_gsq finished [took 531.7360s]
06/11/23 12:40:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00762) [took 549.6726s]
06/11/23 12:41:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 646.0507s]
06/11/23 12:42:19| INFO mul_sld_gs finished [took 690.7431s]
06/11/23 12:43:25| INFO bin_pacc_gs finished [took 737.2287s]
06/11/23 12:47:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 979.3211s]
06/11/23 12:50:07| INFO bin_sld_gs finished [took 1159.4207s]
06/11/23 12:50:07| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1163.9370s]
06/11/23 12:50:07| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
06/11/23 12:52:34| INFO doc_feat finished [took 79.3857s]
06/11/23 12:52:39| INFO mul_pacc finished [took 143.2358s]
06/11/23 12:52:49| INFO mul_sld finished [took 159.6160s]
06/11/23 12:52:58| INFO kfcv finished [took 121.1756s]
06/11/23 12:53:07| INFO mulmc_pacc finished [took 167.6154s]
06/11/23 12:53:09| INFO atc_ne finished [took 115.9704s]
06/11/23 12:53:11| INFO ref finished [took 127.9906s]
06/11/23 12:53:17| INFO atc_mc finished [took 129.9605s]
06/11/23 12:53:19| INFO mulne_pacc finished [took 166.1444s]
06/11/23 12:53:21| INFO mul_cc finished [took 152.0451s]
06/11/23 12:53:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00832) [took 183.1015s]
06/11/23 12:55:03| INFO mul_pacc_gs finished [took 261.6088s]
06/11/23 12:57:20| INFO binmc_pacc finished [took 422.6680s]
06/11/23 12:57:23| INFO bin_sld finished [took 434.1109s]
06/11/23 12:57:26| INFO bin_pacc finished [took 431.1893s]
06/11/23 12:57:28| INFO binne_pacc finished [took 427.7980s]
06/11/23 12:57:29| INFO bin_cc finished [took 402.6463s]
06/11/23 12:58:43| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 12:59:20| INFO bin_sld_gsq finished [took 546.8013s]
06/11/23 12:59:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00858) [took 550.8127s]
06/11/23 13:01:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 652.8483s]
06/11/23 13:01:47| INFO mul_sld_gs finished [took 695.7927s]
06/11/23 13:02:56| INFO bin_pacc_gs finished [took 739.4380s]
06/11/23 13:06:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 999.0699s]
06/11/23 13:09:50| INFO bin_sld_gs finished [took 1179.8181s]
06/11/23 13:09:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1183.4124s]
06/11/23 13:09:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
06/11/23 13:12:34| INFO doc_feat finished [took 88.8963s]
06/11/23 13:12:43| INFO mul_sld finished [took 169.3932s]
06/11/23 13:12:47| INFO mul_pacc finished [took 166.5633s]
06/11/23 13:12:50| INFO kfcv finished [took 134.2527s]
06/11/23 13:12:58| INFO ref finished [took 128.7367s]
06/11/23 13:12:59| INFO mulne_pacc finished [took 161.0902s]
06/11/23 13:13:00| INFO mulmc_pacc finished [took 176.8006s]
06/11/23 13:13:01| INFO atc_mc finished [took 129.5173s]
06/11/23 13:13:06| INFO atc_ne finished [took 122.8886s]
06/11/23 13:13:16| INFO mul_cc finished [took 152.5218s]
06/11/23 13:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00774) [took 183.0928s]
06/11/23 13:14:57| INFO mul_pacc_gs finished [took 266.4369s]
06/11/23 13:17:06| INFO bin_pacc finished [took 427.3693s]
06/11/23 13:17:08| INFO binmc_pacc finished [took 426.6359s]
06/11/23 13:17:14| INFO bin_sld finished [took 441.7834s]
06/11/23 13:17:20| INFO binne_pacc finished [took 435.6569s]
06/11/23 13:17:22| INFO bin_cc finished [took 412.7263s]
06/11/23 13:18:20| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 13:19:06| INFO bin_sld_gsq finished [took 549.0379s]
06/11/23 13:19:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00709) [took 545.0306s]
06/11/23 13:20:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 645.5669s]
06/11/23 13:21:25| INFO mul_sld_gs finished [took 689.4814s]
06/11/23 13:22:32| INFO bin_pacc_gs finished [took 730.0602s]
06/11/23 13:26:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 985.8522s]
06/11/23 13:29:21| INFO bin_sld_gs finished [took 1166.4200s]
06/11/23 13:29:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1170.8744s]
06/11/23 13:29:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
06/11/23 13:31:52| INFO doc_feat finished [took 80.3058s]
06/11/23 13:32:00| INFO mul_sld finished [took 153.1261s]
06/11/23 13:32:00| INFO mul_pacc finished [took 148.0156s]
06/11/23 13:32:13| INFO kfcv finished [took 122.2270s]
06/11/23 13:32:13| INFO mulne_pacc finished [took 145.0130s]
06/11/23 13:32:22| INFO ref finished [took 122.3525s]
06/11/23 13:32:23| INFO atc_mc finished [took 120.2587s]
06/11/23 13:32:23| INFO atc_ne finished [took 113.5667s]
06/11/23 13:32:23| INFO mulmc_pacc finished [took 167.7106s]
06/11/23 13:32:36| INFO mul_cc finished [took 143.6517s]
06/11/23 13:33:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00802) [took 182.2049s]
06/11/23 13:34:23| INFO mul_pacc_gs finished [took 261.0038s]
06/11/23 13:36:19| INFO binmc_pacc finished [took 405.9199s]
06/11/23 13:36:31| INFO bin_sld finished [took 426.3780s]
06/11/23 13:36:32| INFO bin_pacc finished [took 420.2833s]
06/11/23 13:36:34| INFO binne_pacc finished [took 417.2048s]
06/11/23 13:36:42| INFO bin_cc finished [took 394.3524s]
06/11/23 13:37:45| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 13:38:18| INFO bin_sld_gsq finished [took 528.6956s]
06/11/23 13:38:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00707) [took 544.2769s]
06/11/23 13:39:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 628.0656s]
06/11/23 13:40:41| INFO mul_sld_gs finished [took 673.3968s]
06/11/23 13:41:58| INFO bin_pacc_gs finished [took 730.5371s]
06/11/23 13:45:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 960.1061s]
06/11/23 13:48:28| INFO bin_sld_gs finished [took 1140.6073s]
06/11/23 13:48:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1146.6395s]
06/11/23 13:48:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
06/11/23 13:50:49| INFO mul_pacc finished [took 130.9408s]
06/11/23 13:51:02| INFO doc_feat finished [took 86.2411s]
06/11/23 13:51:07| INFO mul_sld finished [took 155.4513s]
06/11/23 13:51:15| INFO atc_ne finished [took 101.0761s]
06/11/23 13:51:20| INFO ref finished [took 121.3689s]
06/11/23 13:51:20| INFO atc_mc finished [took 106.6415s]
06/11/23 13:51:22| INFO mulmc_pacc finished [took 160.4221s]
06/11/23 13:51:22| INFO mulne_pacc finished [took 150.1203s]
06/11/23 13:51:25| INFO kfcv finished [took 127.5280s]
06/11/23 13:51:35| INFO mul_cc finished [took 145.4437s]
06/11/23 13:52:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00886) [took 182.0543s]
06/11/23 13:53:23| INFO mul_pacc_gs finished [took 262.2496s]
06/11/23 13:55:28| INFO bin_sld finished [took 417.7315s]
06/11/23 13:55:30| INFO binmc_pacc finished [took 410.0114s]
06/11/23 13:55:30| INFO bin_pacc finished [took 413.5912s]
06/11/23 13:55:35| INFO binne_pacc finished [took 411.8241s]
06/11/23 13:55:42| INFO bin_cc finished [took 396.5011s]
06/11/23 13:56:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 13:57:22| INFO bin_sld_gsq finished [took 527.2507s]
06/11/23 13:58:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00910) [took 547.7641s]
06/11/23 13:59:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 634.8469s]
06/11/23 13:59:54| INFO mul_sld_gs finished [took 680.2027s]
06/11/23 14:01:07| INFO bin_pacc_gs finished [took 731.8655s]
06/11/23 14:04:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 960.6861s]
06/11/23 14:07:34| INFO bin_sld_gs finished [took 1141.7199s]
06/11/23 14:07:34| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1146.2680s]
06/11/23 14:07:34| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
06/11/23 14:10:08| INFO mulmc_pacc finished [took 141.2266s]
06/11/23 14:10:19| INFO atc_ne finished [took 101.4512s]
06/11/23 14:10:20| INFO mul_sld finished [took 162.5808s]
06/11/23 14:10:23| INFO mul_pacc finished [took 158.9068s]
06/11/23 14:10:30| INFO kfcv finished [took 123.4790s]
06/11/23 14:10:33| INFO mulne_pacc finished [took 158.4983s]
06/11/23 14:10:33| INFO doc_feat finished [took 111.7987s]
06/11/23 14:10:35| INFO ref finished [took 124.4184s]
06/11/23 14:10:40| INFO atc_mc finished [took 126.3543s]
06/11/23 14:10:40| INFO mul_cc finished [took 139.5958s]
06/11/23 14:11:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.01309) [took 184.0645s]
06/11/23 14:12:44| INFO mul_pacc_gs finished [took 272.5404s]
06/11/23 14:14:32| INFO binmc_pacc finished [took 406.3609s]
06/11/23 14:14:38| INFO bin_pacc finished [took 414.8972s]
06/11/23 14:14:43| INFO binne_pacc finished [took 414.4123s]
06/11/23 14:14:51| INFO bin_cc finished [took 395.5254s]
06/11/23 14:14:55| INFO bin_sld finished [took 437.7681s]
06/11/23 14:15:58| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 14:16:33| INFO bin_sld_gsq finished [took 532.4040s]
06/11/23 14:16:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00812) [took 536.4746s]
06/11/23 14:18:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 636.4067s]
06/11/23 14:19:00| INFO mul_sld_gs finished [took 680.2467s]
06/11/23 14:20:01| INFO bin_pacc_gs finished [took 720.9205s]
06/11/23 14:23:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 954.4487s]
06/11/23 14:26:41| INFO bin_sld_gs finished [took 1142.3328s]
06/11/23 14:26:41| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1146.7713s]
06/11/23 14:26:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
06/11/23 14:29:04| INFO mul_pacc finished [took 133.1736s]
06/11/23 14:29:07| INFO ref finished [took 87.1594s]
06/11/23 14:29:16| INFO doc_feat finished [took 83.8190s]
06/11/23 14:29:21| INFO mulmc_pacc finished [took 147.5202s]
06/11/23 14:29:22| INFO atc_mc finished [took 99.1039s]
06/11/23 14:29:23| INFO kfcv finished [took 109.5348s]
06/11/23 14:29:27| INFO mulne_pacc finished [took 148.1672s]
06/11/23 14:29:33| INFO atc_ne finished [took 101.4673s]
06/11/23 14:29:36| INFO mul_cc finished [took 126.0447s]
06/11/23 14:29:42| INFO mul_sld finished [took 177.5880s]
06/11/23 14:30:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01497) [took 175.1432s]
06/11/23 14:31:33| INFO mul_pacc_gs finished [took 252.3399s]
06/11/23 14:33:34| INFO binmc_pacc finished [took 401.7891s]
06/11/23 14:33:35| INFO binne_pacc finished [took 400.4138s]
06/11/23 14:33:36| INFO bin_pacc finished [took 406.7598s]
06/11/23 14:33:48| INFO bin_cc finished [took 378.7595s]
06/11/23 14:33:48| INFO bin_sld finished [took 423.7366s]
06/11/23 14:34:47| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 14:35:26| INFO bin_sld_gsq finished [took 518.8996s]
06/11/23 14:36:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00880) [took 539.3992s]
06/11/23 14:37:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 622.0419s]
06/11/23 14:37:53| INFO mul_sld_gs finished [took 666.0058s]
06/11/23 14:39:16| INFO bin_pacc_gs finished [took 722.5231s]
06/11/23 14:42:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 929.3464s]
06/11/23 14:45:14| INFO bin_sld_gs finished [took 1108.7356s]
06/11/23 14:45:14| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1113.2364s]
06/11/23 14:48:04| INFO dataset imdb_9prevs
06/11/23 14:48:14| INFO Dataset sample 0.10 of dataset imdb_9prevs started
06/11/23 14:48:17| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 14:48:18| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 14:48:31| INFO doc_feat finished [took 11.5257s]
06/11/23 14:48:36| INFO ref finished [took 18.5620s]
06/11/23 14:48:42| INFO kfcv finished [took 24.7227s]
06/11/23 14:48:44| INFO atc_ne finished [took 25.5676s]
06/11/23 14:48:46| INFO atc_mc finished [took 27.4910s]
06/11/23 14:48:50| INFO mulne_pacc finished [took 34.0415s]
06/11/23 14:48:57| INFO mulmc_pacc finished [took 41.7500s]
06/11/23 14:48:58| INFO mul_pacc finished [took 43.0162s]
06/11/23 14:48:58| INFO mul_cc finished [took 40.3279s]
06/11/23 14:49:16| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
06/11/23 14:49:26| INFO mul_sld finished [took 71.4588s]
06/11/23 14:50:10| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
06/11/23 14:52:12| INFO binne_pacc finished [took 236.2174s]
06/11/23 14:52:16| INFO binmc_pacc finished [took 240.4686s]
06/11/23 14:52:19| INFO bin_cc finished [took 241.9141s]
06/11/23 14:52:20| INFO bin_pacc finished [took 244.5632s]
06/11/23 14:52:23| INFO bin_sld finished [took 249.0477s]
06/11/23 14:53:48| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 14:55:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 443.6010s]
06/11/23 14:55:51| INFO mul_sld_gs finished [took 455.9932s]
06/11/23 14:55:51| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 456.7746s]
06/11/23 14:55:51| INFO Dataset sample 0.20 of dataset imdb_9prevs started
06/11/23 14:56:07| INFO doc_feat finished [took 11.2758s]
06/11/23 14:56:18| INFO atc_mc finished [took 22.2986s]
06/11/23 14:56:22| INFO ref finished [took 26.3482s]
06/11/23 14:56:25| INFO kfcv finished [took 30.4761s]
06/11/23 14:56:29| INFO mul_pacc finished [took 36.5892s]
06/11/23 14:56:29| INFO mulmc_pacc finished [took 36.7773s]
06/11/23 14:56:38| INFO atc_ne finished [took 41.7824s]
06/11/23 14:56:41| INFO mulne_pacc finished [took 47.8318s]
06/11/23 14:56:41| INFO mul_cc finished [took 46.7221s]
06/11/23 14:56:55| INFO mul_sld finished [took 63.3547s]
06/11/23 14:57:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.01017) [took 119.9166s]
06/11/23 14:58:15| INFO mul_pacc_gs finished [took 141.4446s]
06/11/23 15:00:38| INFO binne_pacc finished [took 285.5562s]
06/11/23 15:00:48| INFO bin_cc finished [took 293.8727s]
06/11/23 15:00:49| INFO binmc_pacc finished [took 296.7176s]
06/11/23 15:00:49| INFO bin_pacc finished [took 297.1868s]
06/11/23 15:01:03| INFO bin_sld finished [took 312.0358s]
06/11/23 15:02:29| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 15:02:34| INFO bin_sld_gsq finished [took 402.0748s]
06/11/23 15:03:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00980) [took 482.9237s]
06/11/23 15:05:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 548.0443s]
06/11/23 15:05:14| INFO mul_sld_gs finished [took 562.2966s]
06/11/23 15:06:30| INFO bin_pacc_gs finished [took 636.7956s]
06/11/23 15:10:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 884.9748s]
06/11/23 15:13:11| INFO bin_sld_gs finished [took 1039.3282s]
06/11/23 15:13:11| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 1040.0772s]
06/11/23 15:13:11| INFO Dataset sample 0.30 of dataset imdb_9prevs started
06/11/23 15:13:39| INFO doc_feat finished [took 22.8145s]
06/11/23 15:13:41| INFO atc_ne finished [took 24.3471s]
06/11/23 15:13:45| INFO ref finished [took 28.7559s]
06/11/23 15:13:52| INFO mulne_pacc finished [took 38.1365s]
06/11/23 15:13:53| INFO kfcv finished [took 37.4026s]
06/11/23 15:13:56| INFO atc_mc finished [took 39.4198s]
06/11/23 15:13:59| INFO mul_pacc finished [took 45.9542s]
06/11/23 15:13:59| INFO mul_cc finished [took 43.9076s]
06/11/23 15:13:59| INFO mulmc_pacc finished [took 45.9395s]
06/11/23 15:14:11| INFO mul_sld finished [took 59.8835s]
06/11/23 15:15:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01028) [took 128.2866s]
06/11/23 15:15:44| INFO mul_pacc_gs finished [took 149.5820s]
06/11/23 15:18:03| INFO binne_pacc finished [took 289.3504s]
06/11/23 15:18:07| INFO bin_pacc finished [took 294.7115s]
06/11/23 15:18:14| INFO bin_cc finished [took 298.6839s]
06/11/23 15:18:14| INFO binmc_pacc finished [took 300.9499s]
06/11/23 15:18:14| INFO bin_sld finished [took 302.9035s]
06/11/23 15:19:46| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 15:20:05| INFO bin_sld_gsq finished [took 413.1151s]
06/11/23 15:21:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.00916) [took 488.7327s]
06/11/23 15:22:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 541.2865s]
06/11/23 15:22:28| INFO mul_sld_gs finished [took 556.0867s]
06/11/23 15:23:57| INFO bin_pacc_gs finished [took 643.0717s]
06/11/23 15:27:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 860.3135s]
06/11/23 15:30:05| INFO bin_sld_gs finished [took 1013.1878s]
06/11/23 15:30:05| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 1014.3141s]
06/11/23 15:30:05| INFO Dataset sample 0.40 of dataset imdb_9prevs started
06/11/23 15:30:24| INFO doc_feat finished [took 13.8500s]
06/11/23 15:30:32| INFO ref finished [took 22.3531s]
06/11/23 15:30:41| INFO mul_pacc finished [took 34.1860s]
06/11/23 15:30:45| INFO atc_ne finished [took 34.8111s]
06/11/23 15:30:46| INFO kfcv finished [took 36.4055s]
06/11/23 15:30:49| INFO atc_mc finished [took 38.7978s]
06/11/23 15:30:49| INFO mulmc_pacc finished [took 42.4552s]
06/11/23 15:30:51| INFO mul_cc finished [took 42.6899s]
06/11/23 15:30:53| INFO mulne_pacc finished [took 45.2694s]
06/11/23 15:30:57| INFO mul_sld finished [took 51.2705s]
06/11/23 15:32:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01220) [took 124.5801s]
06/11/23 15:32:34| INFO mul_pacc_gs finished [took 145.3368s]
06/11/23 15:34:56| INFO binmc_pacc finished [took 289.1451s]
06/11/23 15:35:04| INFO bin_sld finished [took 298.3514s]
06/11/23 15:35:04| INFO binne_pacc finished [took 296.5538s]
06/11/23 15:35:05| INFO bin_pacc finished [took 298.5077s]
06/11/23 15:35:09| INFO bin_cc finished [took 300.1332s]
06/11/23 15:36:41| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 15:37:08| INFO bin_sld_gsq finished [took 421.3938s]
06/11/23 15:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01137) [took 490.9644s]
06/11/23 15:38:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 531.8225s]
06/11/23 15:39:12| INFO mul_sld_gs finished [took 546.4524s]
06/11/23 15:40:53| INFO bin_pacc_gs finished [took 645.0957s]
06/11/23 15:44:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 882.0550s]
06/11/23 15:47:19| INFO bin_sld_gs finished [took 1033.2802s]
06/11/23 15:47:19| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 1034.1241s]
06/11/23 15:47:19| INFO Dataset sample 0.50 of dataset imdb_9prevs started
06/11/23 15:47:36| INFO doc_feat finished [took 11.6005s]
06/11/23 15:47:40| INFO ref finished [took 16.3058s]
06/11/23 15:47:50| INFO atc_mc finished [took 25.8745s]
06/11/23 15:47:52| INFO kfcv finished [took 29.0931s]
06/11/23 15:47:53| INFO atc_ne finished [took 28.8903s]
06/11/23 15:47:53| INFO mul_pacc finished [took 32.5473s]
06/11/23 15:48:00| INFO mul_cc finished [took 37.3478s]
06/11/23 15:48:01| INFO mulne_pacc finished [took 39.9745s]
06/11/23 15:48:02| INFO mulmc_pacc finished [took 40.5057s]
06/11/23 15:48:10| INFO mul_sld finished [took 50.1825s]
06/11/23 15:49:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01107) [took 125.0329s]
06/11/23 15:49:49| INFO mul_pacc_gs finished [took 146.7316s]
06/11/23 15:52:15| INFO bin_cc finished [took 292.6719s]
06/11/23 15:52:15| INFO binne_pacc finished [took 293.9844s]
06/11/23 15:52:17| INFO bin_pacc finished [took 296.2830s]
06/11/23 15:52:21| INFO binmc_pacc finished [took 299.4873s]
06/11/23 15:52:23| INFO bin_sld finished [took 303.4889s]
06/11/23 15:53:57| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 15:54:18| INFO bin_sld_gsq finished [took 418.0959s]
06/11/23 15:55:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01038) [took 489.7797s]
06/11/23 15:56:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 536.7408s]
06/11/23 15:56:33| INFO mul_sld_gs finished [took 552.5393s]
06/11/23 15:58:05| INFO bin_pacc_gs finished [took 643.1581s]
06/11/23 16:01:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 862.6012s]
06/11/23 16:04:15| INFO bin_sld_gs finished [took 1015.3606s]
06/11/23 16:04:15| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 1016.0642s]
06/11/23 16:04:15| INFO Dataset sample 0.60 of dataset imdb_9prevs started
06/11/23 16:04:40| INFO doc_feat finished [took 19.9628s]
06/11/23 16:04:41| INFO kfcv finished [took 21.8848s]
06/11/23 16:04:46| INFO ref finished [took 26.2613s]
06/11/23 16:04:56| INFO mulmc_pacc finished [took 38.6399s]
06/11/23 16:04:56| INFO atc_ne finished [took 35.7501s]
06/11/23 16:04:57| INFO atc_mc finished [took 37.3907s]
06/11/23 16:05:01| INFO mul_cc finished [took 41.6420s]
06/11/23 16:05:01| INFO mul_pacc finished [took 44.6898s]
06/11/23 16:05:02| INFO mulne_pacc finished [took 44.7679s]
06/11/23 16:05:12| INFO mul_sld finished [took 56.0834s]
06/11/23 16:06:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01082) [took 125.2569s]
06/11/23 16:06:44| INFO mul_pacc_gs finished [took 146.2318s]
06/11/23 16:09:05| INFO binne_pacc finished [took 288.1949s]
06/11/23 16:09:10| INFO bin_pacc finished [took 293.3207s]
06/11/23 16:09:12| INFO bin_sld finished [took 296.1022s]
06/11/23 16:09:13| INFO binmc_pacc finished [took 296.4000s]
06/11/23 16:09:18| INFO bin_cc finished [took 299.1982s]
06/11/23 16:10:50| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 16:11:22| INFO bin_sld_gsq finished [took 425.6641s]
06/11/23 16:12:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00976) [took 492.8847s]
06/11/23 16:13:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 536.8669s]
06/11/23 16:13:28| INFO mul_sld_gs finished [took 551.6187s]
06/11/23 16:15:03| INFO bin_pacc_gs finished [took 645.6602s]
06/11/23 16:19:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 907.7074s]
06/11/23 16:21:57| INFO bin_sld_gs finished [took 1060.9759s]
06/11/23 16:21:57| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 1061.7730s]
06/11/23 16:21:57| INFO Dataset sample 0.70 of dataset imdb_9prevs started
06/11/23 16:22:23| INFO doc_feat finished [took 20.2428s]
06/11/23 16:22:34| INFO kfcv finished [took 32.1532s]
06/11/23 16:22:36| INFO ref finished [took 34.3738s]
06/11/23 16:22:38| INFO mul_sld finished [took 40.1101s]
06/11/23 16:22:40| INFO mul_cc finished [took 38.6722s]
06/11/23 16:22:41| INFO atc_mc finished [took 38.9379s]
06/11/23 16:22:43| INFO atc_ne finished [took 40.3132s]
06/11/23 16:22:43| INFO mulne_pacc finished [took 43.7833s]
06/11/23 16:22:44| INFO mulmc_pacc finished [took 44.4084s]
06/11/23 16:22:46| INFO mul_pacc finished [took 47.7998s]
06/11/23 16:24:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01575) [took 127.2393s]
06/11/23 16:24:31| INFO mul_pacc_gs finished [took 150.2100s]
06/11/23 16:26:49| INFO bin_cc finished [took 288.6128s]
06/11/23 16:26:51| INFO bin_pacc finished [took 292.1757s]
06/11/23 16:26:52| INFO binne_pacc finished [took 293.0194s]
06/11/23 16:27:01| INFO binmc_pacc finished [took 302.5703s]
06/11/23 16:27:01| INFO bin_sld finished [took 303.9303s]
06/11/23 16:28:32| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 16:28:53| INFO bin_sld_gsq finished [took 414.4520s]
06/11/23 16:30:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01641) [took 494.7681s]
06/11/23 16:31:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 542.3282s]
06/11/23 16:31:15| INFO mul_sld_gs finished [took 557.2859s]
06/11/23 16:32:49| INFO bin_pacc_gs finished [took 648.9428s]
06/11/23 16:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 864.7237s]
06/11/23 16:38:54| INFO bin_sld_gs finished [took 1015.9618s]
06/11/23 16:38:54| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 1016.7743s]
06/11/23 16:38:54| INFO Dataset sample 0.80 of dataset imdb_9prevs started
06/11/23 16:39:19| INFO doc_feat finished [took 19.9639s]
06/11/23 16:39:22| INFO atc_mc finished [took 22.9650s]
06/11/23 16:39:26| INFO kfcv finished [took 27.9671s]
06/11/23 16:39:30| INFO mul_pacc finished [took 34.3899s]
06/11/23 16:39:31| INFO ref finished [took 32.4692s]
06/11/23 16:39:33| INFO mulne_pacc finished [took 37.2045s]
06/11/23 16:39:39| INFO atc_ne finished [took 39.7686s]
06/11/23 16:39:41| INFO mul_cc finished [took 42.9411s]
06/11/23 16:39:41| INFO mulmc_pacc finished [took 44.9724s]
06/11/23 16:39:46| INFO mul_sld finished [took 51.4269s]
06/11/23 16:40:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01013) [took 122.2196s]
06/11/23 16:41:24| INFO mul_pacc_gs finished [took 146.7076s]
06/11/23 16:43:40| INFO binne_pacc finished [took 284.1154s]
06/11/23 16:43:52| INFO bin_pacc finished [took 296.8885s]
06/11/23 16:43:54| INFO bin_cc finished [took 297.1714s]
06/11/23 16:43:56| INFO binmc_pacc finished [took 300.6806s]
06/11/23 16:43:57| INFO bin_sld finished [took 302.6966s]
06/11/23 16:45:26| WARNING Method mul_sld_gsq failed. Exception: 'GridSearchQ' object has no attribute 'classes_'
06/11/23 16:45:41| INFO bin_sld_gsq finished [took 405.8247s]
06/11/23 16:47:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00949) [took 483.3129s]
06/11/23 16:47:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 539.6504s]
06/11/23 16:48:09| INFO mul_sld_gs finished [took 553.8401s]
06/11/23 16:49:34| INFO bin_pacc_gs finished [took 637.2772s]
06/11/23 16:53:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 875.8870s]
06/11/23 16:56:08| INFO bin_sld_gs finished [took 1033.4325s]
06/11/23 16:56:08| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 1034.1983s]
06/11/23 16:56:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
06/11/23 16:56:09| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:09| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:10| WARNING Method mulmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:10| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:10| WARNING Method mulne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:10| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:10| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:10| WARNING Method binmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:11| WARNING Method binne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:11| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 16:56:22| INFO doc_feat finished [took 10.1613s]
06/11/23 16:56:25| INFO ref finished [took 13.7569s]
06/11/23 16:56:27| INFO kfcv finished [took 15.6337s]
06/11/23 16:56:29| INFO atc_mc finished [took 18.0104s]
06/11/23 16:56:30| INFO atc_ne finished [took 18.0260s]
06/11/23 16:56:31| INFO mul_cc finished [took 20.6201s]
06/11/23 16:56:40| INFO mul_sld finished [took 31.2942s]
06/11/23 16:56:47| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 16:58:55| INFO bin_cc finished [took 164.5182s]
06/11/23 16:58:59| INFO bin_sld finished [took 170.5046s]
06/11/23 17:02:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 368.6067s]
06/11/23 17:02:29| INFO mul_sld_gs finished [took 380.7801s]
06/11/23 17:02:29| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 381.5305s]
----------------------------------------------------------------------------------------------------
06/11/23 18:04:06| INFO dataset rcv1_GCAT_9prevs
06/11/23 18:04:12| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
06/11/23 18:04:19| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:21| WARNING Method bin_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:22| WARNING Method mul_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:24| WARNING Method binmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:24| WARNING Method mulmc_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:26| WARNING Method binne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:27| WARNING Method mulne_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:28| WARNING Method bin_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:04:29| WARNING Method mul_pacc_gs failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:05:10| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
06/11/23 18:05:41| INFO ref finished [took 65.3048s]
06/11/23 18:05:43| INFO kfcv finished [took 66.9585s]
06/11/23 18:05:45| INFO doc_feat finished [took 56.7504s]
06/11/23 18:05:49| INFO mul_cc finished [took 77.6035s]
06/11/23 18:05:49| INFO atc_mc finished [took 66.4650s]
06/11/23 18:05:52| INFO atc_ne finished [took 65.1035s]
06/11/23 18:05:52| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
06/11/23 18:05:56| INFO mul_sld finished [took 101.3427s]
06/11/23 18:08:12| INFO bin_sld finished [took 238.6323s]
06/11/23 18:08:21| INFO bin_cc finished [took 230.3034s]
06/11/23 18:10:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00897) [took 402.3046s]
06/11/23 18:11:39| INFO mul_sld_gs finished [took 441.7473s]
06/11/23 18:11:39| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 446.6543s]
06/11/23 18:11:39| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
06/11/23 18:14:11| INFO mulmc_pacc finished [took 140.5240s]
06/11/23 18:14:13| INFO kfcv finished [took 108.3325s]
06/11/23 18:14:16| INFO doc_feat finished [took 91.1407s]
06/11/23 18:14:21| INFO atc_ne finished [took 96.9645s]
06/11/23 18:14:22| INFO mul_pacc finished [took 154.9757s]
06/11/23 18:14:36| INFO ref finished [took 118.1583s]
06/11/23 18:14:37| INFO atc_mc finished [took 118.5016s]
06/11/23 18:14:41| INFO mulne_pacc finished [took 157.8831s]
06/11/23 18:14:49| INFO mul_cc finished [took 144.8053s]
06/11/23 18:14:50| INFO mul_sld finished [took 188.8450s]
06/11/23 18:15:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01452) [took 184.0929s]
06/11/23 18:16:33| INFO mul_pacc_gs finished [took 258.2234s]
06/11/23 18:18:46| INFO binmc_pacc finished [took 417.1372s]
06/11/23 18:18:48| INFO bin_pacc finished [took 422.0619s]
06/11/23 18:18:52| INFO bin_sld finished [took 431.4426s]
06/11/23 18:18:56| INFO binne_pacc finished [took 421.5812s]
06/11/23 18:19:02| INFO bin_cc finished [took 402.4673s]
06/11/23 18:19:32| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
06/11/23 18:20:26| INFO bin_sld_gsq finished [took 522.0734s]
06/11/23 18:21:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01038) [took 540.4022s]
06/11/23 18:21:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00821) [took 600.6611s]
06/11/23 18:22:25| INFO mul_sld_gs finished [took 642.1063s]
06/11/23 18:24:14| INFO bin_pacc_gs finished [took 723.2605s]
06/11/23 18:26:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00816) [took 911.5066s]
06/11/23 18:29:56| INFO bin_sld_gs finished [took 1093.4674s]
06/11/23 18:29:56| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 1096.7184s]
06/11/23 18:29:56| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
06/11/23 18:32:21| INFO ref finished [took 89.3355s]
06/11/23 18:32:33| INFO doc_feat finished [took 91.9119s]
06/11/23 18:32:35| INFO mulmc_pacc finished [took 147.2084s]
06/11/23 18:32:38| INFO mulne_pacc finished [took 137.0643s]
06/11/23 18:32:54| INFO atc_mc finished [took 117.6847s]
06/11/23 18:32:56| INFO kfcv finished [took 129.8598s]
06/11/23 18:33:00| INFO mul_pacc finished [took 174.5769s]
06/11/23 18:33:00| INFO mul_sld finished [took 181.1734s]
06/11/23 18:33:03| INFO atc_ne finished [took 123.9984s]
06/11/23 18:33:09| INFO mul_cc finished [took 148.8635s]
06/11/23 18:33:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00629) [took 177.7598s]
06/11/23 18:34:51| INFO mul_pacc_gs finished [took 256.4186s]
06/11/23 18:37:10| INFO bin_pacc finished [took 425.7912s]
06/11/23 18:37:12| INFO binmc_pacc finished [took 425.7599s]
06/11/23 18:37:14| INFO binne_pacc finished [took 424.0101s]
06/11/23 18:37:18| INFO bin_sld finished [took 440.4389s]
06/11/23 18:37:22| INFO bin_cc finished [took 407.2413s]
06/11/23 18:37:52| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
06/11/23 18:38:51| INFO bin_sld_gsq finished [took 529.6242s]
06/11/23 18:39:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00489) [took 541.8062s]
06/11/23 18:40:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00615) [took 601.7630s]
06/11/23 18:40:45| INFO mul_sld_gs finished [took 644.5111s]
06/11/23 18:42:37| INFO bin_pacc_gs finished [took 729.3942s]
06/11/23 18:45:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00490) [took 936.3088s]
06/11/23 18:48:37| INFO bin_sld_gs finished [took 1117.0610s]
06/11/23 18:48:37| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 1120.9681s]
06/11/23 18:48:37| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
06/11/23 18:51:02| INFO doc_feat finished [took 79.6380s]
06/11/23 18:51:20| INFO mulne_pacc finished [took 144.5625s]
06/11/23 18:51:30| INFO mul_sld finished [took 171.1473s]
06/11/23 18:51:35| INFO mulmc_pacc finished [took 166.1468s]
06/11/23 18:51:39| INFO mul_pacc finished [took 172.9449s]
06/11/23 18:51:43| INFO ref finished [took 132.2492s]
06/11/23 18:51:45| INFO kfcv finished [took 137.9538s]
06/11/23 18:51:52| INFO atc_mc finished [took 137.7185s]
06/11/23 18:51:54| INFO atc_ne finished [took 134.1066s]
06/11/23 18:51:59| INFO mul_cc finished [took 159.0670s]
06/11/23 18:52:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01049) [took 180.3366s]
06/11/23 18:53:38| INFO mul_pacc_gs finished [took 266.6075s]
06/11/23 18:56:00| INFO bin_sld finished [took 441.9022s]
06/11/23 18:56:02| INFO binne_pacc finished [took 431.1354s]
06/11/23 18:56:02| INFO binmc_pacc finished [took 434.5268s]
06/11/23 18:56:04| INFO bin_pacc finished [took 438.8400s]
06/11/23 18:56:07| INFO bin_cc finished [took 412.8827s]
06/11/23 18:56:38| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
06/11/23 18:57:38| INFO bin_sld_gsq finished [took 534.9970s]
06/11/23 18:58:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00762) [took 549.5790s]
06/11/23 18:58:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00692) [took 616.7506s]
06/11/23 18:59:43| INFO mul_sld_gs finished [took 661.6976s]
06/11/23 19:01:20| INFO bin_pacc_gs finished [took 735.1934s]
06/11/23 19:04:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00601) [took 948.3129s]
06/11/23 19:07:30| INFO bin_sld_gs finished [took 1129.1432s]
06/11/23 19:07:30| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 1133.2853s]
06/11/23 19:07:30| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
06/11/23 19:10:11| INFO doc_feat finished [took 90.8028s]
06/11/23 19:10:12| INFO mul_sld finished [took 159.3725s]
06/11/23 19:10:17| INFO atc_mc finished [took 108.3872s]
06/11/23 19:10:20| INFO mulmc_pacc finished [took 158.7937s]
06/11/23 19:10:27| INFO kfcv finished [took 125.4384s]
06/11/23 19:10:32| INFO mul_cc finished [took 134.1449s]
06/11/23 19:10:33| INFO atc_ne finished [took 115.0137s]
06/11/23 19:10:33| INFO mul_pacc finished [took 173.4398s]
06/11/23 19:10:35| INFO ref finished [took 127.6900s]
06/11/23 19:10:35| INFO mulne_pacc finished [took 158.1989s]
06/11/23 19:11:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00893) [took 181.2645s]
06/11/23 19:12:28| INFO mul_pacc_gs finished [took 263.1619s]
06/11/23 19:14:45| INFO bin_sld finished [took 432.8401s]
06/11/23 19:14:48| INFO bin_pacc finished [took 430.1210s]
06/11/23 19:14:54| INFO binmc_pacc finished [took 433.8715s]
06/11/23 19:14:58| INFO bin_cc finished [took 405.7688s]
06/11/23 19:14:59| INFO binne_pacc finished [took 435.7315s]
06/11/23 19:15:29| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
06/11/23 19:16:36| INFO bin_sld_gsq finished [took 539.4078s]
06/11/23 19:17:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00831) [took 545.8362s]
06/11/23 19:17:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00797) [took 609.7895s]
06/11/23 19:18:32| INFO mul_sld_gs finished [took 657.1765s]
06/11/23 19:20:08| INFO bin_pacc_gs finished [took 728.9184s]
06/11/23 19:23:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00738) [took 966.8750s]
06/11/23 19:26:42| INFO bin_sld_gs finished [took 1148.2428s]
06/11/23 19:26:42| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 1152.4463s]
06/11/23 19:26:43| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
06/11/23 19:29:16| INFO mul_pacc finished [took 142.3375s]
06/11/23 19:29:26| INFO doc_feat finished [took 92.0123s]
06/11/23 19:29:29| INFO atc_ne finished [took 96.1697s]
06/11/23 19:29:32| INFO mul_sld finished [took 164.7852s]
06/11/23 19:29:33| INFO ref finished [took 114.3664s]
06/11/23 19:29:36| INFO kfcv finished [took 118.4300s]
06/11/23 19:29:37| INFO atc_mc finished [took 111.6950s]
06/11/23 19:29:37| INFO mul_cc finished [took 127.8860s]
06/11/23 19:29:39| INFO mulmc_pacc finished [took 162.5217s]
06/11/23 19:29:46| INFO mulne_pacc finished [took 159.7535s]
06/11/23 19:30:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00832) [took 183.2267s]
06/11/23 19:31:42| INFO mul_pacc_gs finished [took 263.2959s]
06/11/23 19:33:48| INFO bin_pacc finished [took 415.7355s]
06/11/23 19:33:49| INFO binne_pacc finished [took 411.7032s]
06/11/23 19:33:49| INFO bin_sld finished [took 423.6935s]
06/11/23 19:33:56| INFO binmc_pacc finished [took 422.0731s]
06/11/23 19:34:02| INFO bin_cc finished [took 394.8074s]
06/11/23 19:34:45| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
06/11/23 19:35:33| INFO bin_sld_gsq finished [took 523.6794s]
06/11/23 19:36:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': 'max_conf'} (score=0.00651) [took 539.0149s]
06/11/23 19:36:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00646) [took 605.4721s]
06/11/23 19:37:37| INFO mul_sld_gs finished [took 647.9998s]
06/11/23 19:39:13| INFO bin_pacc_gs finished [took 722.3065s]
06/11/23 19:42:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00635) [took 926.2548s]
06/11/23 19:45:13| INFO bin_sld_gs finished [took 1105.8303s]
06/11/23 19:45:13| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 1110.5345s]
06/11/23 19:45:13| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
06/11/23 19:47:55| INFO mul_pacc finished [took 151.2717s]
06/11/23 19:48:01| INFO mul_sld finished [took 164.7303s]
06/11/23 19:48:02| INFO doc_feat finished [took 95.7218s]
06/11/23 19:48:20| INFO kfcv finished [took 132.6414s]
06/11/23 19:48:26| INFO ref finished [took 136.4855s]
06/11/23 19:48:27| INFO mulmc_pacc finished [took 180.2510s]
06/11/23 19:48:30| INFO mulne_pacc finished [took 173.6996s]
06/11/23 19:48:33| INFO atc_mc finished [took 135.5939s]
06/11/23 19:48:34| INFO atc_ne finished [took 129.3719s]
06/11/23 19:48:35| INFO mul_cc finished [took 153.9587s]
06/11/23 19:48:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00782) [took 177.0918s]
06/11/23 19:50:13| INFO mul_pacc_gs finished [took 262.7047s]
06/11/23 19:52:34| INFO bin_pacc finished [took 431.9695s]
06/11/23 19:52:36| INFO binmc_pacc finished [took 430.1566s]
06/11/23 19:52:43| INFO bin_sld finished [took 446.4452s]
06/11/23 19:52:44| INFO bin_cc finished [took 407.8850s]
06/11/23 19:52:47| INFO binne_pacc finished [took 438.4423s]
06/11/23 19:53:19| WARNING Method mul_sld_gsq failed. Exception: 'function' object has no attribute 'classes_'
06/11/23 19:54:09| INFO bin_sld_gsq finished [took 528.9254s]
06/11/23 19:54:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00669) [took 545.8164s]
06/11/23 19:55:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00814) [took 619.0258s]
06/11/23 19:56:21| INFO mul_sld_gs finished [took 661.4303s]
06/11/23 19:57:51| INFO bin_pacc_gs finished [took 733.3970s]
06/11/23 20:00:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00795) [took 935.9973s]
06/11/23 20:03:55| INFO bin_sld_gs finished [took 1117.3981s]
06/11/23 20:03:55| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 1121.8060s]
06/11/23 20:03:55| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
06/11/23 20:06:27| INFO mul_sld finished [took 147.0727s]
06/11/23 20:06:30| INFO doc_feat finished [took 81.1117s]
06/11/23 20:06:48| INFO mul_pacc finished [took 162.2312s]
06/11/23 20:07:04| INFO kfcv finished [took 133.4389s]
06/11/23 20:07:04| INFO ref finished [took 132.6728s]
06/11/23 20:07:05| INFO mulne_pacc finished [took 171.0782s]
06/11/23 20:07:08| INFO mulmc_pacc finished [took 179.6909s]
06/11/23 20:07:10| INFO atc_mc finished [took 130.5941s]
06/11/23 20:07:14| INFO mul_cc finished [took 150.3795s]
06/11/23 20:07:15| INFO atc_ne finished [took 131.0309s]
06/11/23 20:07:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00813) [took 177.7289s]
06/11/23 20:08:49| INFO mul_pacc_gs finished [took 257.9675s]
06/11/23 20:10:44| INFO bin_pacc finished [took 399.4800s]
06/11/23 21:01:51| INFO bin_pacc_gs finished [took 3446.1854s]
06/11/23 21:03:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00684) [took 3563.0699s]
06/11/23 21:04:07| INFO mul_sld_gs finished [took 3606.0194s]
06/11/23 21:08:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00519) [took 3863.9570s]
06/11/23 21:11:26| INFO bin_sld_gs finished [took 4046.4500s]
06/11/23 21:11:26| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 4051.2016s]
06/11/23 21:11:26| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
06/11/23 21:11:31| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:11:32| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:11:34| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:11:35| WARNING Method mul_sld_gsq failed. Exception: a must be greater than 0 unless no samples are taken
06/11/23 21:11:36| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:11:38| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 21:11:38| WARNING Method binmc_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:11:40| WARNING Method mulmc_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 21:11:40| WARNING Method binne_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:11:42| WARNING Method mulne_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 21:11:42| WARNING Method bin_pacc_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:11:44| WARNING Method mul_pacc_gs failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 21:11:44| WARNING Method bin_cc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 21:12:27| INFO mul_sld finished [took 56.8958s]
06/11/23 21:12:32| INFO ref finished [took 44.3311s]
06/11/23 21:12:32| INFO doc_feat finished [took 41.1551s]
06/11/23 21:12:33| INFO kfcv finished [took 46.1873s]
06/11/23 21:12:36| INFO atc_mc finished [took 47.9541s]
06/11/23 21:12:37| INFO mul_cc finished [took 51.8838s]
06/11/23 21:12:37| INFO atc_ne finished [took 47.4962s]
06/11/23 21:16:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00843) [took 312.8612s]
06/11/23 21:17:24| INFO mul_sld_gs finished [took 351.5693s]
06/11/23 21:17:24| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 357.7321s]
06/11/23 21:20:10| INFO dataset rcv1_MCAT_9prevs
06/11/23 21:20:18| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs started
06/11/23 21:23:12| INFO doc_feat finished [took 81.2849s]
06/11/23 21:23:21| INFO mul_pacc finished [took 168.3242s]
06/11/23 21:23:30| INFO mulmc_pacc finished [took 173.2730s]
06/11/23 21:23:35| INFO atc_mc finished [took 115.3803s]
06/11/23 21:23:41| INFO ref finished [took 125.5611s]
06/11/23 21:23:41| INFO kfcv finished [took 136.3040s]
06/11/23 21:23:51| INFO mulne_pacc finished [took 185.3346s]
06/11/23 21:23:58| INFO atc_ne finished [took 129.7752s]
06/11/23 21:23:59| INFO mul_cc finished [took 164.3501s]
06/11/23 21:24:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'confidence': 'entropy'} (score=0.02036) [took 203.9839s]
06/11/23 21:24:32| INFO mul_sld finished [took 249.6979s]
06/11/23 21:25:50| INFO mul_pacc_gs finished [took 287.7634s]
06/11/23 21:28:08| INFO binne_pacc finished [took 443.1314s]
06/11/23 21:28:11| INFO bin_cc finished [took 427.7416s]
06/11/23 21:28:26| INFO bin_pacc finished [took 475.7859s]
06/11/23 21:28:28| INFO binmc_pacc finished [took 472.2702s]
06/11/23 21:28:33| INFO bin_sld finished [took 492.0457s]
06/11/23 21:29:19| INFO mul_sld_gsq finished [took 529.8190s]
06/11/23 21:29:26| INFO bin_sld_gsq finished [took 539.2552s]
06/11/23 21:30:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00591) [took 573.3773s]
06/11/23 21:31:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00754) [took 661.4704s]
06/11/23 21:32:10| INFO mul_sld_gs finished [took 704.6441s]
06/11/23 21:33:40| INFO bin_pacc_gs finished [took 763.3541s]
06/11/23 21:36:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00760) [took 965.4559s]
06/11/23 21:39:31| INFO bin_sld_gs finished [took 1146.5622s]
06/11/23 21:39:31| INFO Dataset sample 0.10 of dataset rcv1_MCAT_9prevs finished [took 1152.1700s]
06/11/23 21:39:31| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs started
06/11/23 21:42:13| INFO doc_feat finished [took 88.9970s]
06/11/23 21:42:24| INFO mul_pacc finished [took 161.9999s]
06/11/23 21:42:31| INFO mulmc_pacc finished [took 159.0109s]
06/11/23 21:42:34| INFO mul_sld finished [took 179.5397s]
06/11/23 21:42:42| INFO kfcv finished [took 138.3784s]
06/11/23 21:42:42| INFO atc_mc finished [took 127.5150s]
06/11/23 21:42:45| INFO ref finished [took 133.9163s]
06/11/23 21:42:48| INFO mulne_pacc finished [took 170.3191s]
06/11/23 21:42:53| INFO mul_cc finished [took 153.9952s]
06/11/23 21:42:57| INFO atc_ne finished [took 133.9857s]
06/11/23 21:43:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.01406) [took 179.2817s]
06/11/23 21:44:27| INFO mul_pacc_gs finished [took 259.4430s]
06/11/23 21:46:57| INFO bin_pacc finished [took 435.9586s]
06/11/23 21:47:02| INFO binmc_pacc finished [took 436.7170s]
06/11/23 21:47:02| INFO bin_sld finished [took 448.6901s]
06/11/23 21:47:03| INFO binne_pacc finished [took 430.3933s]
06/11/23 21:47:06| INFO bin_cc finished [took 413.3717s]
06/11/23 21:47:44| INFO mul_sld_gsq finished [took 485.8565s]
06/11/23 21:48:40| INFO bin_sld_gsq finished [took 542.6385s]
06/11/23 21:49:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01029) [took 558.1111s]
06/11/23 21:49:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00862) [took 617.7204s]
06/11/23 21:50:38| INFO mul_sld_gs finished [took 661.3619s]
06/11/23 21:52:31| INFO bin_pacc_gs finished [took 747.8605s]
06/11/23 21:55:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00631) [took 947.6305s]
06/11/23 21:58:25| INFO bin_sld_gs finished [took 1128.9705s]
06/11/23 21:58:25| INFO Dataset sample 0.20 of dataset rcv1_MCAT_9prevs finished [took 1133.8038s]
06/11/23 21:58:25| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs started
06/11/23 22:01:11| INFO doc_feat finished [took 91.6284s]
06/11/23 22:01:13| INFO mul_pacc finished [took 157.8979s]
06/11/23 22:01:21| INFO ref finished [took 117.5064s]
06/11/23 22:01:29| INFO mulmc_pacc finished [took 171.3367s]
06/11/23 22:01:34| INFO kfcv finished [took 138.8623s]
06/11/23 22:01:44| INFO atc_ne finished [took 127.4515s]
06/11/23 22:01:45| INFO mulne_pacc finished [took 175.7659s]
06/11/23 22:01:45| INFO atc_mc finished [took 134.5717s]
06/11/23 22:01:47| INFO mul_sld finished [took 198.7132s]
06/11/23 22:01:53| INFO mul_cc finished [took 156.7010s]
06/11/23 22:01:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00920) [took 169.8061s]
06/11/23 22:03:15| INFO mul_pacc_gs finished [took 248.7885s]
06/11/23 22:05:47| INFO bin_pacc finished [took 433.9454s]
06/11/23 22:05:52| INFO binmc_pacc finished [took 435.7566s]
06/11/23 22:05:55| INFO binne_pacc finished [took 432.5216s]
06/11/23 22:06:02| INFO bin_sld finished [took 455.4425s]
06/11/23 22:06:03| INFO bin_cc finished [took 409.9712s]
06/11/23 22:06:43| INFO mul_sld_gsq finished [took 490.7571s]
06/11/23 22:07:34| INFO bin_sld_gsq finished [took 542.4371s]
06/11/23 22:08:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': None} (score=0.00585) [took 557.7911s]
06/11/23 22:08:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 598.8338s]
06/11/23 22:09:12| INFO mul_sld_gs finished [took 641.4050s]
06/11/23 22:11:15| INFO bin_pacc_gs finished [took 742.8423s]
06/11/23 22:14:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00443) [took 940.7448s]
06/11/23 22:17:12| INFO bin_sld_gs finished [took 1122.5660s]
06/11/23 22:17:12| INFO Dataset sample 0.30 of dataset rcv1_MCAT_9prevs finished [took 1126.9865s]
06/11/23 22:17:12| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs started
06/11/23 22:19:32| INFO ref finished [took 85.6333s]
06/11/23 22:19:43| INFO mulmc_pacc finished [took 138.3833s]
06/11/23 22:19:44| INFO doc_feat finished [took 84.2844s]
06/11/23 22:19:54| INFO atc_ne finished [took 99.6744s]
06/11/23 22:19:57| INFO kfcv finished [took 114.5018s]
06/11/23 22:19:59| INFO mul_cc finished [took 123.4161s]
06/11/23 22:20:05| INFO mul_pacc finished [took 163.4607s]
06/11/23 22:20:09| INFO mul_sld finished [took 173.7721s]
06/11/23 22:20:16| INFO mulne_pacc finished [took 162.8502s]
06/11/23 22:20:16| INFO atc_mc finished [took 124.1504s]
06/11/23 22:20:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00596) [took 169.9575s]
06/11/23 22:21:55| INFO mul_pacc_gs finished [took 248.8139s]
06/11/23 22:24:04| INFO binmc_pacc finished [took 400.7570s]
06/11/23 22:24:12| INFO bin_pacc finished [took 411.2454s]
06/11/23 22:24:21| INFO binne_pacc finished [took 414.5496s]
06/11/23 22:24:21| INFO bin_cc finished [took 389.2880s]
06/11/23 22:24:25| INFO bin_sld finished [took 431.6256s]
06/11/23 22:25:13| INFO mul_sld_gsq finished [took 474.0621s]
06/11/23 22:25:54| INFO bin_sld_gsq finished [took 515.9435s]
06/11/23 22:26:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00626) [took 539.2315s]
06/11/23 22:27:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00612) [took 594.2222s]
06/11/23 22:27:54| INFO mul_sld_gs finished [took 637.0683s]
06/11/23 22:29:48| INFO bin_pacc_gs finished [took 725.8952s]
06/11/23 22:33:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00682) [took 945.7122s]
06/11/23 22:36:02| INFO bin_sld_gs finished [took 1126.7133s]
06/11/23 22:36:02| INFO Dataset sample 0.40 of dataset rcv1_MCAT_9prevs finished [took 1130.5566s]
06/11/23 22:36:02| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs started
06/11/23 22:38:42| INFO doc_feat finished [took 76.3995s]
06/11/23 22:39:04| INFO mul_pacc finished [took 170.8108s]
06/11/23 22:39:11| INFO mulmc_pacc finished [took 169.1537s]
06/11/23 22:39:22| INFO ref finished [took 134.5551s]
06/11/23 22:39:23| INFO kfcv finished [took 144.5049s]
06/11/23 22:39:28| INFO mul_sld finished [took 201.7112s]
06/11/23 22:39:31| INFO atc_ne finished [took 127.5871s]
06/11/23 22:39:32| INFO atc_mc finished [took 141.1615s]
06/11/23 22:39:33| INFO mulne_pacc finished [took 181.7155s]
06/11/23 22:39:34| INFO mul_cc finished [took 156.9505s]
06/11/23 22:39:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.00848) [took 178.6463s]
06/11/23 22:41:02| INFO mul_pacc_gs finished [took 264.1109s]
06/11/23 22:43:34| INFO binmc_pacc finished [took 438.9742s]
06/11/23 22:43:34| INFO bin_pacc finished [took 442.7005s]
06/11/23 22:43:43| INFO bin_sld finished [took 458.4940s]
06/11/23 22:43:44| INFO binne_pacc finished [took 443.0455s]
06/11/23 22:43:55| INFO bin_cc finished [took 423.6361s]
06/11/23 22:44:45| INFO mul_sld_gsq finished [took 514.4586s]
06/11/23 22:45:32| INFO bin_sld_gsq finished [took 562.7681s]
06/11/23 22:46:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00790) [took 574.1156s]
06/11/23 22:46:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00824) [took 633.5645s]
06/11/23 22:47:24| INFO mul_sld_gs finished [took 676.3552s]
06/11/23 22:49:27| INFO bin_pacc_gs finished [took 768.3574s]
06/11/23 22:52:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00861) [took 979.5729s]
06/11/23 22:55:32| INFO bin_sld_gs finished [took 1164.7331s]
06/11/23 22:55:32| INFO Dataset sample 0.50 of dataset rcv1_MCAT_9prevs finished [took 1169.2748s]
06/11/23 22:55:32| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs started
06/11/23 22:58:47| INFO doc_feat finished [took 112.6375s]
06/11/23 22:59:00| INFO kfcv finished [took 150.2412s]
06/11/23 22:59:00| INFO mul_pacc finished [took 197.0521s]
06/11/23 22:59:06| INFO mul_sld finished [took 209.9482s]
06/11/23 22:59:07| INFO mulmc_pacc finished [took 198.8911s]
06/11/23 22:59:07| INFO ref finished [took 148.7702s]
06/11/23 22:59:16| INFO atc_ne finished [took 143.7730s]
06/11/23 22:59:18| INFO atc_mc finished [took 151.2783s]
06/11/23 22:59:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01122) [took 190.1694s]
06/11/23 22:59:26| INFO mul_cc finished [took 179.0100s]
06/11/23 22:59:33| INFO mulne_pacc finished [took 211.9002s]
06/11/23 23:00:52| INFO mul_pacc_gs finished [took 283.5718s]
06/11/23 23:03:21| INFO bin_sld finished [took 466.9682s]
06/11/23 23:03:24| INFO binmc_pacc finished [took 456.9500s]
06/11/23 23:03:25| INFO bin_pacc finished [took 464.1421s]
06/11/23 23:03:39| INFO bin_cc finished [took 445.8302s]
06/11/23 23:03:40| INFO binne_pacc finished [took 466.3427s]
06/11/23 23:04:10| INFO mul_sld_gsq finished [took 509.0584s]
06/11/23 23:04:56| INFO bin_sld_gsq finished [took 556.7578s]
06/11/23 23:05:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'confidence': None} (score=0.01033) [took 581.0899s]
06/11/23 23:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00791) [took 636.6955s]
06/11/23 23:07:00| INFO mul_sld_gs finished [took 682.1829s]
06/11/23 23:08:59| INFO bin_pacc_gs finished [took 772.0584s]
06/11/23 23:11:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00722) [took 966.7367s]
06/11/23 23:14:47| INFO bin_sld_gs finished [took 1150.2138s]
06/11/23 23:14:47| INFO Dataset sample 0.60 of dataset rcv1_MCAT_9prevs finished [took 1155.4582s]
06/11/23 23:14:47| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs started
06/11/23 23:17:29| INFO mulmc_pacc finished [took 140.6592s]
06/11/23 23:17:37| INFO doc_feat finished [took 93.5374s]
06/11/23 23:17:58| INFO mul_pacc finished [took 176.1101s]
06/11/23 23:18:06| INFO mulne_pacc finished [took 168.2578s]
06/11/23 23:18:06| INFO ref finished [took 138.9670s]
06/11/23 23:18:13| INFO atc_ne finished [took 133.8368s]
06/11/23 23:18:13| INFO mul_cc finished [took 156.3809s]
06/11/23 23:18:14| INFO atc_mc finished [took 140.7865s]
06/11/23 23:18:15| INFO kfcv finished [took 150.8563s]
06/11/23 23:18:28| INFO mul_sld finished [took 213.5502s]
06/11/23 23:18:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.00696) [took 184.7202s]
06/11/23 23:20:04| INFO mul_pacc_gs finished [took 271.8620s]
06/11/23 23:22:38| INFO binne_pacc finished [took 444.7274s]
06/11/23 23:22:39| INFO binmc_pacc finished [took 454.8866s]
06/11/23 23:22:39| INFO bin_pacc finished [took 458.6381s]
06/11/23 23:22:47| INFO bin_cc finished [took 432.1075s]
06/11/23 23:22:54| INFO bin_sld finished [took 480.5003s]
06/11/23 23:23:33| INFO mul_sld_gsq finished [took 514.0066s]
06/11/23 23:24:13| INFO bin_sld_gsq finished [took 554.7885s]
06/11/23 23:24:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.00603) [took 574.6463s]
06/11/23 23:25:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00528) [took 609.3079s]
06/11/23 23:25:51| INFO mul_sld_gs finished [took 654.2885s]
06/11/23 23:28:10| INFO bin_pacc_gs finished [took 767.8253s]
06/11/23 23:30:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00733) [took 947.2105s]
06/11/23 23:33:48| INFO bin_sld_gs finished [took 1132.1309s]
06/11/23 23:33:48| INFO Dataset sample 0.70 of dataset rcv1_MCAT_9prevs finished [took 1140.6743s]
06/11/23 23:33:48| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs started
06/11/23 23:36:55| INFO doc_feat finished [took 101.6311s]
06/11/23 23:37:16| INFO atc_ne finished [took 124.5854s]
06/11/23 23:37:39| INFO mulne_pacc finished [took 198.5060s]
06/11/23 23:37:42| INFO mulmc_pacc finished [took 210.8408s]
06/11/23 23:37:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'max_conf'} (score=0.01019) [took 194.4422s]
06/11/23 23:37:44| INFO mul_pacc finished [took 224.0155s]
06/11/23 23:37:44| INFO kfcv finished [took 178.0222s]
06/11/23 23:37:47| INFO ref finished [took 176.1278s]
06/11/23 23:37:55| INFO atc_mc finished [took 173.0154s]
06/11/23 23:37:58| INFO mul_cc finished [took 198.1420s]
06/11/23 23:38:10| INFO mul_sld finished [took 258.4898s]
06/11/23 23:39:25| INFO mul_pacc_gs finished [took 297.0552s]
06/11/23 23:41:55| INFO binmc_pacc finished [took 471.8397s]
06/11/23 23:42:06| INFO binne_pacc finished [took 470.6917s]
06/11/23 23:42:08| INFO bin_pacc finished [took 490.2025s]
06/11/23 23:42:11| INFO bin_sld finished [took 500.3974s]
06/11/23 23:42:17| INFO bin_cc finished [took 463.2719s]
06/11/23 23:42:33| INFO mul_sld_gsq finished [took 515.9211s]
06/11/23 23:43:19| INFO bin_sld_gsq finished [took 563.2792s]
06/11/23 23:44:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'confidence': 'entropy'} (score=0.01110) [took 580.7011s]
06/11/23 23:44:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00755) [took 638.9055s]
06/11/23 23:45:18| INFO mul_sld_gs finished [took 683.7473s]
06/11/23 23:47:14| INFO bin_pacc_gs finished [took 769.5136s]
06/11/23 23:50:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00653) [took 986.1331s]
06/11/23 23:53:23| INFO bin_sld_gs finished [took 1170.3407s]
06/11/23 23:53:23| INFO Dataset sample 0.80 of dataset rcv1_MCAT_9prevs finished [took 1175.4004s]
06/11/23 23:53:23| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs started
06/11/23 23:53:29| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:53:31| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:53:32| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:53:34| WARNING Method mul_sld_gsq failed. Exception: a must be greater than 0 unless no samples are taken
06/11/23 23:53:34| WARNING Method bin_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:53:36| WARNING Method mul_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 23:53:37| WARNING Method binmc_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:53:38| WARNING Method binne_pacc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:53:39| WARNING Method mulmc_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 23:53:41| WARNING Method mulne_pacc failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 23:53:41| WARNING Method bin_pacc_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:53:43| WARNING Method mul_pacc_gs failed. Exception: could not broadcast input array from shape (3,) into shape (4,)
06/11/23 23:53:44| WARNING Method bin_cc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
06/11/23 23:54:33| INFO ref finished [took 46.5615s]
06/11/23 23:54:34| INFO doc_feat finished [took 43.4254s]
06/11/23 23:54:34| INFO kfcv finished [took 48.7260s]
06/11/23 23:54:34| INFO mul_sld finished [took 64.5496s]
06/11/23 23:54:38| INFO atc_mc finished [took 49.9172s]
06/11/23 23:54:39| INFO atc_ne finished [took 49.8635s]
06/11/23 23:54:39| INFO mul_cc finished [took 54.7417s]
06/11/23 23:58:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01247) [took 295.7388s]
06/11/23 23:59:08| INFO mul_sld_gs finished [took 336.2009s]
06/11/23 23:59:08| INFO Dataset sample 0.90 of dataset rcv1_MCAT_9prevs finished [took 344.1389s]
----------------------------------------------------------------------------------------------------
07/11/23 01:05:25| INFO dataset rcv1_CCAT_9prevs
07/11/23 01:05:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
07/11/23 01:06:23| INFO ref finished [took 48.3560s]
07/11/23 01:06:29| INFO atc_mc finished [took 52.9929s]
07/11/23 01:06:30| INFO atc_ne finished [took 53.3908s]
07/11/23 01:07:06| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
07/11/23 01:11:38| INFO mul_sld_gsq finished [took 364.0698s]
07/11/23 01:13:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00644) [took 499.4945s]
07/11/23 01:14:34| INFO mul_sld_gs finished [took 542.6047s]
07/11/23 01:18:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00589) [took 750.8663s]
07/11/23 01:21:01| INFO bin_sld_gs finished [took 930.1356s]
07/11/23 01:21:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 931.4321s]
07/11/23 01:21:01| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
07/11/23 01:22:02| INFO ref finished [took 55.2212s]
07/11/23 01:22:07| INFO atc_mc finished [took 59.3890s]
07/11/23 01:22:09| INFO atc_ne finished [took 59.7388s]
07/11/23 01:27:21| INFO mul_sld_gsq finished [took 375.2352s]
07/11/23 01:27:24| INFO bin_sld_gsq finished [took 379.6159s]
07/11/23 01:29:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01221) [took 502.0302s]
07/11/23 01:30:08| INFO mul_sld_gs finished [took 545.0285s]
07/11/23 01:34:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00768) [took 802.3620s]
07/11/23 01:37:25| INFO bin_sld_gs finished [took 982.3260s]
07/11/23 01:37:25| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 983.7236s]
07/11/23 01:37:25| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
07/11/23 01:38:20| INFO ref finished [took 49.9803s]
07/11/23 01:38:25| INFO atc_mc finished [took 53.3765s]
07/11/23 01:38:26| INFO atc_ne finished [took 53.8925s]
07/11/23 01:43:41| INFO mul_sld_gsq finished [took 372.2608s]
07/11/23 01:43:45| INFO bin_sld_gsq finished [took 377.3380s]
07/11/23 01:45:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00872) [took 497.5768s]
07/11/23 01:46:28| INFO mul_sld_gs finished [took 540.8267s]
07/11/23 01:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00782) [took 822.2849s]
07/11/23 01:54:10| INFO bin_sld_gs finished [took 1003.7804s]
07/11/23 01:54:10| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1005.2506s]
07/11/23 01:54:10| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
07/11/23 01:55:05| INFO ref finished [took 49.8884s]
07/11/23 01:55:09| INFO atc_mc finished [took 53.3594s]
07/11/23 01:55:10| INFO atc_ne finished [took 53.5162s]
07/11/23 02:00:25| INFO mul_sld_gsq finished [took 371.4460s]
07/11/23 02:00:41| INFO bin_sld_gsq finished [took 387.6183s]
07/11/23 02:02:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01037) [took 498.0096s]
07/11/23 02:03:11| INFO mul_sld_gs finished [took 539.1531s]
07/11/23 02:07:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01112) [took 821.8730s]
07/11/23 02:10:52| INFO bin_sld_gs finished [took 1001.0803s]
07/11/23 02:10:52| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1002.3085s]
07/11/23 02:10:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
07/11/23 02:11:44| INFO ref finished [took 47.2218s]
07/11/23 02:11:48| INFO atc_mc finished [took 49.6349s]
07/11/23 02:11:50| INFO atc_ne finished [took 50.9082s]
07/11/23 02:16:51| INFO mul_sld_gsq finished [took 354.3706s]
07/11/23 02:17:11| INFO bin_sld_gsq finished [took 376.0124s]
07/11/23 02:18:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00572) [took 476.0587s]
07/11/23 02:19:33| INFO mul_sld_gs finished [took 518.5692s]
07/11/23 02:24:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00653) [took 803.4978s]
07/11/23 02:27:16| INFO bin_sld_gs finished [took 982.4395s]
07/11/23 02:27:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 983.7838s]
07/11/23 02:27:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
07/11/23 02:28:08| INFO ref finished [took 46.6191s]
07/11/23 02:28:13| INFO atc_mc finished [took 50.3543s]
07/11/23 02:28:15| INFO atc_ne finished [took 51.6601s]
07/11/23 02:33:15| INFO mul_sld_gsq finished [took 354.6014s]
07/11/23 02:33:34| INFO bin_sld_gsq finished [took 374.7872s]
07/11/23 02:35:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00637) [took 475.9302s]
07/11/23 02:35:57| INFO mul_sld_gs finished [took 518.5425s]
07/11/23 02:40:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00544) [took 782.7268s]
07/11/23 02:43:18| INFO bin_sld_gs finished [took 960.6334s]
07/11/23 02:43:18| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 961.9030s]
07/11/23 02:43:18| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
07/11/23 02:44:10| INFO ref finished [took 47.1234s]
07/11/23 02:44:14| INFO atc_mc finished [took 49.9871s]
07/11/23 02:44:16| INFO atc_ne finished [took 50.9160s]
07/11/23 02:49:19| INFO mul_sld_gsq finished [took 357.0613s]
07/11/23 02:49:30| INFO bin_sld_gsq finished [took 368.8000s]
07/11/23 02:51:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00765) [took 475.7332s]
07/11/23 02:51:59| INFO mul_sld_gs finished [took 518.6671s]
07/11/23 02:56:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01235) [took 788.7117s]
07/11/23 02:59:28| INFO bin_sld_gs finished [took 968.7653s]
07/11/23 02:59:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 970.1516s]
07/11/23 02:59:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
07/11/23 03:00:20| INFO ref finished [took 46.9898s]
07/11/23 03:00:24| INFO atc_mc finished [took 49.8768s]
07/11/23 03:00:25| INFO atc_ne finished [took 49.6324s]
07/11/23 03:05:23| INFO mul_sld_gsq finished [took 350.7932s]
07/11/23 03:05:32| INFO bin_sld_gsq finished [took 360.8665s]
07/11/23 03:07:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01306) [took 474.6581s]
07/11/23 03:08:07| INFO mul_sld_gs finished [took 516.4890s]
07/11/23 03:12:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00894) [took 774.9140s]
07/11/23 03:15:29| INFO bin_sld_gs finished [took 959.3579s]
07/11/23 03:15:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 960.6992s]
07/11/23 03:15:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
07/11/23 03:16:21| INFO ref finished [took 47.3281s]
07/11/23 03:16:25| INFO atc_mc finished [took 49.8016s]
07/11/23 03:16:28| INFO atc_ne finished [took 51.2288s]
07/11/23 03:21:16| INFO mul_sld_gsq finished [took 343.2861s]
07/11/23 03:21:22| INFO bin_sld_gsq finished [took 349.6065s]
07/11/23 03:23:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00808) [took 468.7910s]
07/11/23 03:24:01| INFO mul_sld_gs finished [took 509.9001s]
07/11/23 03:28:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00604) [took 752.8185s]
07/11/23 03:31:01| INFO bin_sld_gs finished [took 930.3934s]
07/11/23 03:31:01| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 931.7055s]
07/11/23 03:31:29| INFO dataset imdb_9prevs
07/11/23 03:31:37| INFO Dataset sample 0.10 of dataset imdb_9prevs started
07/11/23 03:31:49| INFO ref finished [took 11.4117s]
07/11/23 03:31:53| INFO atc_mc finished [took 14.8218s]
07/11/23 03:31:53| INFO atc_ne finished [took 14.8359s]
07/11/23 03:32:11| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
07/11/23 03:32:56| WARNING Method bin_sld_gsq failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
07/11/23 03:36:32| INFO mul_sld_gsq finished [took 294.6812s]
07/11/23 03:38:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.03127) [took 387.7698s]
07/11/23 03:38:18| INFO mul_sld_gs finished [took 400.7660s]
07/11/23 03:38:18| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 401.3208s]
07/11/23 03:38:18| INFO Dataset sample 0.20 of dataset imdb_9prevs started
07/11/23 03:38:30| INFO ref finished [took 11.1665s]
07/11/23 03:38:34| INFO atc_mc finished [took 14.4483s]
07/11/23 03:38:34| INFO atc_ne finished [took 14.8634s]
07/11/23 03:43:16| INFO bin_sld_gsq finished [took 296.8786s]
07/11/23 03:43:32| INFO mul_sld_gsq finished [took 312.4588s]
07/11/23 03:45:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01194) [took 445.1331s]
07/11/23 03:45:58| INFO mul_sld_gs finished [took 459.5855s]
07/11/23 03:51:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00924) [took 766.1528s]
07/11/23 03:53:40| INFO bin_sld_gs finished [took 921.5996s]
07/11/23 03:53:40| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 922.0949s]
07/11/23 03:53:40| INFO Dataset sample 0.30 of dataset imdb_9prevs started
07/11/23 03:53:53| INFO ref finished [took 11.5825s]
07/11/23 03:53:57| INFO atc_mc finished [took 14.8590s]
07/11/23 03:53:57| INFO atc_ne finished [took 15.3090s]
07/11/23 03:58:53| INFO mul_sld_gsq finished [took 311.9891s]
07/11/23 03:58:54| INFO bin_sld_gsq finished [took 313.1182s]
07/11/23 04:01:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.00953) [took 441.3198s]
07/11/23 04:01:18| INFO mul_sld_gs finished [took 456.2347s]
07/11/23 04:06:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01064) [took 745.0596s]
07/11/23 04:08:40| INFO bin_sld_gs finished [took 898.9046s]
07/11/23 04:08:40| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 899.6778s]
07/11/23 04:08:40| INFO Dataset sample 0.40 of dataset imdb_9prevs started
07/11/23 04:08:52| INFO ref finished [took 11.0605s]
07/11/23 04:08:56| INFO atc_mc finished [took 14.9590s]
07/11/23 04:08:56| INFO atc_ne finished [took 14.8804s]
07/11/23 04:13:54| INFO mul_sld_gsq finished [took 313.3797s]
07/11/23 04:13:56| INFO bin_sld_gsq finished [took 315.5862s]
07/11/23 04:15:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01029) [took 432.9025s]
07/11/23 04:16:08| INFO mul_sld_gs finished [took 447.1098s]
07/11/23 04:21:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01176) [took 764.2230s]
07/11/23 04:23:56| INFO bin_sld_gs finished [took 915.4905s]
07/11/23 04:23:56| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 916.1187s]
07/11/23 04:23:56| INFO Dataset sample 0.50 of dataset imdb_9prevs started
07/11/23 04:24:08| INFO ref finished [took 10.9214s]
07/11/23 04:24:12| INFO atc_mc finished [took 14.9236s]
07/11/23 04:24:12| INFO atc_ne finished [took 14.9240s]
07/11/23 04:29:11| INFO bin_sld_gsq finished [took 314.3071s]
07/11/23 04:29:19| INFO mul_sld_gsq finished [took 322.1027s]
07/11/23 04:31:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.00885) [took 448.0202s]
07/11/23 04:31:40| INFO mul_sld_gs finished [took 463.2243s]
07/11/23 04:36:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00940) [took 746.2797s]
07/11/23 04:38:55| INFO bin_sld_gs finished [took 898.7899s]
07/11/23 04:38:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 899.2924s]
07/11/23 04:38:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
07/11/23 04:39:08| INFO ref finished [took 11.9811s]
07/11/23 04:39:12| INFO atc_mc finished [took 15.7159s]
07/11/23 04:39:12| INFO atc_ne finished [took 15.9512s]
07/11/23 04:44:19| INFO bin_sld_gsq finished [took 323.1420s]
07/11/23 04:44:21| INFO mul_sld_gsq finished [took 325.2299s]
07/11/23 04:46:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00984) [took 445.8872s]
07/11/23 04:46:37| INFO mul_sld_gs finished [took 460.6339s]
07/11/23 04:52:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.01142) [took 786.7500s]
07/11/23 04:54:36| INFO bin_sld_gs finished [took 940.1627s]
07/11/23 04:54:36| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 940.6023s]
07/11/23 04:54:36| INFO Dataset sample 0.70 of dataset imdb_9prevs started
07/11/23 04:54:48| INFO ref finished [took 11.1744s]
07/11/23 04:54:52| INFO atc_mc finished [took 14.7518s]
07/11/23 04:54:52| INFO atc_ne finished [took 14.8147s]
07/11/23 04:59:45| INFO bin_sld_gsq finished [took 308.3645s]
07/11/23 05:00:07| INFO mul_sld_gsq finished [took 330.3332s]
07/11/23 05:02:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'max_conf'} (score=0.01102) [took 456.8448s]
07/11/23 05:02:28| INFO mul_sld_gs finished [took 471.4675s]
07/11/23 05:06:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.02196) [took 731.2847s]
07/11/23 05:09:19| INFO bin_sld_gs finished [took 882.2200s]
07/11/23 05:09:19| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 882.8165s]
07/11/23 05:09:19| INFO Dataset sample 0.80 of dataset imdb_9prevs started
07/11/23 05:09:31| INFO ref finished [took 11.0645s]
07/11/23 05:09:35| INFO atc_mc finished [took 14.7375s]
07/11/23 05:09:35| INFO atc_ne finished [took 14.7704s]
07/11/23 05:14:22| INFO bin_sld_gsq finished [took 302.1848s]
07/11/23 05:14:33| INFO mul_sld_gsq finished [took 313.5459s]
07/11/23 05:16:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00785) [took 438.9863s]
07/11/23 05:16:52| INFO mul_sld_gs finished [took 452.7273s]
07/11/23 05:21:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': None} (score=0.01449) [took 759.8355s]
07/11/23 05:24:38| INFO bin_sld_gs finished [took 918.7338s]
07/11/23 05:24:38| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 919.2981s]
07/11/23 05:24:38| INFO Dataset sample 0.90 of dataset imdb_9prevs started
07/11/23 05:24:39| WARNING Method mul_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
07/11/23 05:24:39| WARNING Method bin_sld_gsq failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
07/11/23 05:24:48| INFO ref finished [took 9.1378s]
07/11/23 05:24:51| INFO atc_mc finished [took 12.1603s]
07/11/23 05:24:52| INFO atc_ne finished [took 12.3482s]
07/11/23 05:25:08| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
07/11/23 05:30:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.04178) [took 353.7904s]
07/11/23 05:30:45| INFO mul_sld_gs finished [took 365.9283s]
07/11/23 05:30:45| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 366.4930s]
----------------------------------------------------------------------------------------------------
08/11/23 20:56:59| INFO dataset rcv1_CCAT_1prevs
08/11/23 20:59:19| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: HTTP Error 403: Forbidden
08/11/23 20:59:19| ERROR Failed while saving configuration rcv1_CCAT_debug of rcv1_CCAT_1prevs. Exception: cannot access local variable 'dr' where it is not associated with a value
----------------------------------------------------------------------------------------------------
08/11/23 21:31:49| INFO dataset rcv1_CCAT_1prevs
08/11/23 22:01:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
08/11/23 22:02:41| INFO ref finished [took 68.4653s]
08/11/23 22:02:47| INFO atc_mc finished [took 68.0908s]
08/11/23 22:02:57| INFO mulmc_sld finished [took 90.6417s]
08/11/23 22:02:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 95.9050s]
----------------------------------------------------------------------------------------------------
08/11/23 23:22:01| INFO dataset rcv1_CCAT_1prevs
08/11/23 23:22:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
08/11/23 23:23:59| INFO ref finished [took 98.1608s]
08/11/23 23:24:07| INFO atc_mc finished [took 97.2017s]
08/11/23 23:24:18| INFO mulmc_sld finished [took 122.6902s]
08/11/23 23:24:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 130.7814s]
----------------------------------------------------------------------------------------------------
09/11/23 00:13:41| INFO dataset rcv1_CCAT_1prevs
09/11/23 00:13:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 00:15:21| INFO ref finished [took 79.7435s]
09/11/23 00:15:30| INFO atc_mc finished [took 80.6728s]
09/11/23 00:15:41| INFO mulmc_sld finished [took 107.4293s]
09/11/23 00:15:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 113.6376s]
----------------------------------------------------------------------------------------------------
09/11/23 00:18:43| INFO dataset rcv1_CCAT_1prevs
09/11/23 00:18:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 00:20:31| INFO ref finished [took 87.0388s]
09/11/23 00:20:39| INFO atc_mc finished [took 84.1993s]
09/11/23 00:20:50| INFO mulmc_sld finished [took 114.1533s]
09/11/23 00:20:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 120.4891s]
----------------------------------------------------------------------------------------------------
09/11/23 00:38:26| INFO dataset rcv1_CCAT_1prevs
09/11/23 00:38:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 00:45:25| INFO dataset rcv1_CCAT_1prevs
09/11/23 00:45:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 02:02:02| INFO dataset rcv1_CCAT_1prevs
09/11/23 02:02:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 02:03:31| INFO ref finished [took 70.0867s]
09/11/23 02:03:41| INFO atc_mc finished [took 72.5382s]
09/11/23 02:03:49| INFO mulmc_sld finished [took 95.3226s]
09/11/23 02:03:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 101.1888s]
----------------------------------------------------------------------------------------------------
09/11/23 03:15:02| INFO dataset rcv1_CCAT_1prevs
09/11/23 03:15:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 03:16:09| INFO ref finished [took 51.7905s]
09/11/23 03:16:17| INFO atc_mc finished [took 54.5337s]
09/11/23 03:16:29| INFO mulmc_sld finished [took 77.7583s]
09/11/23 03:16:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.7392s]
----------------------------------------------------------------------------------------------------
09/11/23 03:17:34| INFO dataset rcv1_CCAT_1prevs
09/11/23 03:17:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 03:18:42| INFO ref finished [took 52.5292s]
09/11/23 03:18:49| INFO atc_mc finished [took 54.8090s]
09/11/23 03:18:59| INFO mulmc_sld finished [took 75.5262s]
09/11/23 03:18:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 79.5247s]
----------------------------------------------------------------------------------------------------
09/11/23 03:20:07| INFO dataset rcv1_CCAT_1prevs
09/11/23 03:20:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 03:21:15| INFO ref finished [took 53.0266s]
09/11/23 03:21:22| INFO atc_mc finished [took 54.2621s]
09/11/23 03:21:34| INFO mulmc_sld finished [took 77.6939s]
09/11/23 03:21:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.6421s]
----------------------------------------------------------------------------------------------------
09/11/23 03:33:31| INFO dataset rcv1_CCAT_1prevs
09/11/23 03:33:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 03:34:37| INFO ref finished [took 52.0023s]
09/11/23 03:34:45| INFO atc_mc finished [took 54.5041s]
09/11/23 03:34:56| INFO mulmc_sld finished [took 76.1746s]
09/11/23 03:34:56| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 80.1391s]
----------------------------------------------------------------------------------------------------
09/11/23 03:35:42| INFO dataset rcv1_CCAT_1prevs
09/11/23 03:35:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 03:36:49| INFO ref finished [took 52.3397s]
09/11/23 03:36:57| INFO atc_mc finished [took 54.5340s]
09/11/23 03:37:09| INFO mulmc_sld finished [took 77.3609s]
09/11/23 03:37:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.7535s]
----------------------------------------------------------------------------------------------------
09/11/23 03:41:09| INFO dataset rcv1_CCAT_1prevs
09/11/23 03:41:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 03:42:55| INFO ref finished [took 88.9777s]
09/11/23 03:43:09| INFO atc_mc finished [took 98.3887s]
09/11/23 04:15:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00775) [took 2038.6779s]
09/11/23 04:16:31| INFO mul_sld_gs finished [took 2108.9586s]
09/11/23 04:38:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'quantifier__exact_train_prev': True, 'confidence': 'entropy'} (score=0.00835) [took 3453.3118s]
09/11/23 04:46:36| INFO bin_sld_gs finished [took 3917.2486s]
09/11/23 04:46:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3921.2338s]
----------------------------------------------------------------------------------------------------
09/11/23 11:52:14| INFO dataset rcv1_CCAT_1prevs
09/11/23 11:52:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 11:53:22| INFO ref finished [took 53.0955s]
09/11/23 11:53:29| INFO atc_mc finished [took 55.3922s]
09/11/23 11:53:43| INFO mulmc_sld finished [took 79.5846s]
09/11/23 11:53:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 83.5652s]
----------------------------------------------------------------------------------------------------
09/11/23 11:55:48| INFO dataset rcv1_CCAT_1prevs
09/11/23 11:55:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 11:56:54| INFO ref finished [took 51.3170s]
09/11/23 11:57:03| INFO atc_mc finished [took 54.3593s]
09/11/23 11:57:14| INFO mulmc_sld finished [took 76.8769s]
09/11/23 11:57:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 80.8969s]
----------------------------------------------------------------------------------------------------
09/11/23 12:21:45| INFO dataset rcv1_CCAT_1prevs
09/11/23 12:21:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
09/11/23 12:22:52| INFO ref finished [took 51.8981s]
09/11/23 12:23:00| INFO atc_mc finished [took 54.6032s]
09/11/23 12:23:12| INFO mulmc_sld finished [took 77.3834s]
09/11/23 12:23:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.2876s]
----------------------------------------------------------------------------------------------------
09/11/23 13:15:30| INFO dataset rcv1_CCAT_9prevs
09/11/23 13:15:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
09/11/23 13:17:12| INFO ref finished [took 68.1145s]
09/11/23 13:17:20| INFO atc_mc finished [took 69.7608s]
09/11/23 13:17:23| INFO mulc_sld finished [took 99.1192s]
09/11/23 13:17:26| INFO mulne_sld finished [took 88.9627s]
09/11/23 13:17:29| INFO mulmc_sld finished [took 99.8207s]
09/11/23 13:17:48| INFO mul_sld finished [took 129.4095s]
09/11/23 13:17:48| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 132.4803s]
09/11/23 13:17:48| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
09/11/23 13:19:29| INFO ref finished [took 67.4335s]
09/11/23 13:19:39| INFO atc_mc finished [took 70.5914s]
09/11/23 13:19:45| INFO mulne_sld finished [took 94.4824s]
09/11/23 13:19:46| INFO mulc_sld finished [took 109.2394s]
09/11/23 13:19:48| INFO mulmc_sld finished [took 102.8768s]
09/11/23 13:19:51| INFO mul_sld finished [took 119.2845s]
09/11/23 13:19:51| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 122.5957s]
09/11/23 13:19:51| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
09/11/23 13:21:37| INFO ref finished [took 68.8988s]
09/11/23 13:21:45| INFO atc_mc finished [took 70.9590s]
09/11/23 13:21:48| INFO mul_sld finished [took 113.0089s]
09/11/23 13:21:52| INFO mulc_sld finished [took 111.6689s]
09/11/23 13:21:54| INFO mulmc_sld finished [took 104.8989s]
09/11/23 13:21:56| INFO mulne_sld finished [took 98.6649s]
09/11/23 13:21:56| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 125.3322s]
09/11/23 13:21:56| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
09/11/23 13:23:36| INFO ref finished [took 69.3171s]
09/11/23 13:23:45| INFO atc_mc finished [took 72.5468s]
09/11/23 13:23:52| INFO mul_sld finished [took 113.3253s]
09/11/23 13:23:54| INFO mulc_sld finished [took 109.6920s]
09/11/23 13:23:54| INFO mulmc_sld finished [took 102.8692s]
09/11/23 13:23:57| INFO mulne_sld finished [took 98.7443s]
09/11/23 13:23:57| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 121.0282s]
09/11/23 13:23:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
09/11/23 13:25:41| INFO ref finished [took 69.4818s]
09/11/23 13:25:49| INFO atc_mc finished [took 73.2746s]
09/11/23 13:25:59| INFO mul_sld finished [took 118.8485s]
09/11/23 13:26:02| INFO mulmc_sld finished [took 110.2657s]
09/11/23 13:26:02| INFO mulc_sld finished [took 116.3466s]
09/11/23 13:26:05| INFO mulne_sld finished [took 103.9492s]
09/11/23 13:26:05| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 127.7372s]
09/11/23 13:26:05| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
09/11/23 13:27:45| INFO ref finished [took 68.8905s]
09/11/23 13:27:55| INFO atc_mc finished [took 72.6678s]
09/11/23 13:28:09| INFO mulc_sld finished [took 116.6444s]
09/11/23 13:28:09| INFO mul_sld finished [took 120.3566s]
09/11/23 13:28:10| INFO mulmc_sld finished [took 111.1016s]
09/11/23 13:28:12| INFO mulne_sld finished [took 104.9627s]
09/11/23 13:28:12| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 126.9458s]
09/11/23 13:28:12| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
09/11/23 13:29:57| INFO ref finished [took 70.7997s]
09/11/23 13:30:05| INFO atc_mc finished [took 72.0093s]
09/11/23 13:30:15| INFO mulmc_sld finished [took 106.8503s]
09/11/23 13:30:18| INFO mul_sld finished [took 122.3074s]
09/11/23 13:30:18| INFO mulc_sld finished [took 118.0822s]
09/11/23 13:30:19| INFO mulne_sld finished [took 102.0921s]
09/11/23 13:30:19| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 126.4155s]
09/11/23 13:30:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
09/11/23 13:32:01| INFO ref finished [took 67.1594s]
09/11/23 13:32:09| INFO atc_mc finished [took 69.1164s]
09/11/23 13:32:20| INFO mul_sld finished [took 118.4273s]
09/11/23 13:32:21| INFO mulc_sld finished [took 113.3969s]
09/11/23 13:32:22| INFO mulmc_sld finished [took 107.3904s]
09/11/23 13:32:23| INFO mulne_sld finished [took 98.4959s]
09/11/23 13:32:23| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 124.0989s]
09/11/23 13:32:23| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
09/11/23 13:34:00| INFO ref finished [took 66.4954s]
09/11/23 13:34:08| INFO atc_mc finished [took 68.4535s]
09/11/23 13:34:13| INFO mulc_sld finished [took 102.5994s]
09/11/23 13:34:15| INFO mulmc_sld finished [took 97.6768s]
09/11/23 13:34:20| INFO mulne_sld finished [took 93.3358s]
09/11/23 13:34:36| INFO mul_sld finished [took 130.1442s]
09/11/23 13:34:36| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 133.4824s]
----------------------------------------------------------------------------------------------------
09/11/23 14:32:55| INFO dataset rcv1_CCAT_9prevs
09/11/23 14:33:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
09/11/23 14:35:53| INFO ref finished [took 120.0106s]
09/11/23 14:35:53| INFO mul_sld finished [took 165.5593s]
09/11/23 14:35:56| INFO atc_mc finished [took 117.0436s]
09/11/23 14:36:03| INFO mulc_sld finished [took 165.2846s]
09/11/23 14:36:09| INFO mulne_sld finished [took 145.9620s]
09/11/23 14:36:14| INFO mulmc_sld finished [took 164.6951s]
09/11/23 14:42:10| INFO binc_sld finished [took 536.3110s]
09/11/23 14:42:54| INFO binmc_sld finished [took 572.2245s]
09/11/23 14:43:01| INFO bin_sld finished [took 596.4552s]
09/11/23 14:43:15| INFO binne_sld finished [took 579.5418s]
09/11/23 14:43:15| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 614.2267s]
09/11/23 14:43:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
09/11/23 14:45:36| INFO ref finished [took 85.8318s]
09/11/23 14:46:18| INFO atc_mc finished [took 121.8240s]
09/11/23 14:46:32| INFO mul_sld finished [took 189.6618s]
09/11/23 14:46:35| INFO mulc_sld finished [took 180.8382s]
09/11/23 14:46:36| INFO mulmc_sld finished [took 168.8106s]
09/11/23 14:46:42| INFO mulne_sld finished [took 159.4918s]
09/11/23 14:52:38| INFO binc_sld finished [took 550.8545s]
09/11/23 14:53:00| INFO binmc_sld finished [took 559.6299s]
09/11/23 14:53:10| INFO binne_sld finished [took 555.0791s]
09/11/23 14:53:21| INFO bin_sld finished [took 602.2497s]
09/11/23 14:53:21| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 605.4122s]
09/11/23 14:53:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
09/11/23 14:56:02| INFO mul_sld finished [took 155.1923s]
09/11/23 14:56:18| INFO ref finished [took 115.7033s]
09/11/23 14:56:27| INFO mulc_sld finished [took 166.0082s]
09/11/23 14:56:28| INFO mulmc_sld finished [took 151.9154s]
09/11/23 14:56:35| INFO atc_mc finished [took 124.5581s]
09/11/23 14:56:46| INFO mulne_sld finished [took 152.4259s]
09/11/23 15:03:02| INFO bin_sld finished [took 577.3601s]
09/11/23 15:03:17| INFO binc_sld finished [took 582.9200s]
09/11/23 15:03:33| INFO binmc_sld finished [took 583.5182s]
09/11/23 15:03:36| INFO binne_sld finished [took 571.3253s]
09/11/23 15:03:36| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 615.3250s]
09/11/23 15:03:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
09/11/23 15:06:05| INFO mul_sld finished [took 143.3508s]
09/11/23 15:06:33| INFO ref finished [took 124.1576s]
09/11/23 15:06:47| INFO mulc_sld finished [took 174.3592s]
09/11/23 15:06:48| INFO atc_mc finished [took 133.7507s]
09/11/23 15:06:56| INFO mulne_sld finished [took 154.4424s]
09/11/23 15:06:57| INFO mulmc_sld finished [took 171.5560s]
09/11/23 15:12:58| INFO binmc_sld finished [took 538.6635s]
09/11/23 15:13:15| INFO binc_sld finished [took 567.2590s]
09/11/23 15:13:25| INFO binne_sld finished [took 550.5832s]
09/11/23 15:13:36| INFO bin_sld finished [took 597.3358s]
09/11/23 15:13:36| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 600.0149s]
09/11/23 15:13:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
09/11/23 15:16:08| INFO mul_sld finished [took 144.5043s]
09/11/23 15:16:34| INFO ref finished [took 121.6157s]
09/11/23 15:16:38| INFO atc_mc finished [took 117.9692s]
09/11/23 15:16:40| INFO mulne_sld finished [took 134.2729s]
09/11/23 15:16:45| INFO mulmc_sld finished [took 156.8333s]
09/11/23 15:16:58| INFO mulc_sld finished [took 183.3128s]
09/11/23 15:23:12| INFO binc_sld finished [took 562.5053s]
09/11/23 15:23:34| INFO bin_sld finished [took 594.5091s]
09/11/23 15:23:46| INFO binmc_sld finished [took 585.1350s]
09/11/23 15:23:47| INFO binne_sld finished [took 569.6397s]
09/11/23 15:23:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 610.4289s]
09/11/23 15:23:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
09/11/23 15:26:16| INFO ref finished [took 94.2302s]
09/11/23 15:26:40| INFO mulne_sld finished [took 126.7083s]
09/11/23 15:26:55| INFO mulmc_sld finished [took 161.0768s]
09/11/23 15:26:58| INFO atc_mc finished [took 128.3174s]
09/11/23 15:27:06| INFO mul_sld finished [took 193.0407s]
09/11/23 15:27:11| INFO mulc_sld finished [took 186.3831s]
09/11/23 15:33:12| INFO bin_sld finished [took 562.6962s]
09/11/23 15:33:31| INFO binc_sld finished [took 572.6547s]
09/11/23 15:33:54| INFO binmc_sld finished [took 583.9995s]
09/11/23 15:34:02| INFO binne_sld finished [took 577.1883s]
09/11/23 15:34:02| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 615.1913s]
09/11/23 15:34:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
09/11/23 15:36:24| INFO ref finished [took 82.7413s]
09/11/23 15:36:45| INFO atc_mc finished [took 96.1635s]
09/11/23 15:37:17| INFO mulc_sld finished [took 176.5535s]
09/11/23 15:37:19| INFO mulmc_sld finished [took 164.1836s]
09/11/23 15:37:25| INFO mulne_sld finished [took 153.2065s]
09/11/23 15:37:26| INFO mul_sld finished [took 196.7879s]
09/11/23 15:43:57| INFO binc_sld finished [took 581.4832s]
09/11/23 15:44:02| INFO binmc_sld finished [took 573.0991s]
09/11/23 15:44:17| INFO bin_sld finished [took 612.1302s]
09/11/23 15:44:28| INFO binne_sld finished [took 582.2076s]
09/11/23 15:44:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 625.7270s]
09/11/23 15:44:28| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
09/11/23 15:47:25| INFO ref finished [took 119.8378s]
09/11/23 15:47:40| INFO atc_mc finished [took 128.8926s]
09/11/23 15:47:47| INFO mulne_sld finished [took 150.4119s]
09/11/23 15:47:49| INFO mul_sld finished [took 194.3796s]
09/11/23 15:47:52| INFO mulmc_sld finished [took 171.0082s]
09/11/23 15:47:55| INFO mulc_sld finished [took 187.6771s]
09/11/23 15:53:49| INFO bin_sld finished [took 558.1815s]
09/11/23 15:54:03| INFO binmc_sld finished [took 549.2081s]
09/11/23 15:54:48| INFO binc_sld finished [took 607.4303s]
09/11/23 15:54:49| INFO binne_sld finished [took 579.8900s]
09/11/23 15:54:49| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 621.1072s]
09/11/23 15:54:49| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
09/11/23 15:57:27| INFO atc_mc finished [took 98.4814s]
09/11/23 15:57:39| INFO ref finished [took 116.1845s]
09/11/23 15:57:45| INFO mulne_sld finished [took 131.9513s]
09/11/23 15:57:50| INFO mulc_sld finished [took 164.1758s]
09/11/23 15:57:57| INFO mulmc_sld finished [took 159.1594s]
09/11/23 15:58:18| INFO mul_sld finished [took 202.3845s]
09/11/23 16:04:34| INFO bin_sld finished [took 581.5608s]
09/11/23 16:04:46| INFO binne_sld finished [took 559.5195s]
09/11/23 16:04:50| INFO binmc_sld finished [took 578.6281s]
09/11/23 16:05:06| INFO binc_sld finished [took 603.6399s]
09/11/23 16:05:06| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 616.7672s]
----------------------------------------------------------------------------------------------------
09/11/23 17:28:34| INFO dataset rcv1_CCAT_9prevs
09/11/23 17:28:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
09/11/23 17:30:29| INFO ref finished [took 95.8625s]
09/11/23 17:30:45| INFO atc_mc finished [took 109.6456s]
09/11/23 17:39:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 661.8436s]
09/11/23 17:41:04| INFO mul_sld_gs finished [took 735.2859s]
09/11/23 17:45:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 1020.2216s]
09/11/23 17:53:18| INFO bin_sld_gs finished [took 1472.0215s]
09/11/23 17:53:18| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1475.2589s]
09/11/23 17:53:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
09/11/23 17:55:09| INFO ref finished [took 100.9258s]
09/11/23 17:55:27| INFO atc_mc finished [took 116.5978s]
09/11/23 18:03:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 620.7577s]
09/11/23 18:04:59| INFO mul_sld_gs finished [took 694.6330s]
09/11/23 18:10:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00777) [took 1043.1118s]
09/11/23 18:18:16| INFO bin_sld_gs finished [took 1494.8154s]
09/11/23 18:18:16| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1497.9882s]
09/11/23 18:18:16| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
09/11/23 18:20:12| INFO ref finished [took 105.4018s]
09/11/23 18:20:31| INFO atc_mc finished [took 120.7251s]
09/11/23 18:29:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 638.0281s]
09/11/23 18:30:11| INFO mul_sld_gs finished [took 708.5835s]
09/11/23 18:36:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00791) [took 1117.6261s]
09/11/23 18:44:31| INFO bin_sld_gs finished [took 1571.3746s]
09/11/23 18:44:31| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1575.1790s]
09/11/23 18:44:31| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
09/11/23 18:46:24| INFO ref finished [took 104.8978s]
09/11/23 18:46:40| INFO atc_mc finished [took 118.3501s]
09/11/23 18:54:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 622.1779s]
09/11/23 18:56:07| INFO mul_sld_gs finished [took 690.3746s]
09/11/23 19:02:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 1093.3347s]
09/11/23 19:10:24| INFO bin_sld_gs finished [took 1550.1911s]
09/11/23 19:10:24| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1552.8093s]
09/11/23 19:10:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
09/11/23 19:12:22| INFO ref finished [took 107.1182s]
09/11/23 19:12:42| INFO atc_mc finished [took 122.7207s]
09/11/23 19:20:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 611.0109s]
09/11/23 19:21:48| INFO mul_sld_gs finished [took 677.3835s]
09/11/23 19:28:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00737) [took 1093.1270s]
09/11/23 19:36:14| INFO bin_sld_gs finished [took 1546.3602s]
09/11/23 19:36:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1549.8494s]
09/11/23 19:36:14| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
09/11/23 19:38:10| INFO ref finished [took 107.0910s]
09/11/23 19:38:24| INFO atc_mc finished [took 118.6447s]
09/11/23 19:46:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 621.3548s]
09/11/23 19:47:46| INFO mul_sld_gs finished [took 686.5983s]
09/11/23 19:53:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00570) [took 1049.5084s]
09/11/23 20:01:03| INFO bin_sld_gs finished [took 1486.6617s]
09/11/23 20:01:03| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1489.6665s]
09/11/23 20:01:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
09/11/23 20:03:00| INFO ref finished [took 106.5089s]
09/11/23 20:03:18| INFO atc_mc finished [took 120.7014s]
09/11/23 20:11:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 603.9170s]
09/11/23 20:12:29| INFO mul_sld_gs finished [took 679.5766s]
09/11/23 20:18:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 1052.8120s]
09/11/23 20:26:02| INFO bin_sld_gs finished [took 1495.9055s]
09/11/23 20:26:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1498.8836s]
09/11/23 20:26:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
09/11/23 20:27:52| INFO ref finished [took 99.2184s]
09/11/23 20:28:11| INFO atc_mc finished [took 114.6102s]
09/11/23 20:36:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 599.8525s]
09/11/23 20:37:12| INFO mul_sld_gs finished [took 663.0200s]
09/11/23 20:43:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00964) [took 1035.9335s]
09/11/23 20:50:57| INFO bin_sld_gs finished [took 1491.1858s]
09/11/23 20:50:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1494.3872s]
09/11/23 20:50:57| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
09/11/23 20:52:44| INFO ref finished [took 97.6631s]
09/11/23 20:53:05| INFO atc_mc finished [took 115.8866s]
09/11/23 21:00:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 581.9916s]
09/11/23 21:01:44| INFO mul_sld_gs finished [took 641.4659s]
09/11/23 21:08:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 1027.9305s]
09/11/23 21:15:36| INFO bin_sld_gs finished [took 1476.4334s]
09/11/23 21:15:36| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1479.7993s]
----------------------------------------------------------------------------------------------------
10/11/23 13:06:41| INFO dataset rcv1_CCAT_9prevs
10/11/23 13:06:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 13:06:52| WARNING Method mul_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba'
10/11/23 13:06:56| WARNING Method mul3w_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba'
----------------------------------------------------------------------------------------------------
10/11/23 13:07:50| INFO dataset rcv1_CCAT_9prevs
10/11/23 13:07:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 13:09:28| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 13:09:29| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 13:09:46| INFO ref finished [took 88.3729s]
10/11/23 13:09:54| INFO atc_mc finished [took 90.4167s]
10/11/23 13:09:54| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 118.7000s]
10/11/23 13:09:54| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
10/11/23 13:11:25| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 13:11:26| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
----------------------------------------------------------------------------------------------------
10/11/23 13:19:00| INFO dataset rcv1_CCAT_9prevs
10/11/23 13:19:05| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 13:19:10| WARNING Method mul_sld failed. Exception: 'int' object is not iterable
10/11/23 13:19:13| WARNING Method mul3w_sld failed. Exception: 'int' object is not iterable
----------------------------------------------------------------------------------------------------
10/11/23 13:20:12| INFO dataset rcv1_CCAT_9prevs
10/11/23 13:20:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 13:21:36| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 13:21:39| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
10/11/23 13:21:54| INFO ref finished [took 77.8358s]
10/11/23 13:22:02| INFO atc_mc finished [took 81.6210s]
10/11/23 13:22:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 104.5107s]
10/11/23 13:22:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
10/11/23 13:23:31| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
10/11/23 13:23:31| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 13:23:47| INFO ref finished [took 83.8010s]
10/11/23 13:23:55| INFO atc_mc finished [took 82.0180s]
10/11/23 13:23:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.0759s]
10/11/23 13:23:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
10/11/23 13:25:35| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
10/11/23 13:25:35| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 13:25:52| INFO ref finished [took 91.9242s]
10/11/23 13:26:01| INFO atc_mc finished [took 91.0173s]
10/11/23 13:26:01| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 125.8152s]
10/11/23 13:26:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
----------------------------------------------------------------------------------------------------
10/11/23 14:35:06| INFO dataset rcv1_CCAT_1prevs
10/11/23 14:35:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 14:36:54| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 14:37:32| INFO ref finished [took 114.8732s]
----------------------------------------------------------------------------------------------------
10/11/23 14:45:14| INFO dataset rcv1_CCAT_1prevs
10/11/23 14:45:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 14:46:56| INFO ref finished [took 77.5985s]
10/11/23 14:47:09| INFO atc_mc finished [took 83.9760s]
10/11/23 14:56:11| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0})
10/11/23 14:56:13| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1})
10/11/23 14:56:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 652.8237s]
----------------------------------------------------------------------------------------------------
10/11/23 14:56:25| INFO dataset rcv1_CCAT_1prevs
----------------------------------------------------------------------------------------------------
10/11/23 14:56:31| INFO dataset rcv1_CCAT_1prevs
10/11/23 14:56:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 14:58:44| INFO ref finished [took 106.4738s]
10/11/23 14:59:09| INFO atc_mc finished [took 117.9679s]
10/11/23 15:16:17| INFO mul3w_sld finished [took 1166.3690s]
----------------------------------------------------------------------------------------------------
10/11/23 15:49:18| INFO dataset rcv1_CCAT_1prevs
10/11/23 15:49:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 15:50:15| INFO ref finished [took 44.7880s]
----------------------------------------------------------------------------------------------------
10/11/23 16:24:50| INFO dataset rcv1_CCAT_1prevs
10/11/23 16:24:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
----------------------------------------------------------------------------------------------------
10/11/23 16:26:54| INFO dataset rcv1_CCAT_1prevs
10/11/23 16:27:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
----------------------------------------------------------------------------------------------------
10/11/23 16:28:15| INFO dataset rcv1_CCAT_1prevs
10/11/23 16:28:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
----------------------------------------------------------------------------------------------------
10/11/23 16:29:17| INFO dataset rcv1_CCAT_1prevs
10/11/23 16:29:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 16:30:30| INFO ref finished [took 52.9566s]
----------------------------------------------------------------------------------------------------
10/11/23 16:33:04| INFO dataset rcv1_CCAT_1prevs
10/11/23 16:33:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 16:34:10| INFO ref finished [took 50.4274s]
10/11/23 16:34:22| INFO mul_sld finished [took 66.6494s]
10/11/23 16:34:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 70.8885s]
----------------------------------------------------------------------------------------------------
10/11/23 16:36:29| INFO dataset rcv1_CCAT_9prevs
10/11/23 16:36:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 16:37:26| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3
10/11/23 16:37:40| INFO ref finished [took 50.7235s]
10/11/23 16:37:47| INFO atc_mc finished [took 54.6993s]
----------------------------------------------------------------------------------------------------
10/11/23 16:45:15| INFO dataset rcv1_CCAT_9prevs
10/11/23 16:45:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 16:46:11| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
10/11/23 16:46:12| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
10/11/23 16:46:25| INFO ref finished [took 50.7336s]
10/11/23 16:46:33| INFO atc_mc finished [took 54.1424s]
10/11/23 16:46:33| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 72.4632s]
10/11/23 16:46:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
10/11/23 16:47:28| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
10/11/23 16:47:29| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int'
----------------------------------------------------------------------------------------------------
10/11/23 16:51:39| INFO dataset rcv1_CCAT_9prevs
10/11/23 16:51:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 16:52:50| INFO ref finished [took 51.5277s]
10/11/23 16:52:55| INFO mul3w_sld finished [took 62.7316s]
10/11/23 16:52:58| INFO atc_mc finished [took 55.6057s]
10/11/23 16:53:25| INFO mul_sld finished [took 97.7123s]
10/11/23 16:53:25| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.9808s]
10/11/23 16:53:25| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
10/11/23 16:54:36| INFO ref finished [took 55.7445s]
10/11/23 16:54:43| INFO atc_mc finished [took 56.7203s]
10/11/23 16:54:45| INFO mul3w_sld finished [took 71.0450s]
10/11/23 16:54:53| INFO mul_sld finished [took 84.6525s]
10/11/23 16:54:53| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 88.0027s]
10/11/23 16:54:53| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
10/11/23 16:56:06| INFO ref finished [took 54.1395s]
10/11/23 16:56:11| INFO mul3w_sld finished [took 70.1307s]
10/11/23 16:56:13| INFO atc_mc finished [took 57.6850s]
10/11/23 16:56:16| INFO mul_sld finished [took 79.3229s]
10/11/23 16:56:16| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 83.1293s]
10/11/23 16:56:16| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
10/11/23 16:57:25| INFO ref finished [took 53.7706s]
10/11/23 16:57:31| INFO mul3w_sld finished [took 67.0318s]
10/11/23 16:57:32| INFO atc_mc finished [took 57.7642s]
10/11/23 16:57:35| INFO mul_sld finished [took 76.4066s]
10/11/23 16:57:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.0392s]
10/11/23 16:57:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
10/11/23 16:58:46| INFO ref finished [took 53.7141s]
10/11/23 16:58:51| INFO mul3w_sld finished [took 68.1234s]
10/11/23 16:58:53| INFO atc_mc finished [took 57.5702s]
10/11/23 16:58:59| INFO mul_sld finished [took 80.1266s]
10/11/23 16:58:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 83.5102s]
10/11/23 16:58:59| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
10/11/23 17:00:08| INFO ref finished [took 54.7955s]
10/11/23 17:00:12| INFO mul3w_sld finished [took 65.3780s]
10/11/23 17:00:16| INFO atc_mc finished [took 58.0304s]
10/11/23 17:00:35| INFO mul_sld finished [took 92.9140s]
10/11/23 17:00:35| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 95.8577s]
10/11/23 17:00:35| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
10/11/23 17:01:48| INFO ref finished [took 56.4922s]
10/11/23 17:01:53| INFO atc_mc finished [took 57.1146s]
10/11/23 17:01:53| INFO mul3w_sld finished [took 70.4300s]
10/11/23 17:02:03| INFO mul_sld finished [took 84.4971s]
10/11/23 17:02:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 88.5686s]
10/11/23 17:02:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
10/11/23 17:03:17| INFO ref finished [took 55.9443s]
10/11/23 17:03:19| INFO mul3w_sld finished [took 68.1298s]
10/11/23 17:03:21| INFO atc_mc finished [took 55.8708s]
10/11/23 17:03:29| INFO mul_sld finished [took 81.8552s]
10/11/23 17:03:29| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.5029s]
10/11/23 17:03:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
10/11/23 17:04:36| INFO ref finished [took 52.4327s]
10/11/23 17:04:42| INFO mul3w_sld finished [took 65.1205s]
10/11/23 17:04:44| INFO atc_mc finished [took 56.4258s]
10/11/23 17:05:07| INFO mul_sld finished [took 95.0175s]
10/11/23 17:05:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 98.2742s]
----------------------------------------------------------------------------------------------------
10/11/23 17:11:56| INFO dataset rcv1_CCAT_9prevs
10/11/23 17:12:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 17:13:39| INFO ref finished [took 70.2028s]
10/11/23 17:13:41| INFO mul3w_sld finished [took 92.9234s]
10/11/23 17:13:43| INFO mul3wc_sld finished [took 81.4985s]
10/11/23 17:13:47| INFO atc_mc finished [took 69.8737s]
10/11/23 17:13:49| INFO mulc_sld finished [took 91.9609s]
10/11/23 17:14:09| INFO mul_sld finished [took 125.3021s]
10/11/23 17:14:09| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 128.4443s]
10/11/23 17:14:09| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
10/11/23 17:15:49| INFO ref finished [took 69.9186s]
10/11/23 17:15:52| INFO mul3w_sld finished [took 94.1565s]
10/11/23 17:15:53| INFO mul3wc_sld finished [took 81.7286s]
10/11/23 17:15:55| INFO atc_mc finished [took 68.0996s]
10/11/23 17:15:59| INFO mulc_sld finished [took 93.4749s]
10/11/23 17:16:02| INFO mul_sld finished [took 109.9866s]
10/11/23 17:16:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.2243s]
10/11/23 17:16:02| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
10/11/23 17:17:46| INFO ref finished [took 69.7954s]
10/11/23 17:17:49| INFO mul3w_sld finished [took 97.4538s]
10/11/23 17:17:52| INFO atc_mc finished [took 68.3256s]
10/11/23 17:17:53| INFO mul3wc_sld finished [took 84.1359s]
10/11/23 17:17:54| INFO mul_sld finished [took 107.4652s]
10/11/23 17:17:55| INFO mulc_sld finished [took 95.2790s]
10/11/23 17:17:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 112.5479s]
10/11/23 17:17:55| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
10/11/23 17:19:33| INFO ref finished [took 69.0242s]
10/11/23 17:19:37| INFO mul3w_sld finished [took 94.6726s]
10/11/23 17:19:39| INFO mul3wc_sld finished [took 83.5757s]
10/11/23 17:19:40| INFO atc_mc finished [took 70.0895s]
10/11/23 17:19:42| INFO mul_sld finished [took 104.3169s]
10/11/23 17:19:45| INFO mulc_sld finished [took 96.4947s]
10/11/23 17:19:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 109.8588s]
10/11/23 17:19:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
10/11/23 17:21:25| INFO ref finished [took 68.6827s]
10/11/23 17:21:28| INFO mul3w_sld finished [took 95.7660s]
10/11/23 17:21:33| INFO mul3wc_sld finished [took 84.6669s]
10/11/23 17:21:34| INFO atc_mc finished [took 68.2059s]
10/11/23 17:21:38| INFO mul_sld finished [took 109.7998s]
10/11/23 17:21:41| INFO mulc_sld finished [took 100.2322s]
10/11/23 17:21:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 116.3329s]
10/11/23 17:21:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
10/11/23 17:23:20| INFO ref finished [took 68.4213s]
10/11/23 17:23:21| INFO mul3w_sld finished [took 92.4175s]
10/11/23 17:23:25| INFO mul3wc_sld finished [took 84.2143s]
10/11/23 17:23:28| INFO atc_mc finished [took 70.9748s]
10/11/23 17:23:33| INFO mul_sld finished [took 108.9404s]
10/11/23 17:23:35| INFO mulc_sld finished [took 98.6542s]
10/11/23 17:23:35| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 114.0658s]
10/11/23 17:23:35| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
10/11/23 17:25:15| INFO ref finished [took 67.6212s]
10/11/23 17:25:19| INFO mul3w_sld finished [took 94.4720s]
10/11/23 17:25:23| INFO mul3wc_sld finished [took 84.2353s]
10/11/23 17:25:24| INFO atc_mc finished [took 68.8926s]
10/11/23 17:25:29| INFO mul_sld finished [took 110.0608s]
10/11/23 17:25:31| INFO mulc_sld finished [took 98.8512s]
10/11/23 17:25:31| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 116.1487s]
10/11/23 17:25:31| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
10/11/23 17:27:13| INFO ref finished [took 67.6916s]
10/11/23 17:27:14| INFO mul3wc_sld finished [took 77.9027s]
10/11/23 17:27:16| INFO mul3w_sld finished [took 95.6551s]
10/11/23 17:27:21| INFO atc_mc finished [took 69.1522s]
10/11/23 17:27:25| INFO mul_sld finished [took 110.5946s]
10/11/23 17:27:26| INFO mulc_sld finished [took 97.1366s]
10/11/23 17:27:26| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 115.0205s]
10/11/23 17:27:26| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
10/11/23 17:28:57| INFO ref finished [took 60.3214s]
10/11/23 17:29:05| INFO mul3w_sld finished [took 89.8969s]
10/11/23 17:29:08| INFO mul3wc_sld finished [took 79.4281s]
10/11/23 17:29:09| INFO mulc_sld finished [took 89.2493s]
10/11/23 17:29:10| INFO atc_mc finished [took 69.0056s]
10/11/23 17:29:29| INFO mul_sld finished [took 119.2894s]
10/11/23 17:29:29| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 122.1553s]
----------------------------------------------------------------------------------------------------
10/11/23 17:53:55| INFO dataset rcv1_CCAT_9prevs
10/11/23 17:54:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 17:54:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:54:06| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:54:53| INFO ref finished [took 44.4485s]
10/11/23 17:55:01| INFO atc_mc finished [took 49.8926s]
10/11/23 17:55:01| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 60.0268s]
10/11/23 17:55:01| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
10/11/23 17:55:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:55:07| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:55:54| INFO ref finished [took 44.7491s]
10/11/23 17:56:02| INFO atc_mc finished [took 49.9022s]
10/11/23 17:56:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 60.8386s]
10/11/23 17:56:02| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
10/11/23 17:56:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:56:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:56:56| INFO ref finished [took 45.2058s]
10/11/23 17:57:03| INFO atc_mc finished [took 49.0981s]
10/11/23 17:57:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 61.1000s]
10/11/23 17:57:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
10/11/23 17:57:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:57:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:57:54| INFO ref finished [took 44.3211s]
10/11/23 17:58:01| INFO atc_mc finished [took 48.9814s]
10/11/23 17:58:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 58.0909s]
10/11/23 17:58:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
10/11/23 17:58:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:58:06| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:58:53| INFO ref finished [took 43.7895s]
10/11/23 17:59:01| INFO atc_mc finished [took 49.8161s]
10/11/23 17:59:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 60.3531s]
10/11/23 17:59:01| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
10/11/23 17:59:04| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:59:07| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 17:59:53| INFO ref finished [took 43.8473s]
10/11/23 18:00:02| INFO atc_mc finished [took 50.1003s]
10/11/23 18:00:02| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.5473s]
10/11/23 18:00:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
10/11/23 18:00:05| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 18:00:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 18:00:55| INFO ref finished [took 44.2168s]
10/11/23 18:01:02| INFO atc_mc finished [took 49.0013s]
10/11/23 18:01:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 60.5261s]
10/11/23 18:01:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
10/11/23 18:01:06| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 18:01:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 18:01:55| INFO ref finished [took 44.0374s]
10/11/23 18:02:02| INFO atc_mc finished [took 49.0107s]
10/11/23 18:02:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 60.0171s]
10/11/23 18:02:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
10/11/23 18:02:06| WARNING Method mul_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 18:02:08| WARNING Method mul3w_sld_gs failed. Exception: no combination of hyperparameters seem to work
10/11/23 18:02:55| INFO ref finished [took 44.8341s]
10/11/23 18:03:02| INFO atc_mc finished [took 49.3663s]
10/11/23 18:03:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 59.9146s]
----------------------------------------------------------------------------------------------------
10/11/23 18:25:20| INFO dataset rcv1_CCAT_1prevs
10/11/23 18:25:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 18:25:33| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AttributeError' and 'int'
----------------------------------------------------------------------------------------------------
10/11/23 18:27:03| INFO dataset rcv1_CCAT_1prevs
10/11/23 18:27:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
----------------------------------------------------------------------------------------------------
10/11/23 18:32:33| INFO dataset rcv1_CCAT_1prevs
10/11/23 18:32:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 18:32:56| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AssertionError' and 'int'
----------------------------------------------------------------------------------------------------
10/11/23 18:34:35| INFO dataset rcv1_CCAT_1prevs
10/11/23 18:34:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 18:36:25| INFO ref finished [took 96.5839s]
10/11/23 18:44:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 599.7376s]
10/11/23 18:45:34| INFO mul_sld_gs finished [took 649.9561s]
10/11/23 18:45:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 654.0138s]
----------------------------------------------------------------------------------------------------
10/11/23 19:09:37| INFO dataset rcv1_CCAT_9prevs
10/11/23 19:09:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
10/11/23 19:12:34| INFO ref finished [took 161.2859s]
10/11/23 19:13:10| INFO atc_mc finished [took 195.4184s]
10/11/23 19:23:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 799.2257s]
10/11/23 19:25:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 920.3112s]
10/11/23 19:25:20| INFO mul3w_sld_gs finished [took 930.7628s]
10/11/23 19:25:54| INFO mul_sld_gs finished [took 968.7880s]
10/11/23 19:25:54| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 972.0481s]
10/11/23 19:25:54| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
10/11/23 19:29:20| INFO ref finished [took 194.4623s]
10/11/23 19:29:41| INFO atc_mc finished [took 212.3133s]
10/11/23 19:39:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01783) [took 796.9196s]
10/11/23 19:41:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 940.9938s]
10/11/23 19:41:44| INFO mul3w_sld_gs finished [took 942.8448s]
10/11/23 19:42:29| INFO mul_sld_gs finished [took 991.5975s]
10/11/23 19:42:29| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 995.0756s]
10/11/23 19:42:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
10/11/23 19:45:53| INFO ref finished [took 192.2438s]
10/11/23 19:46:27| INFO atc_mc finished [took 222.4684s]
10/11/23 19:56:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00855) [took 811.9404s]
10/11/23 19:58:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 944.2852s]
10/11/23 19:58:26| INFO mul3w_sld_gs finished [took 949.1296s]
10/11/23 19:59:09| INFO mul_sld_gs finished [took 995.5734s]
10/11/23 19:59:09| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 999.2987s]
10/11/23 19:59:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
10/11/23 20:02:30| INFO ref finished [took 192.8661s]
10/11/23 20:02:59| INFO atc_mc finished [took 217.1095s]
10/11/23 20:12:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 792.0336s]
10/11/23 20:14:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 933.3629s]
10/11/23 20:14:49| INFO mul3w_sld_gs finished [took 935.2472s]
10/11/23 20:15:33| INFO mul_sld_gs finished [took 981.2718s]
10/11/23 20:15:33| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 983.8857s]
10/11/23 20:15:33| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
10/11/23 20:18:54| INFO ref finished [took 190.6586s]
10/11/23 20:19:31| INFO atc_mc finished [took 222.0446s]
10/11/23 20:28:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 794.2257s]
10/11/23 20:31:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 930.8288s]
10/11/23 20:31:12| INFO mul3w_sld_gs finished [took 932.7508s]
10/11/23 20:31:58| INFO mul_sld_gs finished [took 982.4600s]
10/11/23 20:31:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 985.3991s]
10/11/23 20:31:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
10/11/23 20:35:16| INFO ref finished [took 187.4145s]
10/11/23 20:35:52| INFO atc_mc finished [took 219.1775s]
10/11/23 20:45:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 799.7247s]
10/11/23 20:47:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 936.5460s]
10/11/23 20:47:46| INFO mul3w_sld_gs finished [took 941.6249s]
10/11/23 20:48:28| INFO mul_sld_gs finished [took 987.3566s]
10/11/23 20:48:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 990.3392s]
10/11/23 20:48:28| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
10/11/23 20:52:00| INFO ref finished [took 199.2882s]
10/11/23 20:52:27| INFO atc_mc finished [took 221.3995s]
10/11/23 21:01:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01112) [took 794.5357s]
10/11/23 21:03:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 916.6784s]
10/11/23 21:04:04| INFO mul3w_sld_gs finished [took 928.2783s]
10/11/23 21:04:45| INFO mul_sld_gs finished [took 972.9080s]
10/11/23 21:04:45| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 976.3012s]
10/11/23 21:04:45| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
10/11/23 21:07:55| INFO ref finished [took 179.6820s]
10/11/23 21:08:25| INFO atc_mc finished [took 205.4880s]
10/11/23 21:17:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01448) [took 778.9722s]
10/11/23 21:20:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 915.8827s]
10/11/23 21:20:10| INFO mul3w_sld_gs finished [took 917.5008s]
10/11/23 21:20:53| INFO mul_sld_gs finished [took 965.1015s]
10/11/23 21:20:53| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 968.7572s]
10/11/23 21:20:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
10/11/23 21:23:59| INFO ref finished [took 175.7336s]
10/11/23 21:24:36| INFO atc_mc finished [took 208.4952s]
10/11/23 21:34:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00971) [took 780.9362s]
10/11/23 21:35:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 902.5701s]
10/11/23 21:36:12| INFO mul3w_sld_gs finished [took 911.8556s]
10/11/23 21:36:47| INFO mul_sld_gs finished [took 950.1102s]
10/11/23 21:36:47| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 953.3643s]
----------------------------------------------------------------------------------------------------
10/11/23 23:35:14| INFO dataset rcv1_CCAT_1prevs
10/11/23 23:35:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 23:36:36| INFO ref finished [took 57.4602s]
10/11/23 23:36:41| INFO mul3w_sld finished [took 72.3696s]
10/11/23 23:36:43| INFO atc_mc finished [took 57.1442s]
10/11/23 23:36:48| INFO mul_sld finished [took 84.9653s]
10/11/23 23:36:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 88.9861s]
10/11/23 23:36:48| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: file must have a 'write' attribute
----------------------------------------------------------------------------------------------------
10/11/23 23:40:17| INFO dataset rcv1_CCAT_1prevs
10/11/23 23:40:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 23:41:49| INFO ref finished [took 68.3161s]
10/11/23 23:41:53| INFO mul3w_sld finished [took 80.2113s]
10/11/23 23:41:56| INFO atc_mc finished [took 67.4302s]
10/11/23 23:42:01| INFO mul_sld finished [took 94.1596s]
10/11/23 23:42:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 98.1999s]
10/11/23 23:42:01| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: write() argument must be str, not bytes
----------------------------------------------------------------------------------------------------
10/11/23 23:46:43| INFO dataset rcv1_CCAT_1prevs
10/11/23 23:46:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
10/11/23 23:48:04| INFO ref finished [took 56.6494s]
10/11/23 23:48:10| INFO mul3w_sld finished [took 71.5272s]
10/11/23 23:48:12| INFO atc_mc finished [took 56.8870s]
10/11/23 23:48:15| INFO mul_sld finished [took 83.1487s]
10/11/23 23:48:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 86.6542s]
----------------------------------------------------------------------------------------------------
11/11/23 02:18:21| ERROR Evaluation over rcv1_CCAT_3prevs failed. Exception: 'Invalid estimator: estimator mul3w_slds does not exist'
11/11/23 02:18:21| ERROR Failed while saving configuration rcv1_CCAT_debug_gs of rcv1_CCAT_3prevs. Exception: local variable 'dr' referenced before assignment
----------------------------------------------------------------------------------------------------
11/11/23 02:20:09| INFO dataset rcv1_CCAT_3prevs
11/11/23 02:20:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT_3prevs started
11/11/23 02:21:26| INFO ref finished [took 54.1901s]
11/11/23 02:21:33| INFO mul3w_sld finished [took 69.3537s]
11/11/23 02:21:34| INFO atc_mc finished [took 56.0851s]
11/11/23 02:21:37| INFO mul_sld finished [took 78.6476s]
11/11/23 02:21:37| INFO Dataset sample 0.20 of dataset rcv1_CCAT_3prevs finished [took 82.3064s]
11/11/23 02:21:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs started
11/11/23 02:22:46| INFO ref finished [took 53.7198s]
11/11/23 02:22:52| INFO mul3w_sld finished [took 67.7595s]
11/11/23 02:22:54| INFO atc_mc finished [took 57.2473s]
11/11/23 02:23:00| INFO mul_sld finished [took 80.1637s]
11/11/23 02:23:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_3prevs finished [took 83.2895s]
11/11/23 02:23:00| INFO Dataset sample 0.80 of dataset rcv1_CCAT_3prevs started
11/11/23 02:24:11| INFO ref finished [took 53.3185s]
11/11/23 02:24:16| INFO mul3w_sld finished [took 67.0687s]
11/11/23 02:24:19| INFO atc_mc finished [took 56.5244s]
11/11/23 02:24:26| INFO mul_sld finished [took 82.6075s]
11/11/23 02:24:26| INFO Dataset sample 0.80 of dataset rcv1_CCAT_3prevs finished [took 85.5541s]
----------------------------------------------------------------------------------------------------
11/11/23 03:03:37| INFO dataset rcv1_CCAT_9prevs
11/11/23 03:03:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
11/11/23 03:04:49| INFO ref finished [took 51.5735s]
11/11/23 03:04:53| INFO mul3w_sld finished [took 62.2816s]
11/11/23 03:04:57| INFO atc_mc finished [took 56.1819s]
11/11/23 03:05:22| INFO mul_sld finished [took 96.8027s]
11/11/23 03:05:22| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.0654s]
11/11/23 03:05:22| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
11/11/23 03:06:32| INFO ref finished [took 53.7892s]
11/11/23 03:06:37| INFO mul3w_sld finished [took 66.3243s]
11/11/23 03:06:40| INFO atc_mc finished [took 57.0767s]
11/11/23 03:06:48| INFO mul_sld finished [took 82.1666s]
11/11/23 03:06:48| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 85.6326s]
11/11/23 03:06:48| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
11/11/23 03:07:59| INFO ref finished [took 53.4098s]
11/11/23 03:08:05| INFO mul3w_sld finished [took 67.3941s]
11/11/23 03:08:06| INFO atc_mc finished [took 56.8497s]
11/11/23 03:08:09| INFO mul_sld finished [took 77.4972s]
11/11/23 03:08:09| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 81.1647s]
11/11/23 03:08:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
11/11/23 03:09:18| INFO ref finished [took 54.4416s]
11/11/23 03:09:23| INFO mul3w_sld finished [took 67.3565s]
11/11/23 03:09:25| INFO atc_mc finished [took 57.5687s]
11/11/23 03:09:29| INFO mul_sld finished [took 77.1110s]
11/11/23 03:09:29| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.8726s]
11/11/23 03:09:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
11/11/23 03:10:38| INFO ref finished [took 54.2066s]
11/11/23 03:10:44| INFO mul3w_sld finished [took 66.9062s]
11/11/23 03:10:46| INFO atc_mc finished [took 57.1371s]
11/11/23 03:10:52| INFO mul_sld finished [took 79.7498s]
11/11/23 03:10:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 83.1506s]
11/11/23 03:10:52| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
11/11/23 03:11:59| INFO ref finished [took 51.1698s]
11/11/23 03:12:03| INFO mul3w_sld finished [took 63.7260s]
11/11/23 03:12:07| INFO atc_mc finished [took 56.1393s]
11/11/23 03:12:15| INFO mul_sld finished [took 79.3176s]
11/11/23 03:12:15| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.4614s]
11/11/23 03:12:15| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
11/11/23 03:13:23| INFO ref finished [took 51.5505s]
11/11/23 03:13:28| INFO mul3w_sld finished [took 64.8809s]
11/11/23 03:13:32| INFO atc_mc finished [took 56.2766s]
11/11/23 03:13:39| INFO mul_sld finished [took 80.9284s]
11/11/23 03:13:39| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.2727s]
11/11/23 03:13:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
11/11/23 03:14:50| INFO ref finished [took 54.6314s]
11/11/23 03:14:55| INFO mul3w_sld finished [took 67.8281s]
11/11/23 03:14:58| INFO atc_mc finished [took 57.4433s]
11/11/23 03:15:04| INFO mul_sld finished [took 82.1945s]
11/11/23 03:15:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.5484s]
11/11/23 03:15:04| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
11/11/23 03:16:12| INFO ref finished [took 54.0583s]
11/11/23 03:16:19| INFO mul3w_sld finished [took 65.9654s]
11/11/23 03:16:20| INFO atc_mc finished [took 56.7869s]
11/11/23 03:16:42| INFO mul_sld finished [took 94.5979s]
11/11/23 03:16:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 97.8705s]
----------------------------------------------------------------------------------------------------
11/11/23 14:55:30| INFO dataset rcv1_CCAT_9prevs
11/11/23 14:55:35| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
11/11/23 14:56:42| INFO ref finished [took 51.5446s]
11/11/23 14:56:45| INFO mul3w_sld finished [took 61.1724s]
11/11/23 14:56:49| INFO atc_mc finished [took 55.8947s]
11/11/23 14:57:16| INFO mul_sld finished [took 97.5932s]
11/11/23 14:57:16| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.9322s]
11/11/23 14:57:16| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
11/11/23 14:58:25| INFO ref finished [took 52.3894s]
11/11/23 14:58:32| INFO mul3w_sld finished [took 66.8082s]
11/11/23 14:58:34| INFO atc_mc finished [took 57.1608s]
11/11/23 14:58:43| INFO mul_sld finished [took 82.8613s]
11/11/23 14:58:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 86.2458s]
11/11/23 14:58:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
11/11/23 14:59:55| INFO ref finished [took 53.4860s]
11/11/23 15:00:00| INFO mul3w_sld finished [took 68.6692s]
11/11/23 15:00:02| INFO atc_mc finished [took 56.8460s]
11/11/23 15:00:04| INFO mul_sld finished [took 77.8829s]
11/11/23 15:00:04| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 81.6584s]
11/11/23 15:00:04| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
11/11/23 15:01:12| INFO ref finished [took 52.5890s]
11/11/23 15:01:18| INFO mul3w_sld finished [took 66.3191s]
11/11/23 15:01:18| INFO atc_mc finished [took 55.8094s]
11/11/23 15:01:23| INFO mul_sld finished [took 76.2650s]
11/11/23 15:01:23| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 78.8604s]
11/11/23 15:01:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
11/11/23 15:02:30| INFO ref finished [took 52.1273s]
11/11/23 15:02:39| INFO mul3w_sld finished [took 67.7736s]
11/11/23 15:02:41| INFO atc_mc finished [took 58.1392s]
11/11/23 15:02:47| INFO mul_sld finished [took 80.6840s]
11/11/23 15:02:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 84.0856s]
11/11/23 15:02:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
11/11/23 15:03:54| INFO ref finished [took 51.3613s]
11/11/23 15:03:59| INFO mul3w_sld finished [took 64.3562s]
11/11/23 15:04:03| INFO atc_mc finished [took 57.0352s]
11/11/23 15:04:10| INFO mul_sld finished [took 79.8549s]
11/11/23 15:04:10| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.9290s]
11/11/23 15:04:10| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
11/11/23 15:05:20| INFO ref finished [took 52.6105s]
11/11/23 15:05:25| INFO mul3w_sld finished [took 66.7591s]
11/11/23 15:05:27| INFO atc_mc finished [took 55.8870s]
11/11/23 15:05:34| INFO mul_sld finished [took 80.9824s]
11/11/23 15:05:34| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.2673s]
11/11/23 15:05:34| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
11/11/23 15:06:45| INFO ref finished [took 53.6830s]
11/11/23 15:06:50| INFO mul3w_sld finished [took 67.4974s]
11/11/23 15:06:53| INFO atc_mc finished [took 57.2897s]
11/11/23 15:06:59| INFO mul_sld finished [took 81.3697s]
11/11/23 15:06:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 84.7980s]
11/11/23 15:06:59| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
11/11/23 15:08:08| INFO ref finished [took 54.0902s]
11/11/23 15:08:14| INFO mul3w_sld finished [took 66.9136s]
11/11/23 15:08:16| INFO atc_mc finished [took 57.8269s]
11/11/23 15:08:39| INFO mul_sld finished [took 96.4137s]
11/11/23 15:08:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 99.5541s]
----------------------------------------------------------------------------------------------------
11/11/23 18:04:49| INFO dataset imdb_9prevs
11/11/23 18:05:00| INFO Dataset sample 0.10 of dataset imdb_9prevs started
11/11/23 18:05:30| INFO ref finished [took 26.1862s]
11/11/23 18:05:37| INFO atc_mc finished [took 32.4255s]
11/11/23 18:05:42| INFO mul3w_sld finished [took 38.9162s]
11/11/23 18:06:19| INFO mul_sld finished [took 76.8053s]
11/11/23 18:06:19| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 79.1732s]
11/11/23 18:06:19| INFO Dataset sample 0.20 of dataset imdb_9prevs started
11/11/23 18:06:51| INFO ref finished [took 27.6356s]
11/11/23 18:06:58| INFO atc_mc finished [took 33.5521s]
11/11/23 18:07:01| INFO mul3w_sld finished [took 38.2698s]
11/11/23 18:07:26| INFO mul_sld finished [took 63.9553s]
11/11/23 18:07:26| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.8514s]
11/11/23 18:07:26| INFO Dataset sample 0.30 of dataset imdb_9prevs started
11/11/23 18:08:02| INFO ref finished [took 27.3880s]
11/11/23 18:08:09| INFO atc_mc finished [took 34.5060s]
11/11/23 18:08:12| INFO mul3w_sld finished [took 38.3408s]
11/11/23 18:08:23| INFO mul_sld finished [took 50.5943s]
11/11/23 18:08:23| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 57.8801s]
11/11/23 18:08:23| INFO Dataset sample 0.40 of dataset imdb_9prevs started
11/11/23 18:08:57| INFO ref finished [took 27.9013s]
11/11/23 18:09:03| INFO atc_mc finished [took 33.7677s]
11/11/23 18:09:06| INFO mul3w_sld finished [took 37.6649s]
11/11/23 18:09:18| INFO mul_sld finished [took 51.5975s]
11/11/23 18:09:18| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.8989s]
11/11/23 18:09:18| INFO Dataset sample 0.50 of dataset imdb_9prevs started
11/11/23 18:09:53| INFO ref finished [took 28.6798s]
11/11/23 18:10:00| INFO atc_mc finished [took 35.3206s]
11/11/23 18:10:03| INFO mul3w_sld finished [took 38.9082s]
11/11/23 18:10:15| INFO mul_sld finished [took 52.0709s]
11/11/23 18:10:15| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 56.2785s]
11/11/23 18:10:15| INFO Dataset sample 0.60 of dataset imdb_9prevs started
11/11/23 18:10:48| INFO ref finished [took 28.5387s]
11/11/23 18:10:55| INFO atc_mc finished [took 34.9152s]
11/11/23 18:10:58| INFO mul3w_sld finished [took 39.0343s]
11/11/23 18:11:07| INFO mul_sld finished [took 49.9013s]
11/11/23 18:11:07| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 52.8028s]
11/11/23 18:11:07| INFO Dataset sample 0.70 of dataset imdb_9prevs started
11/11/23 18:11:43| INFO ref finished [took 29.2208s]
11/11/23 18:11:50| INFO atc_mc finished [took 36.2494s]
11/11/23 18:11:54| INFO mul3w_sld finished [took 39.4380s]
11/11/23 18:12:02| INFO mul_sld finished [took 50.3782s]
11/11/23 18:12:02| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 54.9711s]
11/11/23 18:12:02| INFO Dataset sample 0.80 of dataset imdb_9prevs started
11/11/23 18:12:37| INFO ref finished [took 28.2535s]
11/11/23 18:12:45| INFO atc_mc finished [took 34.9431s]
11/11/23 18:12:47| INFO mul3w_sld finished [took 38.4049s]
11/11/23 18:12:56| INFO mul_sld finished [took 48.3663s]
11/11/23 18:12:56| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 53.7749s]
11/11/23 18:12:56| INFO Dataset sample 0.90 of dataset imdb_9prevs started
11/11/23 18:13:28| INFO ref finished [took 27.5002s]
11/11/23 18:13:35| INFO atc_mc finished [took 34.2726s]
11/11/23 18:13:41| INFO mul3w_sld finished [took 41.9968s]
11/11/23 18:13:54| INFO mul_sld finished [took 56.7537s]
11/11/23 18:13:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 58.1750s]
----------------------------------------------------------------------------------------------------
14/11/23 10:19:57| INFO dataset rcv1_CCAT_9prevs
14/11/23 10:23:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
14/11/23 10:24:11| INFO ref finished [took 33.7775s]
14/11/23 10:24:13| INFO mul3w_sld finished [took 41.1206s]
14/11/23 10:24:16| INFO atc_mc finished [took 35.9391s]
14/11/23 10:24:24| INFO mul_sld finished [took 56.7171s]
14/11/23 10:24:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 61.0575s]
14/11/23 10:24:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
14/11/23 10:25:11| INFO ref finished [took 36.0009s]
14/11/23 10:25:14| INFO mul3w_sld finished [took 43.1616s]
14/11/23 10:25:16| INFO atc_mc finished [took 38.1922s]
14/11/23 10:25:18| INFO mul_sld finished [took 51.2797s]
14/11/23 10:25:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0564s]
14/11/23 10:25:18| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
14/11/23 10:26:06| INFO ref finished [took 36.2124s]
14/11/23 10:26:09| INFO mul3w_sld finished [took 44.2468s]
14/11/23 10:26:10| INFO atc_mc finished [took 38.0879s]
14/11/23 10:26:11| INFO mul_sld finished [took 49.8963s]
14/11/23 10:26:11| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 52.9385s]
14/11/23 10:26:11| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
14/11/23 10:26:55| INFO ref finished [took 35.2937s]
14/11/23 10:26:59| INFO mul3w_sld finished [took 43.4896s]
14/11/23 10:27:01| INFO atc_mc finished [took 37.9122s]
14/11/23 10:27:02| INFO mul_sld finished [took 49.6822s]
14/11/23 10:27:02| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.4715s]
14/11/23 10:27:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
14/11/23 10:27:57| INFO ref finished [took 41.6534s]
14/11/23 10:28:00| INFO mul3w_sld finished [took 50.9864s]
14/11/23 10:28:01| INFO atc_mc finished [took 41.7816s]
14/11/23 10:28:08| INFO mul_sld finished [took 62.3621s]
14/11/23 10:28:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 65.6530s]
14/11/23 10:28:08| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
14/11/23 10:29:00| INFO ref finished [took 41.6461s]
14/11/23 10:29:03| INFO mul3w_sld finished [took 47.9558s]
14/11/23 10:29:05| INFO atc_mc finished [took 43.4091s]
14/11/23 10:29:09| INFO mul_sld finished [took 58.5413s]
14/11/23 10:29:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.9454s]
14/11/23 10:29:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
14/11/23 10:29:56| INFO ref finished [took 35.9344s]
14/11/23 10:29:59| INFO mul3w_sld finished [took 42.5935s]
14/11/23 10:30:00| INFO atc_mc finished [took 35.6671s]
14/11/23 10:30:04| INFO mul_sld finished [took 52.3465s]
14/11/23 10:30:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.9582s]
14/11/23 10:30:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
14/11/23 10:30:47| INFO ref finished [took 32.7900s]
14/11/23 10:30:50| INFO mul3w_sld finished [took 40.8869s]
14/11/23 10:30:51| INFO atc_mc finished [took 35.1918s]
14/11/23 10:30:54| INFO mul_sld finished [took 48.2179s]
14/11/23 10:30:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 50.7051s]
14/11/23 10:30:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
14/11/23 10:31:40| INFO ref finished [took 37.9607s]
14/11/23 10:31:44| INFO mul3w_sld finished [took 44.8392s]
14/11/23 10:31:45| INFO atc_mc finished [took 38.8935s]
14/11/23 10:31:55| INFO mul_sld finished [took 58.2921s]
14/11/23 10:31:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.6193s]
----------------------------------------------------------------------------------------------------
14/11/23 10:48:56| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
14/11/23 10:49:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
14/11/23 10:50:09| INFO ref finished [took 52.4488s]
14/11/23 10:50:13| INFO mul3w_sld finished [took 61.4401s]
14/11/23 10:50:16| INFO atc_mc finished [took 55.5122s]
14/11/23 10:50:44| INFO mul_sld finished [took 96.9739s]
14/11/23 10:50:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.2168s]
14/11/23 10:50:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
14/11/23 10:51:53| INFO ref finished [took 51.8743s]
14/11/23 10:51:58| INFO mul3w_sld finished [took 65.9840s]
14/11/23 10:52:00| INFO atc_mc finished [took 56.0236s]
14/11/23 10:52:08| INFO mul_sld finished [took 80.5319s]
14/11/23 10:52:08| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 83.9911s]
14/11/23 10:52:08| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
14/11/23 10:53:18| INFO ref finished [took 52.9983s]
14/11/23 10:53:23| INFO mul3w_sld finished [took 66.2813s]
14/11/23 10:53:27| INFO mul_sld finished [took 75.7298s]
14/11/23 10:53:27| INFO atc_mc finished [took 57.5290s]
14/11/23 10:53:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 79.4572s]
14/11/23 10:53:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
14/11/23 10:54:36| INFO ref finished [took 53.6551s]
14/11/23 10:54:42| INFO mul3w_sld finished [took 67.7717s]
14/11/23 10:54:44| INFO atc_mc finished [took 58.2452s]
14/11/23 10:54:47| INFO mul_sld finished [took 77.1280s]
14/11/23 10:54:47| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.8159s]
14/11/23 10:54:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
14/11/23 10:55:57| INFO ref finished [took 53.0671s]
14/11/23 10:56:02| INFO mul3w_sld finished [took 65.7727s]
14/11/23 10:56:05| INFO atc_mc finished [took 56.9758s]
14/11/23 10:56:09| INFO mul_sld finished [took 78.5383s]
14/11/23 10:56:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 82.0972s]
14/11/23 10:56:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
14/11/23 10:57:17| INFO ref finished [took 52.6539s]
14/11/23 10:57:22| INFO mul3w_sld finished [took 64.6467s]
14/11/23 10:57:28| INFO atc_mc finished [took 60.6980s]
14/11/23 10:57:32| INFO mul_sld finished [took 79.6543s]
14/11/23 10:57:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.6942s]
14/11/23 10:57:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
14/11/23 10:58:41| INFO ref finished [took 52.3088s]
14/11/23 10:58:46| INFO mul3w_sld finished [took 65.6132s]
14/11/23 10:58:49| INFO atc_mc finished [took 56.5070s]
14/11/23 10:58:56| INFO mul_sld finished [took 80.9730s]
14/11/23 10:58:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.3301s]
14/11/23 10:58:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
14/11/23 11:00:07| INFO ref finished [took 53.8347s]
14/11/23 11:00:15| INFO mul3w_sld finished [took 70.7668s]
14/11/23 11:00:18| INFO atc_mc finished [took 59.7136s]
14/11/23 11:00:22| INFO mul_sld finished [took 81.8963s]
14/11/23 11:00:22| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.4119s]
14/11/23 11:00:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
14/11/23 11:01:29| INFO ref finished [took 52.4688s]
14/11/23 11:01:35| INFO atc_mc finished [took 54.5078s]
14/11/23 11:01:37| INFO mul3w_sld finished [took 67.0480s]
14/11/23 11:02:02| INFO mul_sld finished [took 96.9095s]
14/11/23 11:02:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 100.3294s]
----------------------------------------------------------------------------------------------------
14/11/23 11:13:59| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 11:14:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
14/11/23 11:15:53| INFO mul3w_sld finished [took 95.2635s]
14/11/23 11:16:00| INFO mul3wc_sld finished [took 77.4014s]
14/11/23 11:16:05| INFO mul_sld finished [took 112.5286s]
14/11/23 11:16:16| INFO mulc_sld finished [took 99.6355s]
14/11/23 11:17:21| INFO mul3wmc_sld finished [took 69.0500s]
14/11/23 11:17:38| INFO mulmc_sld finished [took 93.9158s]
14/11/23 11:18:49| INFO mul3wne_sld finished [took 65.1529s]
14/11/23 11:18:50| INFO mulne_sld finished [took 85.0707s]
----------------------------------------------------------------------------------------------------
14/11/23 13:24:17| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 13:24:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
14/11/23 13:24:56| INFO ref finished [took 29.2725s]
----------------------------------------------------------------------------------------------------
14/11/23 13:45:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 13:45:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
14/11/23 13:45:43| INFO ref finished [took 28.7856s]
----------------------------------------------------------------------------------------------------
14/11/23 14:34:19| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 14:34:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
----------------------------------------------------------------------------------------------------
14/11/23 14:35:02| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 14:35:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
14/11/23 14:35:43| INFO ref finished [took 32.5387s]
----------------------------------------------------------------------------------------------------
14/11/23 17:42:38| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 17:42:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
14/11/23 17:43:33| INFO ref finished [took 46.5477s]
14/11/23 17:44:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00842) [took 120.4016s]
14/11/23 17:45:15| INFO bin_sld_gs finished [took 151.0389s]
14/11/23 17:45:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 153.3402s]
----------------------------------------------------------------------------------------------------
14/11/23 17:47:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 17:47:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
14/11/23 17:48:36| INFO ref finished [took 80.9696s]
14/11/23 17:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 236.5057s]
14/11/23 17:51:59| INFO bin_sld_gs finished [took 287.2511s]
14/11/23 17:51:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 291.2278s]
----------------------------------------------------------------------------------------------------
14/11/23 17:55:25| INFO dataset rcv1_CCAT_1prevs [pool size: 6]
14/11/23 17:55:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
14/11/23 17:59:01| INFO ref finished [took 182.2461s]
14/11/23 17:59:14| INFO bin_sld finished [took 219.3815s]
14/11/23 17:59:45| INFO mul_sld finished [took 245.4107s]
14/11/23 18:04:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 545.1706s]
14/11/23 18:07:24| INFO bin_sld_gs finished [took 699.2500s]
14/11/23 18:10:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 888.9296s]
14/11/23 18:11:32| INFO mul_sld_gs finished [took 939.7703s]
14/11/23 18:11:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 961.2148s]
----------------------------------------------------------------------------------------------------
14/11/23 19:01:44| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
14/11/23 19:01:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
14/11/23 19:02:30| INFO ref finished [took 62.8948s]
14/11/23 19:02:39| WARNING Method bin_sld failed. Exception: [Errno 32] Broken pipe
14/11/23 19:02:39| WARNING Dataset sample 0.10 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe
14/11/23 19:03:04| INFO ref finished [took 61.0546s]
14/11/23 19:03:10| INFO mul_sld finished [took 106.9317s]
14/11/23 19:03:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 113.5282s]
14/11/23 19:03:10| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
14/11/23 19:03:21| INFO atc_mc finished [took 72.3755s]
14/11/23 19:03:26| INFO bin_sld finished [took 92.6645s]
14/11/23 19:03:56| INFO mul_sld finished [took 117.9720s]
14/11/23 19:03:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 126.7634s]
14/11/23 19:03:56| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
14/11/23 19:04:29| INFO ref finished [took 64.2118s]
14/11/23 19:04:41| INFO bin_sld finished [took 86.5721s]
14/11/23 19:04:47| INFO mul_sld finished [took 87.2893s]
14/11/23 19:04:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 97.5730s]
14/11/23 19:04:47| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
14/11/23 19:05:28| INFO ref finished [took 74.1881s]
14/11/23 19:05:38| INFO bin_sld finished [took 96.5640s]
14/11/23 19:05:45| INFO atc_mc finished [took 82.5089s]
14/11/23 19:05:50| INFO mul_sld finished [took 102.9937s]
14/11/23 19:05:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.4486s]
14/11/23 19:05:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
14/11/23 19:06:19| INFO ref finished [took 70.6959s]
14/11/23 19:06:35| INFO bin_sld finished [took 102.0154s]
14/11/23 19:06:35| INFO mul_sld finished [took 95.4393s]
14/11/23 19:06:35| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 107.5858s]
14/11/23 19:06:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
14/11/23 19:07:27| INFO ref finished [took 74.7147s]
14/11/23 19:07:31| INFO bin_sld finished [took 96.6637s]
14/11/23 19:07:36| INFO atc_mc finished [took 81.2520s]
14/11/23 19:07:41| INFO mul_sld finished [took 99.5891s]
14/11/23 19:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 111.1995s]
14/11/23 19:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
14/11/23 19:08:14| INFO mul_sld finished [took 91.6290s]
14/11/23 19:08:17| INFO ref finished [took 89.3877s]
14/11/23 19:08:21| INFO bin_sld finished [took 102.8055s]
14/11/23 19:08:21| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 106.3758s]
14/11/23 19:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
14/11/23 19:09:20| INFO ref finished [took 86.5643s]
14/11/23 19:09:21| INFO atc_mc finished [took 79.2297s]
14/11/23 19:09:25| INFO bin_sld finished [took 100.9769s]
14/11/23 19:09:26| INFO mul_sld finished [took 97.7833s]
14/11/23 19:09:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 104.6995s]
14/11/23 19:09:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
14/11/23 19:09:54| INFO ref finished [took 74.9119s]
14/11/23 19:10:09| INFO mul_sld finished [took 96.2572s]
14/11/23 19:10:20| INFO bin_sld finished [took 114.0767s]
14/11/23 19:10:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 118.7633s]
14/11/23 19:10:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
14/11/23 19:10:56| INFO ref finished [took 72.2158s]
14/11/23 19:11:01| INFO bin_sld finished [took 90.7485s]
14/11/23 19:11:05| INFO atc_mc finished [took 78.2709s]
14/11/23 19:11:16| INFO mul_sld finished [took 100.8873s]
14/11/23 19:11:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 110.8116s]
14/11/23 19:11:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
14/11/23 19:11:52| INFO ref finished [took 73.7993s]
14/11/23 19:12:01| INFO bin_sld finished [took 96.7293s]
14/11/23 19:12:09| INFO mul_sld finished [took 98.4542s]
14/11/23 19:12:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 108.9848s]
14/11/23 19:12:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
14/11/23 19:12:46| INFO ref finished [took 75.7971s]
14/11/23 19:12:53| INFO bin_sld finished [took 92.4683s]
14/11/23 19:13:00| INFO atc_mc finished [took 85.1024s]
14/11/23 19:13:12| INFO mul_sld finished [took 106.5708s]
14/11/23 19:13:12| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 115.9514s]
14/11/23 19:13:12| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
14/11/23 19:13:34| INFO ref finished [took 64.5123s]
14/11/23 19:13:51| INFO bin_sld finished [took 97.2111s]
14/11/23 19:13:58| INFO mul_sld finished [took 97.7685s]
14/11/23 19:13:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 108.9796s]
14/11/23 19:13:58| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
14/11/23 19:14:46| INFO ref finished [took 74.8559s]
14/11/23 19:14:55| INFO atc_mc finished [took 79.5400s]
14/11/23 19:15:04| INFO mul_sld finished [took 100.5167s]
14/11/23 19:15:05| INFO bin_sld finished [took 108.6239s]
14/11/23 19:15:05| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 112.7878s]
14/11/23 19:15:05| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
14/11/23 19:15:27| INFO ref finished [took 70.2807s]
14/11/23 19:15:50| INFO bin_sld finished [took 106.5730s]
14/11/23 19:15:57| INFO mul_sld finished [took 107.4386s]
14/11/23 19:15:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 118.9163s]
14/11/23 19:15:57| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
14/11/23 19:16:44| INFO atc_mc finished [took 75.2460s]
14/11/23 19:16:45| INFO ref finished [took 82.0378s]
14/11/23 19:16:53| INFO bin_sld finished [took 103.3235s]
14/11/23 19:16:55| INFO mul_sld finished [took 100.7315s]
14/11/23 19:16:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 109.9435s]
14/11/23 19:16:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
14/11/23 19:17:41| INFO ref finished [took 87.2553s]
14/11/23 19:17:49| INFO bin_sld finished [took 107.7924s]
14/11/23 19:17:55| INFO mul_sld finished [took 107.3243s]
14/11/23 19:17:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 118.3043s]
14/11/23 19:18:11| INFO ref finished [took 61.2118s]
14/11/23 19:18:19| INFO atc_mc finished [took 65.0574s]
14/11/23 19:18:43| INFO mul_sld finished [took 98.6543s]
14/11/23 19:18:44| INFO bin_sld finished [took 105.3526s]
14/11/23 19:18:44| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 109.2322s]
----------------------------------------------------------------------------------------------------
14/11/23 19:26:31| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
14/11/23 19:26:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
14/11/23 19:28:20| INFO mul3wc_sld finished [took 92.3747s]
14/11/23 19:28:24| INFO mulc_sld finished [took 100.4775s]
14/11/23 19:28:33| INFO mul3wmc_sld finished [took 85.8181s]
14/11/23 19:28:34| INFO binc_sld finished [took 114.7100s]
14/11/23 19:28:51| INFO mulmc_sld finished [took 108.7790s]
14/11/23 19:28:52| INFO binmc_sld finished [took 115.7372s]
14/11/23 19:33:06| INFO mulne_sld finished [took 276.9628s]
14/11/23 19:33:20| INFO mul3wne_sld finished [took 280.4380s]
14/11/23 19:33:56| INFO binne_sld finished [took 332.4569s]
14/11/23 19:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 573.3959s]
14/11/23 19:39:29| INFO ref finished [took 352.0854s]
14/11/23 19:39:39| INFO kfcv finished [took 382.1024s]
14/11/23 19:40:14| INFO atc_mc finished [took 365.5751s]
14/11/23 19:43:09| INFO bin_sld_gs finished [took 863.6472s]
14/11/23 19:43:51| INFO doc_feat finished [took 239.8335s]
14/11/23 19:44:27| INFO atc_ne finished [took 287.6745s]
14/11/23 19:47:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 1079.9167s]
14/11/23 19:48:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 1203.3697s]
14/11/23 19:49:12| INFO mul3w_sld_gs finished [took 1210.2260s]
14/11/23 19:49:47| INFO mul_sld_gs finished [took 1251.9477s]
14/11/23 19:49:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1390.9016s]
14/11/23 19:49:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
14/11/23 19:51:36| INFO mul3wc_sld finished [took 96.6506s]
14/11/23 19:51:39| INFO binc_sld finished [took 108.2730s]
14/11/23 19:51:43| INFO mulc_sld finished [took 108.4953s]
14/11/23 19:51:49| INFO mul3wmc_sld finished [took 87.7808s]
14/11/23 19:52:01| INFO binmc_sld finished [took 113.2679s]
14/11/23 19:52:06| INFO mulmc_sld finished [took 110.8055s]
14/11/23 19:57:09| INFO mul3wne_sld finished [took 317.6225s]
14/11/23 19:57:13| INFO binne_sld finished [took 333.0413s]
14/11/23 19:57:37| INFO mulne_sld finished [took 351.3497s]
14/11/23 20:03:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00777) [took 699.7427s]
14/11/23 20:03:47| INFO ref finished [took 370.6334s]
14/11/23 20:04:03| INFO kfcv finished [took 401.3191s]
14/11/23 20:04:32| INFO atc_mc finished [took 399.2837s]
14/11/23 20:08:02| INFO doc_feat finished [took 229.6663s]
14/11/23 20:08:45| INFO bin_sld_gs finished [took 1003.1597s]
14/11/23 20:08:51| INFO atc_ne finished [took 293.3607s]
14/11/23 20:10:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01783) [took 1120.0893s]
14/11/23 20:13:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 1258.1279s]
14/11/23 20:13:13| INFO mul3w_sld_gs finished [took 1259.6078s]
14/11/23 20:13:58| INFO mul_sld_gs finished [took 1309.2212s]
14/11/23 20:13:58| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1450.4510s]
14/11/23 20:13:58| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
14/11/23 20:15:51| INFO mul3wc_sld finished [took 99.3553s]
14/11/23 20:15:51| INFO binc_sld finished [took 109.2750s]
14/11/23 20:16:01| INFO mulc_sld finished [took 115.4819s]
14/11/23 20:16:01| INFO binmc_sld finished [took 101.2430s]
14/11/23 20:16:04| INFO mul3wmc_sld finished [took 89.6000s]
14/11/23 20:16:12| INFO mulmc_sld finished [took 103.8880s]
14/11/23 20:21:17| INFO mul3wne_sld finished [took 308.5733s]
14/11/23 20:21:19| INFO binne_sld finished [took 324.9019s]
14/11/23 20:21:22| INFO mulne_sld finished [took 321.5647s]
14/11/23 20:28:08| INFO ref finished [took 384.4074s]
14/11/23 20:28:45| INFO kfcv finished [took 436.1888s]
14/11/23 20:29:13| INFO atc_mc finished [took 432.8089s]
14/11/23 20:29:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00791) [took 798.4766s]
14/11/23 20:33:05| INFO doc_feat finished [took 244.0242s]
14/11/23 20:33:35| INFO atc_ne finished [took 310.7955s]
14/11/23 20:34:28| INFO bin_sld_gs finished [took 1091.2222s]
14/11/23 20:35:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00855) [took 1155.3395s]
14/11/23 20:37:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 1284.9302s]
14/11/23 20:37:59| INFO mul3w_sld_gs finished [took 1290.5377s]
14/11/23 20:38:39| INFO mul_sld_gs finished [took 1335.1778s]
14/11/23 20:38:39| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1480.9287s]
14/11/23 20:38:39| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
14/11/23 20:40:23| INFO mul3wc_sld finished [took 94.6599s]
14/11/23 20:40:23| INFO binc_sld finished [took 102.0587s]
14/11/23 20:40:33| INFO mul3wmc_sld finished [took 84.7201s]
14/11/23 20:40:33| INFO binmc_sld finished [took 96.8904s]
14/11/23 20:40:35| INFO mulc_sld finished [took 111.4472s]
14/11/23 20:40:53| INFO mulmc_sld finished [took 109.1562s]
14/11/23 20:45:51| INFO binne_sld finished [took 324.7005s]
14/11/23 20:45:52| INFO mul3wne_sld finished [took 313.2336s]
14/11/23 20:46:07| INFO mulne_sld finished [took 335.4135s]
14/11/23 20:52:52| INFO ref finished [took 398.1704s]
14/11/23 20:52:58| INFO kfcv finished [took 417.6761s]
14/11/23 20:53:36| INFO atc_mc finished [took 429.4704s]
14/11/23 20:54:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 837.6243s]
14/11/23 20:57:41| INFO doc_feat finished [took 269.3672s]
14/11/23 20:58:30| INFO atc_ne finished [took 327.9274s]
14/11/23 20:59:59| INFO bin_sld_gs finished [took 1152.3067s]
14/11/23 21:00:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 1142.9176s]
14/11/23 21:02:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 1281.2276s]
14/11/23 21:02:22| INFO mul3w_sld_gs finished [took 1284.0349s]
14/11/23 21:03:03| INFO mul_sld_gs finished [took 1328.9541s]
14/11/23 21:03:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1464.6965s]
14/11/23 21:03:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
14/11/23 21:04:55| INFO binc_sld finished [took 108.5734s]
14/11/23 21:04:55| INFO mul3wc_sld finished [took 99.6567s]
14/11/23 21:05:05| INFO mul3wmc_sld finished [took 86.0588s]
14/11/23 21:05:12| INFO binmc_sld finished [took 107.5432s]
14/11/23 21:05:26| INFO mulc_sld finished [took 135.5975s]
14/11/23 21:05:30| INFO mulmc_sld finished [took 116.7908s]
14/11/23 21:10:00| INFO mul3wne_sld finished [took 287.9286s]
14/11/23 21:10:32| INFO binne_sld finished [took 332.7960s]
14/11/23 21:11:23| INFO mulne_sld finished [took 378.2024s]
14/11/23 21:17:01| INFO kfcv finished [took 407.3015s]
14/11/23 21:17:06| INFO ref finished [took 382.4695s]
14/11/23 21:19:03| INFO atc_mc finished [took 446.8215s]
14/11/23 21:19:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00737) [took 858.8275s]
14/11/23 21:22:10| INFO doc_feat finished [took 280.6127s]
14/11/23 21:22:59| INFO atc_ne finished [took 343.6955s]
14/11/23 21:24:47| INFO bin_sld_gs finished [took 1163.7924s]
14/11/23 21:24:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 1161.4324s]
14/11/23 21:27:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 1297.9378s]
14/11/23 21:27:15| INFO mul3w_sld_gs finished [took 1299.2080s]
14/11/23 21:27:58| INFO mul_sld_gs finished [took 1348.5513s]
14/11/23 21:27:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1494.9074s]
14/11/23 21:27:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
14/11/23 21:29:43| INFO mul3wc_sld finished [took 93.8390s]
14/11/23 21:29:44| INFO binc_sld finished [took 102.2190s]
14/11/23 21:29:57| INFO mul3wmc_sld finished [took 86.4636s]
14/11/23 21:30:01| INFO binmc_sld finished [took 104.3854s]
14/11/23 21:30:18| INFO mulc_sld finished [took 133.5627s]
14/11/23 21:30:22| INFO mulmc_sld finished [took 116.7632s]
14/11/23 21:34:55| INFO binne_sld finished [took 308.7808s]
14/11/23 21:35:22| INFO mul3wne_sld finished [took 317.7170s]
14/11/23 21:35:50| INFO mulne_sld finished [took 357.6758s]
14/11/23 21:41:47| INFO kfcv finished [took 399.1353s]
14/11/23 21:42:06| INFO ref finished [took 390.7932s]
14/11/23 21:43:18| INFO atc_mc finished [took 434.1773s]
14/11/23 21:43:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00570) [took 821.2461s]
14/11/23 21:46:49| INFO doc_feat finished [took 270.4518s]
14/11/23 21:47:27| INFO atc_ne finished [took 328.7662s]
14/11/23 21:48:39| INFO bin_sld_gs finished [took 1109.0259s]
14/11/23 21:49:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 1135.9383s]
14/11/23 21:51:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 1277.5504s]
14/11/23 21:51:48| INFO mul3w_sld_gs finished [took 1280.0475s]
14/11/23 21:52:30| INFO mul_sld_gs finished [took 1327.6769s]
14/11/23 21:52:30| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1471.2217s]
14/11/23 21:52:30| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
14/11/23 21:54:20| INFO mul3wc_sld finished [took 98.2355s]
14/11/23 21:54:27| INFO binc_sld finished [took 114.3731s]
14/11/23 21:54:28| INFO mul3wmc_sld finished [took 83.7334s]
14/11/23 21:54:39| INFO binmc_sld finished [took 108.3863s]
14/11/23 21:54:42| INFO mulc_sld finished [took 125.8758s]
14/11/23 21:54:56| INFO mulmc_sld finished [took 117.2747s]
14/11/23 21:59:35| INFO mul3wne_sld finished [took 298.2106s]
14/11/23 21:59:58| INFO binne_sld finished [took 333.8597s]
14/11/23 22:00:56| INFO mulne_sld finished [took 384.0404s]
14/11/23 22:07:00| INFO kfcv finished [took 433.6072s]
14/11/23 22:07:22| INFO ref finished [took 426.3478s]
14/11/23 22:07:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 776.4638s]
14/11/23 22:08:26| INFO atc_mc finished [took 435.5272s]
14/11/23 22:11:43| INFO doc_feat finished [took 245.7887s]
14/11/23 22:12:26| INFO atc_ne finished [took 310.0193s]
14/11/23 22:13:00| INFO bin_sld_gs finished [took 1089.6057s]
14/11/23 22:13:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01112) [took 1131.5548s]
14/11/23 22:16:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 1264.6121s]
14/11/23 22:16:09| INFO mul3w_sld_gs finished [took 1268.0650s]
14/11/23 22:16:56| INFO mul_sld_gs finished [took 1320.9599s]
14/11/23 22:16:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1466.3731s]
14/11/23 22:16:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
14/11/23 22:18:46| INFO mul3wc_sld finished [took 97.6416s]
14/11/23 22:18:54| INFO mul3wmc_sld finished [took 82.3008s]
14/11/23 22:18:55| INFO mulc_sld finished [took 111.4751s]
14/11/23 22:19:04| INFO binc_sld finished [took 124.5108s]
14/11/23 22:19:19| INFO mulmc_sld finished [took 113.0243s]
14/11/23 22:19:28| INFO binmc_sld finished [took 130.6370s]
14/11/23 22:23:46| INFO mul3wne_sld finished [took 281.8430s]
14/11/23 22:24:41| INFO mulne_sld finished [took 342.5610s]
14/11/23 22:24:49| INFO binne_sld finished [took 358.8204s]
14/11/23 22:30:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00964) [took 684.7556s]
14/11/23 22:30:45| INFO kfcv finished [took 402.3518s]
14/11/23 22:31:05| INFO ref finished [took 369.5388s]
14/11/23 22:31:56| INFO atc_mc finished [took 406.8730s]
14/11/23 22:35:08| INFO doc_feat finished [took 233.2618s]
14/11/23 22:35:51| INFO atc_ne finished [took 295.6867s]
14/11/23 22:36:09| INFO bin_sld_gs finished [took 1014.4266s]
14/11/23 22:37:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01448) [took 1086.3038s]
14/11/23 22:39:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 1225.5406s]
14/11/23 22:39:58| INFO mul3w_sld_gs finished [took 1224.0842s]
14/11/23 22:40:39| INFO mul_sld_gs finished [took 1274.9578s]
14/11/23 22:40:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1422.8807s]
14/11/23 22:40:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
14/11/23 22:42:23| INFO mul3wc_sld finished [took 93.5814s]
14/11/23 22:42:27| INFO mulc_sld finished [took 102.4895s]
14/11/23 22:42:33| INFO mul3wmc_sld finished [took 82.3897s]
14/11/23 22:42:42| INFO mulmc_sld finished [took 96.0158s]
14/11/23 22:43:02| INFO binc_sld finished [took 139.9529s]
14/11/23 22:43:17| INFO binmc_sld finished [took 139.9538s]
14/11/23 22:46:47| INFO mul3wne_sld finished [took 248.1434s]
14/11/23 22:47:19| INFO mulne_sld finished [took 285.8942s]
14/11/23 22:48:38| INFO binne_sld finished [took 370.3696s]
14/11/23 22:52:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 609.1783s]
14/11/23 22:53:28| INFO ref finished [took 358.0507s]
14/11/23 22:53:34| INFO kfcv finished [took 393.6008s]
14/11/23 22:55:07| INFO atc_mc finished [took 375.6329s]
14/11/23 22:57:43| INFO bin_sld_gs finished [took 893.1808s]
14/11/23 22:57:52| INFO doc_feat finished [took 243.9139s]
14/11/23 22:58:32| INFO atc_ne finished [took 293.7785s]
14/11/23 23:01:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00971) [took 1061.6503s]
14/11/23 23:02:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 1186.1492s]
14/11/23 23:03:12| INFO mul3w_sld_gs finished [took 1186.4216s]
14/11/23 23:03:42| INFO mul_sld_gs finished [took 1234.0582s]
14/11/23 23:03:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1382.7812s]
----------------------------------------------------------------------------------------------------
15/11/23 04:09:36| INFO dataset rcv1_CCAT_9prevs [pool size: 6]
15/11/23 04:09:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
15/11/23 04:11:22| INFO mul3w_sld finished [took 88.7088s]
15/11/23 04:11:32| INFO mulc_sld finished [took 85.9098s]
15/11/23 04:11:33| INFO mul3wc_sld finished [took 82.6034s]
15/11/23 04:11:43| INFO bin_sld finished [took 117.9042s]
15/11/23 04:11:51| INFO binc_sld finished [took 111.6971s]
15/11/23 04:12:25| INFO mul_sld finished [took 157.1144s]
15/11/23 04:13:17| INFO mul3wmc_sld finished [took 95.0918s]
15/11/23 04:13:20| INFO binmc_sld finished [took 114.8857s]
15/11/23 04:13:25| INFO mulmc_sld finished [took 109.3353s]
15/11/23 04:13:27| INFO mulne_sld finished [took 88.7479s]
15/11/23 04:13:50| INFO binne_sld finished [took 117.2911s]
15/11/23 04:14:08| INFO mul3wne_sld finished [took 99.1483s]
15/11/23 04:16:42| INFO kfcv finished [took 188.9529s]
15/11/23 04:17:01| INFO ref finished [took 186.6000s]
15/11/23 04:17:51| INFO atc_mc finished [took 217.5788s]
15/11/23 04:20:59| INFO doc_feat finished [took 233.7094s]
15/11/23 04:21:28| INFO atc_ne finished [took 278.6711s]
15/11/23 04:37:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 1468.5171s]
15/11/23 04:42:14| INFO bin_sld_gs finished [took 1733.6356s]
15/11/23 05:01:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00646) [took 2860.2896s]
15/11/23 05:03:36| INFO mul3w_sld_gs finished [took 3006.3117s]
15/11/23 05:06:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00644) [took 3210.7878s]
15/11/23 05:07:44| INFO mul_sld_gs finished [took 3259.2936s]
15/11/23 05:07:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 3482.4827s]
15/11/23 05:07:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
15/11/23 05:09:32| INFO mul3w_sld finished [took 95.2699s]
15/11/23 05:09:40| INFO bin_sld finished [took 112.0420s]
15/11/23 05:09:43| INFO mul3wc_sld finished [took 86.1229s]
15/11/23 05:09:51| INFO mulc_sld finished [took 99.5516s]
15/11/23 05:09:53| INFO binc_sld finished [took 108.5802s]
15/11/23 05:10:07| INFO mul_sld finished [took 135.6335s]
15/11/23 05:11:29| INFO mul3wmc_sld finished [took 99.5333s]
15/11/23 05:11:29| INFO binmc_sld finished [took 113.4717s]
15/11/23 05:11:32| INFO mulmc_sld finished [took 108.1948s]
15/11/23 05:11:38| INFO mul3wne_sld finished [took 84.2389s]
15/11/23 05:11:49| INFO binne_sld finished [took 106.8129s]
15/11/23 05:11:53| INFO mulne_sld finished [took 105.1547s]
15/11/23 05:15:20| INFO kfcv finished [took 215.0308s]
15/11/23 05:15:31| INFO ref finished [took 214.0900s]
15/11/23 05:15:54| INFO atc_mc finished [took 231.2363s]
15/11/23 05:19:40| INFO doc_feat finished [took 239.3871s]
15/11/23 05:20:33| INFO atc_ne finished [took 302.1281s]
15/11/23 05:40:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00768) [took 1745.7769s]
15/11/23 05:45:27| INFO bin_sld_gs finished [took 2033.7795s]
15/11/23 06:00:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01546) [took 2947.0565s]
15/11/23 06:03:19| INFO mul3w_sld_gs finished [took 3098.2737s]
15/11/23 06:07:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01392) [took 3328.3200s]
15/11/23 06:07:55| INFO mul_sld_gs finished [took 3377.9962s]
15/11/23 06:07:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 3611.1710s]
15/11/23 06:07:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
15/11/23 06:09:47| INFO bin_sld finished [took 108.5232s]
15/11/23 06:09:47| INFO mul3w_sld finished [took 98.3871s]
15/11/23 06:09:57| INFO mul_sld finished [took 114.3858s]
15/11/23 06:10:01| INFO binc_sld finished [took 103.0382s]
15/11/23 06:10:02| INFO mul3wc_sld finished [took 92.2713s]
15/11/23 06:10:18| INFO mulc_sld finished [took 114.9183s]
15/11/23 06:11:45| INFO mul3wmc_sld finished [took 100.2997s]
15/11/23 06:11:45| INFO binmc_sld finished [took 113.0942s]
15/11/23 06:11:49| INFO mulmc_sld finished [took 111.7305s]
15/11/23 06:11:52| INFO mul3wne_sld finished [took 85.1683s]
15/11/23 06:11:56| INFO binne_sld finished [took 101.2432s]
15/11/23 06:12:06| INFO mulne_sld finished [took 103.3024s]
15/11/23 06:15:34| INFO ref finished [took 204.4876s]
15/11/23 06:15:36| INFO kfcv finished [took 214.3952s]
15/11/23 06:16:07| INFO atc_mc finished [took 229.1752s]
15/11/23 06:19:49| INFO doc_feat finished [took 234.5028s]
15/11/23 06:20:36| INFO atc_ne finished [took 292.6994s]
15/11/23 06:45:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00782) [took 2004.9336s]
15/11/23 06:49:09| INFO bin_sld_gs finished [took 2240.1254s]
15/11/23 06:58:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00842) [took 2821.0408s]
15/11/23 07:01:12| INFO mul3w_sld_gs finished [took 2954.0182s]
15/11/23 07:04:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00913) [took 3140.5123s]
15/11/23 07:05:03| INFO mul_sld_gs finished [took 3190.0225s]
15/11/23 07:05:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 3428.1935s]
15/11/23 07:05:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
15/11/23 07:06:51| INFO mul3w_sld finished [took 97.2198s]
15/11/23 07:06:51| INFO bin_sld finished [took 105.0070s]
15/11/23 07:07:00| INFO mul3wc_sld finished [took 87.5219s]
15/11/23 07:07:02| INFO binc_sld finished [took 99.6789s]
15/11/23 07:07:03| INFO mul_sld finished [took 114.4032s]
15/11/23 07:07:21| INFO mulc_sld finished [took 112.9915s]
15/11/23 07:08:43| INFO mul3wmc_sld finished [took 96.6306s]
15/11/23 07:08:43| INFO binmc_sld finished [took 109.2675s]
15/11/23 07:08:49| INFO mulmc_sld finished [took 110.4332s]
15/11/23 07:08:53| INFO mul3wne_sld finished [took 86.4177s]
15/11/23 07:08:55| INFO binne_sld finished [took 102.8294s]
15/11/23 07:09:08| INFO mulne_sld finished [took 108.4970s]
15/11/23 07:12:07| INFO ref finished [took 183.8496s]
15/11/23 07:12:10| INFO kfcv finished [took 193.2444s]
15/11/23 07:12:44| INFO atc_mc finished [took 212.0704s]
15/11/23 07:16:05| INFO doc_feat finished [took 224.3999s]
15/11/23 07:16:57| INFO atc_ne finished [took 284.3214s]
15/11/23 07:43:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 2093.3644s]
15/11/23 07:48:41| INFO bin_sld_gs finished [took 2395.2270s]
15/11/23 07:59:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 3032.5675s]
15/11/23 08:01:49| INFO mul3w_sld_gs finished [took 3175.9059s]
15/11/23 08:05:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 3427.9091s]
15/11/23 08:06:45| INFO mul_sld_gs finished [took 3476.0947s]
15/11/23 08:06:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 3701.6275s]
15/11/23 08:06:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
15/11/23 08:08:35| INFO mul3w_sld finished [took 97.5756s]
15/11/23 08:08:40| INFO bin_sld finished [took 112.1406s]
15/11/23 08:08:46| INFO mul_sld finished [took 112.9392s]
15/11/23 08:08:48| INFO mul3wc_sld finished [took 90.8200s]
15/11/23 08:08:49| INFO binc_sld finished [took 103.4855s]
15/11/23 08:09:13| INFO mulc_sld finished [took 120.6758s]
15/11/23 08:10:30| INFO mul3wmc_sld finished [took 97.3327s]
15/11/23 08:10:30| INFO binmc_sld finished [took 110.6134s]
15/11/23 08:10:40| INFO binne_sld finished [took 100.3092s]
15/11/23 08:10:42| INFO mulmc_sld finished [took 115.8021s]
15/11/23 08:10:42| INFO mul3wne_sld finished [took 81.8762s]
15/11/23 08:11:02| INFO mulne_sld finished [took 115.2696s]
15/11/23 08:14:16| INFO ref finished [took 198.5631s]
15/11/23 08:14:19| INFO kfcv finished [took 208.6101s]
15/11/23 08:14:51| INFO atc_mc finished [took 221.8101s]
15/11/23 08:18:33| INFO doc_feat finished [took 239.9441s]
15/11/23 08:19:29| INFO atc_ne finished [took 304.1815s]
15/11/23 08:45:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00653) [took 2100.3676s]
15/11/23 08:50:08| INFO bin_sld_gs finished [took 2374.1135s]
15/11/23 09:01:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 3031.7283s]
15/11/23 09:03:48| INFO mul3w_sld_gs finished [took 3182.7798s]
15/11/23 09:07:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00572) [took 3412.7180s]
15/11/23 09:08:21| INFO mul_sld_gs finished [took 3463.0379s]
15/11/23 09:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 3696.0639s]
15/11/23 09:08:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
15/11/23 09:10:07| INFO mul3w_sld finished [took 94.7023s]
15/11/23 09:10:13| INFO bin_sld finished [took 108.8303s]
15/11/23 09:10:15| INFO mul3wc_sld finished [took 83.2103s]
15/11/23 09:10:25| INFO binc_sld finished [took 104.6440s]
15/11/23 09:10:39| INFO mul_sld finished [took 130.7224s]
15/11/23 09:10:45| INFO mulc_sld finished [took 118.3404s]
15/11/23 09:12:02| INFO binmc_sld finished [took 111.0720s]
15/11/23 09:12:02| INFO mul3wmc_sld finished [took 99.4223s]
15/11/23 09:12:16| INFO binne_sld finished [took 103.0191s]
15/11/23 09:12:18| INFO mulmc_sld finished [took 121.1474s]
15/11/23 09:12:19| INFO mul3wne_sld finished [took 87.9220s]
15/11/23 09:12:47| INFO mulne_sld finished [took 124.4554s]
15/11/23 09:15:56| INFO ref finished [took 201.4576s]
15/11/23 09:16:00| INFO kfcv finished [took 214.6799s]
15/11/23 09:16:51| INFO atc_mc finished [took 234.5041s]
15/11/23 09:20:24| INFO doc_feat finished [took 251.4989s]
15/11/23 09:21:32| INFO atc_ne finished [took 330.0316s]
15/11/23 09:46:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00545) [took 2071.0225s]
15/11/23 09:51:05| INFO bin_sld_gs finished [took 2340.1339s]
15/11/23 10:02:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 2990.3765s]
15/11/23 10:04:44| INFO mul3w_sld_gs finished [took 3143.3587s]
15/11/23 10:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00632) [took 3383.0715s]
15/11/23 10:09:22| INFO mul_sld_gs finished [took 3433.3077s]
15/11/23 10:09:22| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 3660.8700s]
15/11/23 10:09:22| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
15/11/23 10:11:13| INFO mul3w_sld finished [took 97.8066s]
15/11/23 10:11:22| INFO mul3wc_sld finished [took 85.1817s]
15/11/23 10:11:23| INFO bin_sld finished [took 117.3856s]
15/11/23 10:11:36| INFO mul_sld finished [took 126.6567s]
15/11/23 10:11:37| INFO binc_sld finished [took 114.3416s]
15/11/23 10:11:50| INFO mulc_sld finished [took 120.0792s]
15/11/23 10:13:11| INFO mul3wmc_sld finished [took 99.5610s]
15/11/23 10:13:15| INFO binmc_sld finished [took 117.2023s]
15/11/23 10:13:24| INFO mul3wne_sld finished [took 86.9684s]
15/11/23 10:13:27| INFO mulmc_sld finished [took 121.0056s]
15/11/23 10:13:47| INFO binne_sld finished [took 121.4703s]
15/11/23 10:13:50| INFO mulne_sld finished [took 120.2871s]
15/11/23 10:17:18| INFO kfcv finished [took 223.9378s]
15/11/23 10:17:25| INFO ref finished [took 211.1518s]
15/11/23 10:18:01| INFO atc_mc finished [took 239.7622s]
15/11/23 10:21:37| INFO doc_feat finished [took 241.2226s]
15/11/23 10:22:45| INFO atc_ne finished [took 315.9710s]
15/11/23 10:46:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 1984.0491s]
15/11/23 10:51:04| INFO bin_sld_gs finished [took 2269.6145s]
15/11/23 11:03:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.01075) [took 2991.1006s]
15/11/23 11:05:50| INFO mul3w_sld_gs finished [took 3141.4667s]
15/11/23 11:09:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00765) [took 3353.9196s]
15/11/23 11:10:06| INFO mul_sld_gs finished [took 3406.0194s]
15/11/23 11:10:06| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 3643.7925s]
15/11/23 11:10:06| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
15/11/23 11:11:55| INFO mul3w_sld finished [took 97.3529s]
15/11/23 11:12:04| INFO mul3wc_sld finished [took 83.6839s]
15/11/23 11:12:09| INFO mul_sld finished [took 116.4522s]
15/11/23 11:12:27| INFO mulc_sld finished [took 112.8964s]
15/11/23 11:12:27| INFO bin_sld finished [took 138.0403s]
15/11/23 11:12:36| INFO binc_sld finished [took 128.2516s]
15/11/23 11:13:52| INFO mul3wmc_sld finished [took 95.1805s]
15/11/23 11:14:04| INFO binmc_sld finished [took 123.8704s]
15/11/23 11:14:05| INFO mulmc_sld finished [took 116.3404s]
15/11/23 11:14:05| INFO mul3wne_sld finished [took 82.2907s]
15/11/23 11:14:25| INFO mulne_sld finished [took 108.4966s]
15/11/23 11:14:43| INFO binne_sld finished [took 132.0226s]
15/11/23 11:17:39| INFO kfcv finished [took 202.2084s]
15/11/23 11:17:49| INFO ref finished [took 195.5469s]
15/11/23 11:18:43| INFO atc_mc finished [took 228.9629s]
15/11/23 11:21:52| INFO doc_feat finished [took 233.8964s]
15/11/23 11:22:53| INFO atc_ne finished [took 304.7668s]
15/11/23 11:43:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00894) [took 1774.3149s]
15/11/23 11:49:44| INFO bin_sld_gs finished [took 2147.2786s]
15/11/23 12:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01116) [took 2900.2367s]
15/11/23 12:05:13| INFO mul3w_sld_gs finished [took 3061.0453s]
15/11/23 12:08:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01595) [took 3271.9846s]
15/11/23 12:09:30| INFO mul_sld_gs finished [took 3322.2576s]
15/11/23 12:09:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 3563.8652s]
15/11/23 12:09:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
15/11/23 12:11:15| INFO mul3w_sld finished [took 93.4086s]
15/11/23 12:11:22| INFO mul3wc_sld finished [took 82.2547s]
15/11/23 12:11:26| INFO mulc_sld finished [took 91.6249s]
15/11/23 12:11:49| INFO bin_sld finished [took 136.0271s]
15/11/23 12:11:59| INFO binc_sld finished [took 130.9645s]
15/11/23 12:12:00| INFO mul_sld finished [took 143.5693s]
15/11/23 12:13:05| INFO mul3wmc_sld finished [took 92.8853s]
15/11/23 12:13:07| INFO mulmc_sld finished [took 101.3403s]
15/11/23 12:13:30| INFO binmc_sld finished [took 130.9471s]
15/11/23 12:13:40| INFO mul3wne_sld finished [took 92.3468s]
15/11/23 12:14:02| INFO mulne_sld finished [took 119.4438s]
15/11/23 12:14:39| INFO binne_sld finished [took 166.4648s]
15/11/23 12:17:32| INFO kfcv finished [took 222.7909s]
15/11/23 12:17:32| INFO ref finished [took 202.4387s]
15/11/23 12:18:45| INFO atc_mc finished [took 237.6597s]
15/11/23 12:21:43| INFO doc_feat finished [took 233.6943s]
15/11/23 12:22:38| INFO atc_ne finished [took 295.3503s]
15/11/23 12:40:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00604) [took 1611.8802s]
15/11/23 12:44:27| INFO bin_sld_gs finished [took 1877.6335s]
15/11/23 13:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00830) [took 2816.9939s]
15/11/23 13:03:06| INFO mul3w_sld_gs finished [took 2970.1184s]
15/11/23 13:05:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00808) [took 3160.5303s]
15/11/23 13:06:41| INFO mul_sld_gs finished [took 3207.3902s]
15/11/23 13:06:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 3431.3826s]
----------------------------------------------------------------------------------------------------
16/11/23 01:41:52| INFO dataset imdb_9prevs [pool size: 6]
16/11/23 01:42:02| INFO Dataset sample 0.10 of dataset imdb_9prevs started
16/11/23 01:43:05| INFO mul3wc_sld finished [took 52.0536s]
16/11/23 01:43:09| INFO mul3w_sld finished [took 60.9362s]
16/11/23 01:43:10| INFO mulc_sld finished [took 59.0440s]
16/11/23 01:43:43| INFO bin_sld finished [took 98.1298s]
16/11/23 01:43:46| INFO binc_sld finished [took 96.5629s]
16/11/23 01:44:03| INFO mul3wmc_sld finished [took 50.6276s]
16/11/23 01:44:16| INFO mulmc_sld finished [took 63.4763s]
16/11/23 01:44:21| INFO mul_sld finished [took 134.7989s]
16/11/23 01:44:41| INFO mulne_sld finished [took 52.4496s]
16/11/23 01:44:44| INFO binmc_sld finished [took 97.5368s]
16/11/23 01:44:49| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
16/11/23 01:44:59| INFO mul3wne_sld finished [took 54.6499s]
16/11/23 01:45:35| INFO ref finished [took 42.5397s]
16/11/23 01:45:38| INFO binne_sld finished [took 112.7650s]
16/11/23 01:45:45| INFO kfcv finished [took 56.9711s]
16/11/23 01:46:14| INFO atc_mc finished [took 72.1811s]
16/11/23 01:46:19| INFO doc_feat finished [took 36.3270s]
16/11/23 01:46:48| INFO atc_ne finished [took 69.8183s]
16/11/23 02:24:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00903) [took 2395.9946s]
16/11/23 02:25:41| INFO mul3w_sld_gs finished [took 2456.7601s]
16/11/23 02:28:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02849) [took 2621.9346s]
16/11/23 02:28:29| INFO mul_sld_gs finished [took 2645.3250s]
16/11/23 02:28:29| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 2786.5917s]
16/11/23 02:28:29| INFO Dataset sample 0.20 of dataset imdb_9prevs started
16/11/23 02:29:35| INFO mul3w_sld finished [took 59.4041s]
16/11/23 02:29:37| INFO mul3wc_sld finished [took 55.5888s]
16/11/23 02:30:08| INFO mulc_sld finished [took 88.5847s]
16/11/23 02:30:14| INFO binc_sld finished [took 95.6538s]
16/11/23 02:30:19| INFO bin_sld finished [took 108.7983s]
16/11/23 02:30:33| INFO mul_sld finished [took 117.5645s]
16/11/23 02:31:05| INFO mulmc_sld finished [took 85.6571s]
16/11/23 02:31:08| INFO mul3wmc_sld finished [took 57.8278s]
16/11/23 02:31:13| INFO binmc_sld finished [took 96.4955s]
16/11/23 02:31:22| INFO mul3wne_sld finished [took 45.4811s]
16/11/23 02:32:05| INFO binne_sld finished [took 107.5387s]
16/11/23 02:32:13| INFO kfcv finished [took 49.2775s]
16/11/23 02:32:17| INFO mulne_sld finished [took 113.6025s]
16/11/23 02:33:08| INFO ref finished [took 58.9272s]
16/11/23 02:33:32| INFO atc_mc finished [took 75.4368s]
16/11/23 02:33:43| INFO atc_ne finished [took 82.9640s]
16/11/23 02:33:49| INFO doc_feat finished [took 36.9348s]
16/11/23 02:57:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00923) [took 1584.0632s]
16/11/23 03:00:00| INFO bin_sld_gs finished [took 1732.0792s]
16/11/23 03:20:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01100) [took 2928.3099s]
16/11/23 03:20:57| INFO mul3w_sld_gs finished [took 2981.6413s]
16/11/23 03:25:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01306) [took 3259.2528s]
16/11/23 03:26:15| INFO mul_sld_gs finished [took 3304.6561s]
16/11/23 03:26:15| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 3465.8522s]
16/11/23 03:26:15| INFO Dataset sample 0.30 of dataset imdb_9prevs started
16/11/23 03:27:31| INFO mul3w_sld finished [took 61.9412s]
16/11/23 03:27:31| INFO mul3wc_sld finished [took 58.6905s]
16/11/23 03:27:52| INFO binc_sld finished [took 82.0447s]
16/11/23 03:27:58| INFO bin_sld finished [took 94.1580s]
16/11/23 03:28:04| INFO mulc_sld finished [took 90.5984s]
16/11/23 03:28:09| INFO mul_sld finished [took 101.8637s]
16/11/23 03:28:53| INFO mul3wmc_sld finished [took 57.4945s]
16/11/23 03:28:53| INFO binmc_sld finished [took 77.5877s]
16/11/23 03:29:00| INFO mulmc_sld finished [took 84.3274s]
16/11/23 03:29:09| INFO mul3wne_sld finished [took 54.8730s]
16/11/23 03:29:32| INFO binne_sld finished [took 87.5643s]
16/11/23 03:29:41| INFO mulne_sld finished [took 91.4135s]
16/11/23 03:30:27| INFO kfcv finished [took 73.3328s]
16/11/23 03:30:40| INFO ref finished [took 62.1756s]
16/11/23 03:31:11| INFO atc_mc finished [took 84.1784s]
16/11/23 03:31:17| INFO doc_feat finished [took 30.8553s]
16/11/23 03:31:44| INFO atc_ne finished [took 70.9733s]
16/11/23 03:58:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01043) [took 1796.0637s]
16/11/23 04:00:51| INFO bin_sld_gs finished [took 1913.9550s]
16/11/23 04:17:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00927) [took 2911.5422s]
16/11/23 04:18:31| INFO mul3w_sld_gs finished [took 2967.7992s]
16/11/23 04:24:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00960) [took 3306.6687s]
16/11/23 04:24:28| INFO mul_sld_gs finished [took 3330.5210s]
16/11/23 04:24:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 3493.3809s]
16/11/23 04:24:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
16/11/23 04:25:38| INFO mul3w_sld finished [took 60.6976s]
16/11/23 04:25:45| INFO mul3wc_sld finished [took 63.2605s]
16/11/23 04:25:54| INFO binc_sld finished [took 76.0740s]
16/11/23 04:25:57| INFO bin_sld finished [took 85.3429s]
16/11/23 04:26:15| INFO mulc_sld finished [took 94.3880s]
16/11/23 04:26:18| INFO mul_sld finished [took 103.0893s]
16/11/23 04:26:58| INFO binmc_sld finished [took 77.3293s]
16/11/23 04:27:00| INFO mul3wmc_sld finished [took 62.1844s]
16/11/23 04:27:13| INFO mulmc_sld finished [took 86.0097s]
16/11/23 04:27:13| INFO mul3wne_sld finished [took 51.9375s]
16/11/23 04:27:17| INFO binne_sld finished [took 74.9333s]
16/11/23 04:27:48| INFO mulne_sld finished [took 90.7497s]
16/11/23 04:28:12| INFO ref finished [took 50.5309s]
16/11/23 04:28:23| INFO kfcv finished [took 66.5648s]
16/11/23 04:29:07| INFO doc_feat finished [took 40.7631s]
16/11/23 04:29:12| INFO atc_mc finished [took 80.9626s]
16/11/23 04:29:26| INFO atc_ne finished [took 69.3417s]
16/11/23 04:59:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01178) [took 1978.0762s]
16/11/23 05:02:04| INFO bin_sld_gs finished [took 2102.6212s]
16/11/23 05:16:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01298) [took 2973.2311s]
16/11/23 05:17:46| INFO mul3w_sld_gs finished [took 3030.1211s]
16/11/23 05:22:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01027) [took 3333.3306s]
16/11/23 05:22:59| INFO mul_sld_gs finished [took 3356.7777s]
16/11/23 05:22:59| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 3511.1629s]
16/11/23 05:23:00| INFO Dataset sample 0.50 of dataset imdb_9prevs started
16/11/23 05:24:12| INFO mul3w_sld finished [took 64.1661s]
16/11/23 05:24:13| INFO mul3wc_sld finished [took 60.3990s]
16/11/23 05:24:26| INFO binc_sld finished [took 77.9600s]
16/11/23 05:24:31| INFO bin_sld finished [took 86.7545s]
16/11/23 05:24:48| INFO mulc_sld finished [took 96.2658s]
16/11/23 05:24:48| INFO mul_sld finished [took 102.0261s]
16/11/23 05:25:28| INFO mul3wmc_sld finished [took 59.0775s]
16/11/23 05:25:32| INFO binmc_sld finished [took 76.8692s]
16/11/23 05:25:42| INFO mulmc_sld finished [took 85.7625s]
16/11/23 05:25:43| INFO binne_sld finished [took 66.8000s]
16/11/23 05:25:43| INFO mul3wne_sld finished [took 51.4845s]
16/11/23 05:26:24| INFO mulne_sld finished [took 92.5383s]
16/11/23 05:26:40| INFO ref finished [took 52.7780s]
16/11/23 05:26:51| INFO kfcv finished [took 64.2859s]
16/11/23 05:27:29| INFO doc_feat finished [took 36.1107s]
16/11/23 05:27:39| INFO atc_mc finished [took 70.3112s]
16/11/23 05:27:48| INFO atc_ne finished [took 64.8853s]
16/11/23 05:58:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00940) [took 1983.2246s]
16/11/23 06:00:33| INFO bin_sld_gs finished [took 2102.9532s]
16/11/23 06:14:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 2946.7034s]
16/11/23 06:15:47| INFO mul3w_sld_gs finished [took 3001.8138s]
16/11/23 06:21:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00875) [took 3347.5309s]
16/11/23 06:21:48| INFO mul_sld_gs finished [took 3374.2944s]
16/11/23 06:21:48| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 3528.9544s]
16/11/23 06:21:48| INFO Dataset sample 0.60 of dataset imdb_9prevs started
16/11/23 06:22:59| INFO mul3w_sld finished [took 63.3509s]
16/11/23 06:23:02| INFO mul3wc_sld finished [took 61.8792s]
16/11/23 06:23:12| INFO binc_sld finished [took 76.5227s]
16/11/23 06:23:15| INFO bin_sld finished [took 83.6122s]
16/11/23 06:23:33| INFO mulc_sld finished [took 94.9601s]
16/11/23 06:23:34| INFO mul_sld finished [took 101.2373s]
16/11/23 06:24:17| INFO mul3wmc_sld finished [took 62.1078s]
16/11/23 06:24:22| INFO binmc_sld finished [took 81.2689s]
16/11/23 06:24:28| INFO mulmc_sld finished [took 83.1038s]
16/11/23 06:24:34| INFO mul3wne_sld finished [took 56.7140s]
16/11/23 06:24:42| INFO binne_sld finished [took 82.0239s]
16/11/23 06:24:52| INFO mulne_sld finished [took 76.4741s]
16/11/23 06:25:36| INFO ref finished [took 52.2184s]
16/11/23 06:25:45| INFO kfcv finished [took 69.5024s]
16/11/23 06:26:14| INFO atc_mc finished [took 80.1897s]
16/11/23 06:26:20| INFO doc_feat finished [took 32.5290s]
16/11/23 06:26:46| INFO atc_ne finished [took 65.7763s]
16/11/23 06:57:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01142) [took 1971.9770s]
16/11/23 06:59:23| INFO bin_sld_gs finished [took 2103.8434s]
16/11/23 07:14:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01222) [took 2983.1039s]
16/11/23 07:15:09| INFO mul3w_sld_gs finished [took 3038.7610s]
16/11/23 07:20:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00979) [took 3352.7055s]
16/11/23 07:20:41| INFO mul_sld_gs finished [took 3377.4928s]
16/11/23 07:20:41| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 3532.7431s]
16/11/23 07:20:41| INFO Dataset sample 0.70 of dataset imdb_9prevs started
16/11/23 07:21:56| INFO mul3w_sld finished [took 63.2958s]
16/11/23 07:21:58| INFO mul3wc_sld finished [took 63.2953s]
16/11/23 07:22:13| INFO bin_sld finished [took 88.6044s]
16/11/23 07:22:13| INFO binc_sld finished [took 80.0413s]
16/11/23 07:22:24| INFO mulc_sld finished [took 91.1407s]
16/11/23 07:22:29| INFO mul_sld finished [took 98.7974s]
16/11/23 07:23:15| INFO binmc_sld finished [took 76.3360s]
16/11/23 07:23:15| INFO mul3wmc_sld finished [took 56.3690s]
16/11/23 07:23:23| INFO mulmc_sld finished [took 81.9523s]
16/11/23 07:23:24| INFO mul3wne_sld finished [took 50.4491s]
16/11/23 07:23:37| INFO binne_sld finished [took 78.7797s]
16/11/23 07:23:48| INFO mulne_sld finished [took 79.7318s]
16/11/23 07:24:35| INFO ref finished [took 53.0934s]
16/11/23 07:24:41| INFO kfcv finished [took 71.1928s]
16/11/23 07:25:11| INFO atc_mc finished [took 78.8140s]
16/11/23 07:25:15| INFO doc_feat finished [took 30.5960s]
16/11/23 07:25:42| INFO atc_ne finished [took 62.0156s]
16/11/23 07:55:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.02194) [took 1907.4165s]
16/11/23 07:56:40| INFO bin_sld_gs finished [took 2002.4114s]
16/11/23 08:12:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01262) [took 2948.5332s]
16/11/23 08:13:35| INFO mul3w_sld_gs finished [took 3007.2804s]
16/11/23 08:18:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00906) [took 3318.4935s]
16/11/23 08:19:01| INFO mul_sld_gs finished [took 3341.9666s]
16/11/23 08:19:01| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 3499.3833s]
16/11/23 08:19:01| INFO Dataset sample 0.80 of dataset imdb_9prevs started
16/11/23 08:20:11| INFO mul3w_sld finished [took 62.2055s]
16/11/23 08:20:16| INFO mul3wc_sld finished [took 59.0412s]
16/11/23 08:20:35| INFO mulc_sld finished [took 80.2908s]
16/11/23 08:20:37| INFO mul_sld finished [took 87.6275s]
16/11/23 08:20:55| INFO binc_sld finished [took 104.4525s]
16/11/23 08:20:57| INFO bin_sld finished [took 112.2536s]
16/11/23 08:21:36| INFO mul3wmc_sld finished [took 57.9849s]
16/11/23 08:21:36| INFO mulmc_sld finished [took 77.0009s]
16/11/23 08:21:49| INFO mul3wne_sld finished [took 48.3533s]
16/11/23 08:21:50| INFO binmc_sld finished [took 95.9056s]
16/11/23 08:22:09| INFO mulne_sld finished [took 71.4848s]
16/11/23 08:22:18| INFO binne_sld finished [took 97.3612s]
16/11/23 08:22:42| INFO kfcv finished [took 48.8032s]
16/11/23 08:22:51| INFO ref finished [took 38.1551s]
16/11/23 08:23:17| INFO atc_mc finished [took 56.6460s]
16/11/23 08:23:31| INFO doc_feat finished [took 36.4927s]
16/11/23 08:24:00| INFO atc_ne finished [took 73.9113s]
16/11/23 08:49:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01472) [took 1698.7367s]
16/11/23 08:53:06| INFO bin_sld_gs finished [took 1886.8326s]
16/11/23 09:10:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00855) [took 2896.0308s]
16/11/23 09:11:01| INFO mul3w_sld_gs finished [took 2949.8681s]
16/11/23 09:15:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00808) [took 3242.1207s]
16/11/23 09:16:06| INFO mul_sld_gs finished [took 3265.5376s]
16/11/23 09:16:06| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 3424.9338s]
16/11/23 09:16:06| INFO Dataset sample 0.90 of dataset imdb_9prevs started
16/11/23 09:17:13| INFO mulc_sld finished [took 57.9910s]
16/11/23 09:17:13| INFO mul3wc_sld finished [took 57.4116s]
16/11/23 09:17:18| INFO mul3w_sld finished [took 67.2150s]
16/11/23 09:17:36| INFO bin_sld finished [took 88.2137s]
16/11/23 09:17:41| INFO binc_sld finished [took 88.0308s]
16/11/23 09:17:59| INFO mul_sld finished [took 109.6367s]
16/11/23 09:18:24| INFO mul3wmc_sld finished [took 63.4130s]
16/11/23 09:18:26| INFO mulmc_sld finished [took 69.5044s]
16/11/23 09:18:34| INFO binmc_sld finished [took 79.5843s]
16/11/23 09:18:38| INFO mulne_sld finished [took 54.5641s]
16/11/23 09:18:50| INFO binne_sld finished [took 71.6646s]
16/11/23 09:18:53| INFO mul3wne_sld finished [took 51.8810s]
16/11/23 09:19:02| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/11/23 09:19:28| INFO kfcv finished [took 49.1535s]
16/11/23 09:19:41| INFO ref finished [took 48.1446s]
16/11/23 09:20:02| INFO atc_mc finished [took 67.2438s]
16/11/23 09:20:08| INFO doc_feat finished [took 36.3265s]
16/11/23 09:20:14| INFO atc_ne finished [took 69.7821s]
16/11/23 09:58:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00920) [took 2419.8040s]
16/11/23 09:59:52| INFO mul3w_sld_gs finished [took 2476.0211s]
16/11/23 10:01:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.04211) [took 2586.6891s]
16/11/23 10:01:54| INFO mul_sld_gs finished [took 2606.3800s]
16/11/23 10:01:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 2748.8348s]
----------------------------------------------------------------------------------------------------
16/11/23 14:21:16| INFO dataset rcv1_GCAT_9prevs [pool size: 6]
16/11/23 14:21:21| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs started
16/11/23 14:22:53| INFO bin_sld finished [took 88.6548s]
16/11/23 14:23:06| INFO mul3w_sld finished [took 95.0373s]
16/11/23 14:23:08| INFO mul3wc_sld finished [took 81.4332s]
16/11/23 14:23:11| INFO binc_sld finished [took 93.5790s]
16/11/23 14:23:52| INFO mul_sld finished [took 145.1238s]
16/11/23 14:23:54| INFO mulc_sld finished [took 131.9848s]
16/11/23 14:24:32| INFO binmc_sld finished [took 95.7012s]
16/11/23 14:24:46| INFO binne_sld finished [took 83.4026s]
16/11/23 14:24:47| INFO mul3wmc_sld finished [took 92.9080s]
16/11/23 14:25:04| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
16/11/23 14:25:51| INFO mul3wne_sld finished [took 111.1272s]
16/11/23 14:26:13| INFO mulmc_sld finished [took 184.3841s]
16/11/23 14:27:02| INFO mulne_sld finished [took 187.5049s]
16/11/23 14:27:30| INFO kfcv finished [took 141.9976s]
16/11/23 14:28:32| INFO ref finished [took 154.6723s]
16/11/23 14:29:12| INFO atc_mc finished [took 173.3382s]
16/11/23 14:30:04| INFO atc_ne finished [took 177.8409s]
16/11/23 14:30:19| INFO doc_feat finished [took 162.3897s]
16/11/23 15:00:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00594) [took 2128.6994s]
16/11/23 15:03:10| INFO mul3w_sld_gs finished [took 2295.6888s]
16/11/23 15:04:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00899) [took 2361.0300s]
16/11/23 15:04:58| INFO mul_sld_gs finished [took 2408.3644s]
16/11/23 15:04:58| INFO Dataset sample 0.10 of dataset rcv1_GCAT_9prevs finished [took 2616.5518s]
16/11/23 15:04:58| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs started
16/11/23 15:06:39| INFO mul3w_sld finished [took 91.0640s]
16/11/23 15:06:48| INFO mul3wc_sld finished [took 83.1946s]
16/11/23 15:06:59| INFO bin_sld finished [took 118.7498s]
16/11/23 15:07:18| INFO binc_sld finished [took 123.1208s]
16/11/23 15:07:26| INFO mul_sld finished [took 142.5062s]
16/11/23 15:07:51| INFO mulc_sld finished [took 152.3357s]
16/11/23 15:08:30| INFO mul3wmc_sld finished [took 87.0734s]
16/11/23 15:08:47| INFO binmc_sld finished [took 124.3369s]
16/11/23 15:09:31| INFO mul3wne_sld finished [took 96.2124s]
16/11/23 15:09:33| INFO binne_sld finished [took 131.0517s]
16/11/23 15:10:00| INFO mulmc_sld finished [took 189.0944s]
16/11/23 15:10:46| INFO mulne_sld finished [took 196.4156s]
16/11/23 15:13:17| INFO kfcv finished [took 215.7681s]
16/11/23 15:13:31| INFO ref finished [took 201.8680s]
16/11/23 15:15:00| INFO atc_mc finished [took 247.6742s]
16/11/23 15:17:54| INFO doc_feat finished [took 253.5433s]
16/11/23 15:18:32| INFO atc_ne finished [took 305.6524s]
16/11/23 15:32:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00813) [took 1430.7616s]
16/11/23 15:37:00| INFO bin_sld_gs finished [took 1706.3685s]
16/11/23 15:52:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 2552.1166s]
16/11/23 15:54:41| INFO mul3w_sld_gs finished [took 2705.3158s]
16/11/23 15:57:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01072) [took 2894.5232s]
16/11/23 15:57:53| INFO mul_sld_gs finished [took 2941.9716s]
16/11/23 15:57:53| INFO Dataset sample 0.20 of dataset rcv1_GCAT_9prevs finished [took 3175.6190s]
16/11/23 15:57:53| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs started
16/11/23 15:59:38| INFO mul3w_sld finished [took 93.7434s]
16/11/23 15:59:44| INFO bin_sld finished [took 107.9101s]
16/11/23 15:59:48| INFO mul3wc_sld finished [took 86.7015s]
16/11/23 15:59:57| INFO binc_sld finished [took 106.2803s]
16/11/23 16:00:16| INFO mul_sld finished [took 136.2905s]
16/11/23 16:00:17| INFO mulc_sld finished [took 121.5525s]
16/11/23 16:01:26| INFO binmc_sld finished [took 104.9635s]
16/11/23 16:01:27| INFO mul3wmc_sld finished [took 92.9624s]
16/11/23 16:01:46| INFO mulmc_sld finished [took 118.3555s]
16/11/23 16:01:56| INFO binne_sld finished [took 112.2079s]
16/11/23 16:02:01| INFO mul3wne_sld finished [took 95.8018s]
16/11/23 16:03:05| INFO mulne_sld finished [took 165.3611s]
16/11/23 16:05:44| INFO ref finished [took 211.7132s]
16/11/23 16:05:53| INFO kfcv finished [took 230.1205s]
16/11/23 16:07:36| INFO atc_mc finished [took 265.8123s]
16/11/23 16:10:22| INFO doc_feat finished [took 261.2474s]
16/11/23 16:11:23| INFO atc_ne finished [took 328.7484s]
16/11/23 16:28:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00490) [took 1615.2711s]
16/11/23 16:33:13| INFO bin_sld_gs finished [took 1903.7955s]
16/11/23 16:45:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00586) [took 2639.8238s]
16/11/23 16:48:38| INFO mul3w_sld_gs finished [took 2806.0181s]
16/11/23 16:50:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00748) [took 2955.8247s]
16/11/23 16:51:38| INFO mul_sld_gs finished [took 3004.3991s]
16/11/23 16:51:38| INFO Dataset sample 0.30 of dataset rcv1_GCAT_9prevs finished [took 3224.9999s]
16/11/23 16:51:38| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs started
16/11/23 16:53:24| INFO mul3w_sld finished [took 95.3368s]
16/11/23 16:53:26| INFO mul3wc_sld finished [took 79.1479s]
16/11/23 16:53:27| INFO bin_sld finished [took 105.5351s]
16/11/23 16:53:40| INFO binc_sld finished [took 103.3716s]
16/11/23 16:53:44| INFO mul_sld finished [took 119.4244s]
16/11/23 16:53:58| INFO mulc_sld finished [took 116.8956s]
16/11/23 16:55:13| INFO mul3wmc_sld finished [took 95.5683s]
16/11/23 16:55:15| INFO binmc_sld finished [took 107.8645s]
16/11/23 16:55:23| INFO mulmc_sld finished [took 111.0128s]
16/11/23 16:55:34| INFO mul3wne_sld finished [took 90.0187s]
16/11/23 16:55:34| INFO binne_sld finished [took 108.4171s]
16/11/23 16:55:49| INFO mulne_sld finished [took 117.4212s]
16/11/23 16:59:01| INFO ref finished [took 194.9159s]
16/11/23 16:59:16| INFO kfcv finished [took 218.0677s]
16/11/23 16:59:35| INFO atc_mc finished [took 218.0287s]
16/11/23 17:03:29| INFO doc_feat finished [took 245.5964s]
16/11/23 17:04:05| INFO atc_ne finished [took 298.2064s]
16/11/23 17:24:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00601) [took 1736.9621s]
16/11/23 17:28:33| INFO bin_sld_gs finished [took 1996.7601s]
16/11/23 17:42:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00662) [took 2822.6693s]
16/11/23 17:45:02| INFO mul3w_sld_gs finished [took 2974.7642s]
16/11/23 17:48:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00692) [took 3169.2842s]
16/11/23 17:49:04| INFO mul_sld_gs finished [took 3224.0022s]
16/11/23 17:49:04| INFO Dataset sample 0.40 of dataset rcv1_GCAT_9prevs finished [took 3446.0325s]
16/11/23 17:49:04| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs started
16/11/23 17:50:53| INFO bin_sld finished [took 105.3870s]
16/11/23 17:50:58| INFO mul3w_sld finished [took 102.0855s]
16/11/23 17:51:00| INFO mul_sld finished [took 109.0567s]
16/11/23 17:51:02| INFO mul3wc_sld finished [took 91.8248s]
16/11/23 17:51:19| INFO mulc_sld finished [took 112.3382s]
16/11/23 17:51:20| INFO binc_sld finished [took 117.5797s]
16/11/23 17:52:45| INFO binmc_sld finished [took 109.1693s]
16/11/23 17:52:50| INFO binne_sld finished [took 96.0562s]
16/11/23 17:52:53| INFO mulmc_sld finished [took 111.8330s]
16/11/23 17:52:56| INFO mul3wmc_sld finished [took 109.4199s]
16/11/23 17:52:56| INFO mul3wne_sld finished [took 89.3891s]
16/11/23 17:53:08| INFO mulne_sld finished [took 105.7728s]
16/11/23 17:56:10| INFO kfcv finished [took 188.6544s]
16/11/23 17:56:18| INFO ref finished [took 189.7353s]
16/11/23 17:56:48| INFO atc_mc finished [took 215.3244s]
16/11/23 17:59:58| INFO doc_feat finished [took 212.4369s]
16/11/23 18:00:43| INFO atc_ne finished [took 265.3340s]
16/11/23 18:23:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00738) [took 1843.0911s]
16/11/23 18:27:42| INFO bin_sld_gs finished [took 2093.6915s]
16/11/23 18:39:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00642) [took 2792.6151s]
16/11/23 18:42:13| INFO mul3w_sld_gs finished [took 2955.6642s]
16/11/23 18:45:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00797) [took 3154.7812s]
16/11/23 18:46:28| INFO mul_sld_gs finished [took 3215.8248s]
16/11/23 18:46:28| INFO Dataset sample 0.50 of dataset rcv1_GCAT_9prevs finished [took 3443.8419s]
16/11/23 18:46:28| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs started
16/11/23 18:48:16| INFO mul3w_sld finished [took 96.2413s]
16/11/23 18:48:16| INFO bin_sld finished [took 104.5256s]
16/11/23 18:48:23| INFO mul_sld finished [took 108.5891s]
16/11/23 18:48:26| INFO mul3wc_sld finished [took 90.0622s]
16/11/23 18:48:27| INFO binc_sld finished [took 100.6930s]
16/11/23 18:48:46| INFO mulc_sld finished [took 114.6963s]
16/11/23 18:50:05| INFO mul3wmc_sld finished [took 96.4749s]
16/11/23 18:50:06| INFO mulmc_sld finished [took 102.3350s]
16/11/23 18:50:06| INFO binmc_sld finished [took 107.4522s]
16/11/23 18:50:21| INFO mul3wne_sld finished [took 88.3996s]
16/11/23 18:50:21| INFO binne_sld finished [took 104.5638s]
16/11/23 18:50:29| INFO mulne_sld finished [took 106.6627s]
16/11/23 18:54:07| INFO ref finished [took 214.0740s]
16/11/23 18:54:16| INFO kfcv finished [took 231.4034s]
16/11/23 18:54:37| INFO atc_mc finished [took 238.6731s]
16/11/23 18:58:07| INFO doc_feat finished [took 221.8803s]
16/11/23 18:58:56| INFO atc_ne finished [took 280.8503s]
16/11/23 19:18:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00635) [took 1728.0089s]
16/11/23 19:21:51| INFO bin_sld_gs finished [took 1902.6033s]
16/11/23 19:37:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00694) [took 2809.7462s]
16/11/23 19:39:39| INFO mul3w_sld_gs finished [took 2963.5415s]
16/11/23 19:43:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00646) [took 3181.2806s]
16/11/23 19:44:02| INFO mul_sld_gs finished [took 3229.9580s]
16/11/23 19:44:02| INFO Dataset sample 0.60 of dataset rcv1_GCAT_9prevs finished [took 3453.9005s]
16/11/23 19:44:02| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs started
16/11/23 19:45:49| INFO bin_sld finished [took 104.3048s]
16/11/23 19:45:50| INFO mul3w_sld finished [took 96.6324s]
16/11/23 19:45:55| INFO mul3wc_sld finished [took 84.4478s]
16/11/23 19:46:00| INFO binc_sld finished [took 100.3008s]
16/11/23 19:46:01| INFO mul_sld finished [took 112.8325s]
16/11/23 19:46:16| INFO mulc_sld finished [took 110.1737s]
16/11/23 19:47:39| INFO binmc_sld finished [took 106.5375s]
16/11/23 19:47:39| INFO mul3wmc_sld finished [took 95.4356s]
16/11/23 19:47:47| INFO mulmc_sld finished [took 109.1439s]
16/11/23 19:47:49| INFO mul3wne_sld finished [took 87.3065s]
16/11/23 19:47:53| INFO binne_sld finished [took 102.9195s]
16/11/23 19:48:04| INFO mulne_sld finished [took 108.1022s]
16/11/23 19:51:25| INFO ref finished [took 201.8526s]
16/11/23 19:51:27| INFO kfcv finished [took 211.2329s]
16/11/23 19:51:54| INFO atc_mc finished [took 224.3877s]
16/11/23 19:55:35| INFO doc_feat finished [took 234.5270s]
16/11/23 19:56:23| INFO atc_ne finished [took 289.7071s]
16/11/23 20:14:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00795) [took 1590.3062s]
16/11/23 20:18:41| INFO bin_sld_gs finished [took 1859.0899s]
16/11/23 20:32:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00709) [took 2650.3720s]
16/11/23 20:34:32| INFO mul3w_sld_gs finished [took 2801.0407s]
16/11/23 20:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00957) [took 3022.5954s]
16/11/23 20:39:05| INFO mul_sld_gs finished [took 3078.5392s]
16/11/23 20:39:05| INFO Dataset sample 0.70 of dataset rcv1_GCAT_9prevs finished [took 3302.7956s]
16/11/23 20:39:05| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs started
16/11/23 20:40:54| INFO mul3w_sld finished [took 98.0452s]
16/11/23 20:40:56| INFO bin_sld finished [took 107.5445s]
16/11/23 20:40:58| INFO mul_sld finished [took 106.4165s]
16/11/23 20:41:00| INFO mul3wc_sld finished [took 86.5722s]
16/11/23 20:41:03| INFO mulc_sld finished [took 95.1580s]
16/11/23 20:41:05| INFO binc_sld finished [took 102.2421s]
16/11/23 20:42:42| INFO mul3wmc_sld finished [took 93.9125s]
16/11/23 20:42:47| INFO binmc_sld finished [took 108.5036s]
16/11/23 20:42:47| INFO mulmc_sld finished [took 103.7587s]
16/11/23 20:42:59| INFO binne_sld finished [took 102.6437s]
16/11/23 20:43:00| INFO mul3wne_sld finished [took 93.7038s]
16/11/23 20:43:00| INFO mulne_sld finished [took 99.6007s]
16/11/23 20:46:27| INFO kfcv finished [took 203.0387s]
16/11/23 20:46:38| INFO ref finished [took 208.0952s]
16/11/23 20:47:10| INFO atc_mc finished [took 232.6684s]
16/11/23 20:50:52| INFO doc_feat finished [took 246.0529s]
16/11/23 20:51:37| INFO atc_ne finished [took 299.4447s]
16/11/23 21:08:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00519) [took 1519.7099s]
16/11/23 21:12:39| INFO bin_sld_gs finished [took 1794.1688s]
16/11/23 21:27:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00748) [took 2663.8170s]
16/11/23 21:29:56| INFO mul3w_sld_gs finished [took 2820.7519s]
16/11/23 21:33:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00683) [took 3011.8521s]
16/11/23 21:33:50| INFO mul_sld_gs finished [took 3059.9400s]
16/11/23 21:33:50| INFO Dataset sample 0.80 of dataset rcv1_GCAT_9prevs finished [took 3285.3316s]
16/11/23 21:33:50| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs started
16/11/23 21:33:53| WARNING Method bin_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/11/23 21:34:05| WARNING Method binc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/11/23 21:34:19| WARNING Method binmc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/11/23 21:35:39| INFO mul3w_sld finished [took 98.7602s]
16/11/23 21:35:39| INFO mul_sld finished [took 103.7145s]
16/11/23 21:35:42| WARNING Method binne_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/11/23 21:35:50| INFO mulc_sld finished [took 102.6230s]
16/11/23 21:35:57| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/11/23 21:35:58| INFO mul3wc_sld finished [took 105.1403s]
16/11/23 21:36:04| INFO mulmc_sld finished [took 100.7423s]
16/11/23 21:36:07| INFO mul3wmc_sld finished [took 98.8636s]
16/11/23 21:38:14| INFO mulne_sld finished [took 148.5199s]
16/11/23 21:38:17| INFO mul3wne_sld finished [took 145.4881s]
16/11/23 21:38:28| INFO ref finished [took 134.3960s]
16/11/23 21:38:31| INFO kfcv finished [took 142.6570s]
16/11/23 21:41:14| INFO doc_feat finished [took 157.9450s]
16/11/23 21:41:44| INFO atc_mc finished [took 203.3255s]
16/11/23 21:41:51| INFO atc_ne finished [took 203.8327s]
16/11/23 22:12:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 2163.0336s]
16/11/23 22:13:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00681) [took 2228.3043s]
16/11/23 22:13:42| INFO mul_sld_gs finished [took 2261.0782s]
16/11/23 22:14:01| INFO mul3w_sld_gs finished [took 2276.1848s]
16/11/23 22:14:01| INFO Dataset sample 0.90 of dataset rcv1_GCAT_9prevs finished [took 2410.7936s]
----------------------------------------------------------------------------------------------------
17/11/23 00:17:43| INFO dataset cifar10_9prevs [pool size: 6]
----------------------------------------------------------------------------------------------------
17/11/23 00:17:43| ERROR Evaluation over cifar10_9prevs failed. Exception: 'cifar10'
17/11/23 00:17:43| INFO dataset None_9prevs [pool size: 6]
17/11/23 00:17:43| ERROR Evaluation over None_9prevs failed. Exception: None
----------------------------------------------------------------------------------------------------
17/11/23 00:26:17| INFO dataset cifar10_9prevs [pool size: 6]
17/11/23 00:26:27| ERROR Evaluation over cifar10_9prevs failed. Exception: Invalid target None
----------------------------------------------------------------------------------------------------
17/11/23 00:26:27| INFO dataset None_9prevs [pool size: 6]
17/11/23 00:26:27| ERROR Evaluation over None_9prevs failed. Exception: None
----------------------------------------------------------------------------------------------------
17/11/23 00:27:22| INFO dataset cifar10_9prevs [pool size: 6]
17/11/23 00:27:22| INFO Dataset sample 0.10 of dataset cifar10_9prevs started
17/11/23 00:33:31| INFO mul3w_sld finished [took 362.5471s]
17/11/23 00:33:34| INFO mul_sld finished [took 366.1400s]
17/11/23 00:33:35| INFO mul3wc_sld finished [took 359.1144s]
17/11/23 00:33:44| INFO mulc_sld finished [took 371.9626s]
17/11/23 00:35:11| INFO bin_sld finished [took 464.3401s]
17/11/23 00:35:27| INFO binc_sld finished [took 475.4022s]
17/11/23 00:39:49| INFO mul3wmc_sld finished [took 367.0255s]
17/11/23 00:39:57| INFO mulmc_sld finished [took 375.1649s]
17/11/23 00:41:27| INFO binmc_sld finished [took 467.0111s]
17/11/23 00:41:28| INFO mulne_sld finished [took 369.7366s]
17/11/23 00:41:32| INFO binne_sld finished [took 458.9936s]
17/11/23 00:41:37| INFO mul3wne_sld finished [took 361.6084s]
17/11/23 00:43:15| INFO ref finished [took 190.5495s]
17/11/23 00:43:31| INFO kfcv finished [took 215.2674s]
17/11/23 00:43:36| INFO doc_feat finished [took 118.4456s]
17/11/23 00:44:15| INFO atc_mc finished [took 160.9249s]
17/11/23 00:44:15| INFO atc_ne finished [took 159.9385s]
17/11/23 00:44:15| INFO Dataset sample 0.10 of dataset cifar10_9prevs finished [took 1012.8461s]
17/11/23 00:44:15| INFO Dataset sample 0.20 of dataset cifar10_9prevs started
17/11/23 00:50:27| INFO mul_sld finished [took 366.0707s]
17/11/23 00:50:28| INFO mul3w_sld finished [took 365.6065s]
17/11/23 00:50:31| INFO mul3wc_sld finished [took 362.9477s]
17/11/23 00:50:31| INFO mulc_sld finished [took 364.9257s]
17/11/23 00:52:12| INFO bin_sld finished [took 472.1942s]
17/11/23 00:52:16| INFO binc_sld finished [took 472.4121s]
17/11/23 00:56:42| INFO mulmc_sld finished [took 367.5155s]
17/11/23 00:56:51| INFO mul3wmc_sld finished [took 373.2881s]
17/11/23 00:58:26| INFO mulne_sld finished [took 367.2225s]
17/11/23 00:58:27| INFO binmc_sld finished [took 472.0411s]
17/11/23 00:58:27| INFO binne_sld finished [took 467.1662s]
17/11/23 00:58:28| INFO mul3wne_sld finished [took 363.4496s]
17/11/23 01:00:18| INFO ref finished [took 199.9343s]
17/11/23 01:00:26| INFO kfcv finished [took 216.6640s]
17/11/23 01:00:34| INFO doc_feat finished [took 120.3543s]
17/11/23 01:01:12| INFO atc_mc finished [took 160.7700s]
17/11/23 01:01:13| INFO atc_ne finished [took 160.5243s]
17/11/23 01:01:13| INFO Dataset sample 0.20 of dataset cifar10_9prevs finished [took 1017.4067s]
17/11/23 01:01:13| INFO Dataset sample 0.30 of dataset cifar10_9prevs started
17/11/23 01:07:20| INFO mul3w_sld finished [took 360.7347s]
17/11/23 01:07:34| INFO mul3wc_sld finished [took 368.1456s]
17/11/23 01:07:35| INFO mul_sld finished [took 376.7808s]
17/11/23 01:07:43| INFO mulc_sld finished [took 378.9889s]
17/11/23 01:09:07| INFO bin_sld finished [took 470.8715s]
17/11/23 01:09:12| INFO binc_sld finished [took 469.9285s]
17/11/23 01:13:56| INFO mul3wmc_sld finished [took 374.7209s]
17/11/23 01:13:59| INFO mulmc_sld finished [took 378.7659s]
17/11/23 01:15:15| INFO binmc_sld finished [took 466.9705s]
17/11/23 01:15:25| INFO mul3wne_sld finished [took 365.9600s]
17/11/23 01:15:27| INFO mulne_sld finished [took 374.0756s]
17/11/23 01:15:38| INFO binne_sld finished [took 467.1248s]
17/11/23 01:17:18| INFO ref finished [took 191.6057s]
17/11/23 01:17:38| INFO kfcv finished [took 214.7635s]
17/11/23 01:17:38| INFO doc_feat finished [took 124.1322s]
17/11/23 01:18:15| INFO atc_mc finished [took 172.7688s]
17/11/23 01:18:16| INFO atc_ne finished [took 164.4646s]
17/11/23 01:18:16| INFO Dataset sample 0.30 of dataset cifar10_9prevs finished [took 1022.8196s]
17/11/23 01:18:16| INFO Dataset sample 0.40 of dataset cifar10_9prevs started
17/11/23 01:24:27| INFO mul3w_sld finished [took 364.9502s]
17/11/23 01:24:30| INFO mul3wc_sld finished [took 361.5481s]
17/11/23 01:24:34| INFO mul_sld finished [took 373.4501s]
17/11/23 01:24:47| INFO mulc_sld finished [took 380.7574s]
17/11/23 01:26:00| INFO bin_sld finished [took 461.5564s]
17/11/23 01:26:16| INFO binc_sld finished [took 470.6275s]
17/11/23 01:30:49| INFO mul3wmc_sld finished [took 366.5137s]
17/11/23 01:30:54| INFO mulmc_sld finished [took 376.5820s]
17/11/23 01:32:25| INFO binmc_sld finished [took 470.6779s]
17/11/23 01:32:27| INFO mulne_sld finished [took 379.1840s]
17/11/23 01:32:29| INFO mul3wne_sld finished [took 364.8697s]
17/11/23 01:32:43| INFO binne_sld finished [took 467.0905s]
17/11/23 01:34:20| INFO ref finished [took 198.0968s]
17/11/23 01:34:25| INFO kfcv finished [took 210.2288s]
17/11/23 01:34:35| INFO doc_feat finished [took 119.0931s]
17/11/23 01:35:15| INFO atc_ne finished [took 160.9952s]
17/11/23 01:35:15| INFO atc_mc finished [took 162.8327s]
17/11/23 01:35:15| INFO Dataset sample 0.40 of dataset cifar10_9prevs finished [took 1019.5153s]
17/11/23 01:35:15| INFO Dataset sample 0.50 of dataset cifar10_9prevs started
17/11/23 01:41:24| INFO mul3w_sld finished [took 361.8849s]
17/11/23 01:41:29| INFO mul3wc_sld finished [took 361.0073s]
17/11/23 01:41:35| INFO mul_sld finished [took 373.9151s]
17/11/23 01:41:40| INFO mulc_sld finished [took 373.6867s]
17/11/23 01:43:13| INFO bin_sld finished [took 474.6980s]
17/11/23 01:43:17| INFO binc_sld finished [took 471.8642s]
17/11/23 01:47:40| INFO mul3wmc_sld finished [took 357.8822s]
17/11/23 01:47:54| INFO mulmc_sld finished [took 378.1199s]
17/11/23 01:49:16| INFO binmc_sld finished [took 464.5629s]
17/11/23 01:49:26| INFO mul3wne_sld finished [took 362.0620s]
17/11/23 01:49:38| INFO mulne_sld finished [took 377.6352s]
17/11/23 01:49:40| INFO binne_sld finished [took 472.7394s]
17/11/23 01:51:17| INFO ref finished [took 195.8803s]
17/11/23 01:51:21| INFO kfcv finished [took 215.9394s]
17/11/23 01:51:38| INFO doc_feat finished [took 113.6860s]
17/11/23 01:52:09| INFO atc_mc finished [took 165.6360s]
17/11/23 01:52:12| INFO atc_ne finished [took 158.8503s]
17/11/23 01:52:12| INFO Dataset sample 0.50 of dataset cifar10_9prevs finished [took 1016.9900s]
17/11/23 01:52:12| INFO Dataset sample 0.60 of dataset cifar10_9prevs started
17/11/23 01:58:23| INFO mul3w_sld finished [took 362.5835s]
17/11/23 01:58:29| INFO mul3wc_sld finished [took 363.7016s]
17/11/23 01:58:35| INFO mul_sld finished [took 376.9899s]
17/11/23 01:58:48| INFO mulc_sld finished [took 385.0957s]
17/11/23 01:59:53| INFO bin_sld finished [took 455.9553s]
17/11/23 02:00:09| INFO binc_sld finished [took 467.7243s]
17/11/23 02:04:44| INFO mul3wmc_sld finished [took 362.3355s]
17/11/23 02:05:03| INFO mulmc_sld finished [took 386.4009s]
17/11/23 02:06:14| INFO mul3wne_sld finished [took 356.2795s]
17/11/23 02:06:14| INFO binmc_sld finished [took 464.1669s]
17/11/23 02:06:26| INFO mulne_sld finished [took 385.2228s]
17/11/23 02:06:47| INFO binne_sld finished [took 469.7961s]
17/11/23 02:08:26| INFO ref finished [took 195.0417s]
17/11/23 02:08:38| INFO kfcv finished [took 227.1281s]
17/11/23 02:08:41| INFO doc_feat finished [took 128.7433s]
17/11/23 02:09:11| INFO atc_mc finished [took 170.3742s]
17/11/23 02:09:13| INFO atc_ne finished [took 171.4339s]
17/11/23 02:09:13| INFO Dataset sample 0.60 of dataset cifar10_9prevs finished [took 1021.0613s]
17/11/23 02:09:13| INFO Dataset sample 0.70 of dataset cifar10_9prevs started
17/11/23 02:15:21| INFO mul3w_sld finished [took 360.8736s]
17/11/23 02:15:22| INFO mul_sld finished [took 363.6183s]
17/11/23 02:15:35| INFO mul3wc_sld finished [took 368.7025s]
17/11/23 02:15:48| INFO mulc_sld finished [took 384.7188s]
17/11/23 02:17:06| INFO bin_sld finished [took 468.5609s]
17/11/23 02:17:10| INFO binc_sld finished [took 468.7945s]
17/11/23 02:21:46| INFO mulmc_sld finished [took 376.1202s]
17/11/23 02:21:51| INFO mul3wmc_sld finished [took 369.8071s]
17/11/23 02:23:10| INFO binmc_sld finished [took 461.5893s]
17/11/23 02:23:21| INFO mul3wne_sld finished [took 363.3832s]
17/11/23 02:23:28| INFO mulne_sld finished [took 375.5855s]
17/11/23 02:23:33| INFO binne_sld finished [took 457.7804s]
17/11/23 02:25:13| INFO ref finished [took 194.8222s]
17/11/23 02:25:30| INFO kfcv finished [took 218.1632s]
17/11/23 02:25:33| INFO doc_feat finished [took 118.6010s]
17/11/23 02:26:08| INFO atc_mc finished [took 171.6985s]
17/11/23 02:26:10| INFO atc_ne finished [took 162.3306s]
17/11/23 02:26:10| INFO Dataset sample 0.70 of dataset cifar10_9prevs finished [took 1016.8836s]
17/11/23 02:26:10| INFO Dataset sample 0.80 of dataset cifar10_9prevs started
17/11/23 02:32:25| INFO mul3w_sld finished [took 367.5189s]
17/11/23 02:32:28| INFO mul_sld finished [took 372.0938s]
17/11/23 02:32:29| INFO mul3wc_sld finished [took 366.7273s]
17/11/23 02:32:38| INFO mulc_sld finished [took 377.8593s]
17/11/23 02:34:02| INFO binc_sld finished [took 462.7515s]
17/11/23 02:34:07| INFO bin_sld finished [took 473.4778s]
17/11/23 02:38:43| INFO mul3wmc_sld finished [took 366.3960s]
17/11/23 02:38:52| INFO mulmc_sld finished [took 376.8004s]
17/11/23 02:40:20| INFO mul3wne_sld finished [took 365.8059s]
17/11/23 02:40:21| INFO mulne_sld finished [took 372.6814s]
17/11/23 02:40:22| INFO binmc_sld finished [took 471.0565s]
17/11/23 02:40:31| INFO binne_sld finished [took 465.3675s]
17/11/23 02:42:14| INFO ref finished [took 195.7012s]
17/11/23 02:42:33| INFO doc_feat finished [took 124.4406s]
17/11/23 02:42:33| INFO kfcv finished [took 222.4725s]
17/11/23 02:43:12| INFO atc_mc finished [took 165.6840s]
17/11/23 02:43:12| INFO atc_ne finished [took 165.1241s]
17/11/23 02:43:12| INFO Dataset sample 0.80 of dataset cifar10_9prevs finished [took 1022.0561s]
17/11/23 02:43:12| INFO Dataset sample 0.90 of dataset cifar10_9prevs started
17/11/23 02:49:26| INFO mul_sld finished [took 367.6211s]
17/11/23 02:49:27| INFO mul3w_sld finished [took 366.0576s]
17/11/23 02:49:29| INFO mul3wc_sld finished [took 365.1774s]
17/11/23 02:49:32| INFO mulc_sld finished [took 369.1540s]
17/11/23 02:51:02| INFO bin_sld finished [took 466.4912s]
17/11/23 02:51:11| INFO binc_sld finished [took 469.1844s]
17/11/23 02:55:47| INFO mulmc_sld finished [took 373.0358s]
17/11/23 02:55:48| INFO mul3wmc_sld finished [took 371.0762s]
17/11/23 02:57:18| INFO binmc_sld finished [took 465.6963s]
17/11/23 02:57:20| INFO mul3wne_sld finished [took 363.0469s]
17/11/23 02:57:24| INFO mulne_sld finished [took 375.0791s]
17/11/23 02:57:26| INFO binne_sld finished [took 466.2160s]
17/11/23 02:59:11| INFO ref finished [took 195.2301s]
17/11/23 02:59:33| INFO kfcv finished [took 219.3142s]
17/11/23 02:59:34| INFO doc_feat finished [took 125.3886s]
17/11/23 03:00:10| INFO atc_ne finished [took 162.9297s]
17/11/23 03:00:10| INFO atc_mc finished [took 165.2833s]
17/11/23 03:00:10| INFO Dataset sample 0.90 of dataset cifar10_9prevs finished [took 1018.2199s]
----------------------------------------------------------------------------------------------------
19/11/23 14:24:33| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 14:24:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 14:24:51| WARNING Method doc failed. Exception: Classification metrics can't handle a mix of binary and continuous targets
19/11/23 14:24:57| INFO ref finished [took 9.6619s]
19/11/23 14:24:59| INFO atc_mc finished [took 11.3035s]
19/11/23 14:24:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.1901s]
19/11/23 14:24:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started
----------------------------------------------------------------------------------------------------
19/11/23 14:26:50| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 14:26:59| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 14:27:16| INFO ref finished [took 14.7925s]
19/11/23 14:27:21| INFO atc_mc finished [took 19.3715s]
----------------------------------------------------------------------------------------------------
19/11/23 14:27:45| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 14:27:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 14:28:01| INFO ref finished [took 9.2258s]
19/11/23 14:28:02| INFO doc finished [took 8.0663s]
19/11/23 14:28:05| INFO atc_mc finished [took 11.9090s]
19/11/23 14:28:05| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.2098s]
19/11/23 14:28:05| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 14:28:15| INFO ref finished [took 9.5284s]
19/11/23 14:28:16| INFO doc finished [took 9.0860s]
19/11/23 14:28:18| INFO atc_mc finished [took 12.1072s]
19/11/23 14:28:18| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 13.5153s]
19/11/23 14:28:18| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 14:28:30| INFO doc finished [took 8.0385s]
19/11/23 14:28:30| INFO ref finished [took 8.9388s]
19/11/23 14:28:33| INFO atc_mc finished [took 11.6125s]
19/11/23 14:28:33| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 14.4884s]
19/11/23 14:28:33| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 14:28:44| INFO doc finished [took 8.9141s]
19/11/23 14:28:44| INFO ref finished [took 9.3807s]
19/11/23 14:28:47| INFO atc_mc finished [took 12.0032s]
19/11/23 14:28:47| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 13.8506s]
19/11/23 14:28:47| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 14:28:57| INFO doc finished [took 8.5278s]
19/11/23 14:28:57| INFO ref finished [took 9.2175s]
19/11/23 14:29:01| INFO atc_mc finished [took 12.0235s]
19/11/23 14:29:01| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 13.9145s]
19/11/23 14:29:01| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 14:29:11| INFO ref finished [took 9.5783s]
19/11/23 14:29:11| INFO doc finished [took 8.6809s]
19/11/23 14:29:15| INFO atc_mc finished [took 12.5512s]
19/11/23 14:29:15| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 14.0750s]
19/11/23 14:29:15| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 14:29:25| INFO doc finished [took 8.5566s]
19/11/23 14:29:26| INFO ref finished [took 9.4741s]
19/11/23 14:29:29| INFO atc_mc finished [took 11.9948s]
19/11/23 14:29:29| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 13.9351s]
19/11/23 14:29:29| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 14:29:39| INFO ref finished [took 9.1498s]
19/11/23 14:29:40| INFO doc finished [took 8.8862s]
19/11/23 14:29:42| INFO atc_mc finished [took 11.8499s]
19/11/23 14:29:42| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 13.8319s]
19/11/23 14:29:42| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 14:29:53| INFO ref finished [took 9.1983s]
19/11/23 14:29:53| INFO doc finished [took 8.4498s]
19/11/23 14:29:56| INFO atc_mc finished [took 11.8080s]
19/11/23 14:29:56| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 13.2720s]
----------------------------------------------------------------------------------------------------
19/11/23 14:34:57| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
19/11/23 14:35:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
19/11/23 14:36:23| INFO ref finished [took 64.2691s]
19/11/23 14:36:24| INFO doc finished [took 59.7001s]
19/11/23 14:36:29| INFO atc_mc finished [took 68.1734s]
19/11/23 14:36:32| INFO binc_sld finished [took 86.1125s]
19/11/23 14:36:35| INFO binmc_sld finished [took 85.8409s]
19/11/23 14:36:38| INFO binne_sld finished [took 84.8886s]
19/11/23 14:36:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 95.7847s]
19/11/23 14:36:39| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
19/11/23 14:38:00| INFO ref finished [took 65.1577s]
19/11/23 14:38:01| INFO doc finished [took 59.7737s]
19/11/23 14:38:08| INFO binc_sld finished [took 85.6240s]
19/11/23 14:38:08| INFO atc_mc finished [took 70.3675s]
19/11/23 14:38:11| INFO binmc_sld finished [took 84.9437s]
19/11/23 14:38:12| INFO binne_sld finished [took 82.0087s]
19/11/23 14:38:12| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 93.4055s]
19/11/23 14:38:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
19/11/23 14:39:36| INFO ref finished [took 66.6877s]
19/11/23 14:39:37| INFO doc finished [took 60.2549s]
19/11/23 14:39:41| INFO binc_sld finished [took 85.5905s]
19/11/23 14:39:42| INFO atc_mc finished [took 68.3105s]
19/11/23 14:39:45| INFO binmc_sld finished [took 85.0408s]
19/11/23 14:39:46| INFO binne_sld finished [took 81.7190s]
19/11/23 14:39:46| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 94.2745s]
19/11/23 14:39:46| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
19/11/23 14:41:05| INFO ref finished [took 64.8656s]
19/11/23 14:41:05| INFO doc finished [took 60.2541s]
19/11/23 14:41:10| INFO binc_sld finished [took 81.1590s]
19/11/23 14:41:11| INFO binmc_sld finished [took 78.8047s]
19/11/23 14:41:11| INFO atc_mc finished [took 68.8821s]
19/11/23 14:41:15| INFO binne_sld finished [took 78.7655s]
19/11/23 14:41:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 88.3294s]
19/11/23 14:41:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
19/11/23 14:42:36| INFO ref finished [took 65.1484s]
19/11/23 14:42:38| INFO doc finished [took 59.7806s]
19/11/23 14:42:44| INFO binc_sld finished [took 86.1414s]
19/11/23 14:42:45| INFO atc_mc finished [took 70.8035s]
19/11/23 14:42:46| INFO binmc_sld finished [took 83.9061s]
19/11/23 14:42:47| INFO binne_sld finished [took 81.5603s]
19/11/23 14:42:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 92.9383s]
19/11/23 14:42:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
19/11/23 14:44:07| INFO ref finished [took 65.0701s]
19/11/23 14:44:10| INFO doc finished [took 61.4157s]
19/11/23 14:44:16| INFO atc_mc finished [took 70.1925s]
19/11/23 14:44:16| INFO binmc_sld finished [took 82.1601s]
19/11/23 14:44:18| INFO binne_sld finished [took 79.8115s]
19/11/23 14:44:21| INFO binc_sld finished [took 90.0953s]
19/11/23 14:44:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 93.0801s]
19/11/23 14:44:21| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
19/11/23 14:45:44| INFO ref finished [took 66.5430s]
19/11/23 14:45:46| INFO doc finished [took 59.8701s]
19/11/23 14:45:53| INFO binc_sld finished [took 89.1013s]
19/11/23 14:45:53| INFO atc_mc finished [took 71.5063s]
19/11/23 14:45:55| INFO binmc_sld finished [took 87.5898s]
19/11/23 14:46:00| INFO binne_sld finished [took 87.3623s]
19/11/23 14:46:00| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 99.1819s]
19/11/23 14:46:00| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
19/11/23 14:47:21| INFO ref finished [took 65.4252s]
19/11/23 14:47:21| INFO doc finished [took 58.9747s]
19/11/23 14:47:29| INFO atc_mc finished [took 70.1565s]
19/11/23 14:47:35| INFO binc_sld finished [took 92.3164s]
19/11/23 14:47:38| INFO binmc_sld finished [took 92.1430s]
19/11/23 14:47:42| INFO binne_sld finished [took 91.0357s]
19/11/23 14:47:42| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 101.8390s]
19/11/23 14:47:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
19/11/23 14:49:00| INFO ref finished [took 63.8495s]
19/11/23 14:49:02| INFO doc finished [took 58.6434s]
19/11/23 14:49:09| INFO atc_mc finished [took 69.2980s]
19/11/23 14:49:22| INFO binc_sld finished [took 96.9013s]
19/11/23 14:49:25| INFO binmc_sld finished [took 96.6175s]
19/11/23 14:49:27| INFO binne_sld finished [took 94.8655s]
19/11/23 14:49:27| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 105.2049s]
----------------------------------------------------------------------------------------------------
19/11/23 14:49:27| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 14:49:36| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 14:50:09| INFO doc finished [took 19.5809s]
19/11/23 14:50:09| INFO ref finished [took 24.1516s]
19/11/23 14:50:15| INFO atc_mc finished [took 27.1919s]
19/11/23 14:50:42| INFO binne_sld finished [took 58.2923s]
19/11/23 14:50:42| INFO binc_sld finished [took 63.9055s]
19/11/23 14:50:42| INFO binmc_sld finished [took 61.6505s]
19/11/23 14:50:42| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 66.0254s]
19/11/23 14:50:42| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 14:51:15| INFO doc finished [took 19.1016s]
19/11/23 14:51:16| INFO ref finished [took 22.6889s]
19/11/23 14:51:23| INFO atc_mc finished [took 30.1294s]
19/11/23 14:51:47| INFO binc_sld finished [took 61.9672s]
19/11/23 14:51:48| INFO binmc_sld finished [took 59.3158s]
19/11/23 14:51:49| INFO binne_sld finished [took 56.7360s]
19/11/23 14:51:49| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.5519s]
19/11/23 14:51:49| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 14:52:28| INFO doc finished [took 20.8939s]
19/11/23 14:52:29| INFO ref finished [took 23.7440s]
19/11/23 14:52:36| INFO atc_mc finished [took 27.5318s]
19/11/23 14:52:47| INFO binc_sld finished [took 48.9803s]
19/11/23 14:52:47| INFO binmc_sld finished [took 46.5365s]
19/11/23 14:52:50| INFO binne_sld finished [took 46.3265s]
19/11/23 14:52:50| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.9812s]
19/11/23 14:52:50| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 14:53:24| INFO doc finished [took 20.1482s]
19/11/23 14:53:25| INFO ref finished [took 23.4442s]
19/11/23 14:53:31| INFO atc_mc finished [took 27.5411s]
19/11/23 14:53:41| INFO binmc_sld finished [took 44.5925s]
19/11/23 14:53:41| INFO binc_sld finished [took 49.9717s]
19/11/23 14:53:43| INFO binne_sld finished [took 44.0668s]
19/11/23 14:53:43| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 53.0919s]
19/11/23 14:53:43| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 14:54:17| INFO doc finished [took 20.6547s]
19/11/23 14:54:18| INFO ref finished [took 23.8148s]
19/11/23 14:54:25| INFO atc_mc finished [took 29.5162s]
19/11/23 14:54:32| INFO binc_sld finished [took 45.8337s]
19/11/23 14:54:33| INFO binmc_sld finished [took 43.4472s]
19/11/23 14:54:33| INFO binne_sld finished [took 43.8684s]
19/11/23 14:54:33| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 50.3850s]
19/11/23 14:54:33| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 14:55:06| INFO doc finished [took 21.1195s]
19/11/23 14:55:07| INFO ref finished [took 23.9974s]
19/11/23 14:55:14| INFO atc_mc finished [took 30.3238s]
19/11/23 14:55:23| INFO binmc_sld finished [took 45.4348s]
19/11/23 14:55:24| INFO binc_sld finished [took 47.9950s]
19/11/23 14:55:24| INFO binne_sld finished [took 43.2968s]
19/11/23 14:55:24| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 50.6027s]
19/11/23 14:55:24| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 14:55:59| INFO doc finished [took 19.7075s]
19/11/23 14:55:59| INFO ref finished [took 23.0012s]
19/11/23 14:56:06| INFO atc_mc finished [took 28.0330s]
19/11/23 14:56:16| INFO binc_sld finished [took 46.8877s]
19/11/23 14:56:17| INFO binmc_sld finished [took 44.8911s]
19/11/23 14:56:17| INFO binne_sld finished [took 45.2267s]
19/11/23 14:56:17| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 52.7128s]
19/11/23 14:56:17| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 14:56:51| INFO doc finished [took 20.4839s]
19/11/23 14:56:51| INFO ref finished [took 22.6835s]
19/11/23 14:56:58| INFO atc_mc finished [took 28.1940s]
19/11/23 14:57:18| INFO binmc_sld finished [took 55.0991s]
19/11/23 14:57:18| INFO binc_sld finished [took 54.6661s]
19/11/23 14:57:19| INFO binne_sld finished [took 52.9899s]
19/11/23 14:57:19| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 62.2310s]
19/11/23 14:57:19| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 14:57:50| INFO doc finished [took 20.7507s]
19/11/23 14:57:50| INFO ref finished [took 24.1299s]
19/11/23 14:57:59| INFO atc_mc finished [took 30.4774s]
19/11/23 14:58:11| INFO binne_sld finished [took 45.6334s]
19/11/23 14:58:11| INFO binmc_sld finished [took 47.5899s]
19/11/23 14:58:12| INFO binc_sld finished [took 50.8085s]
19/11/23 14:58:12| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 53.3934s]
----------------------------------------------------------------------------------------------------
19/11/23 16:45:51| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 16:46:00| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 16:46:30| INFO doc finished [took 18.2413s]
19/11/23 16:46:31| INFO ref finished [took 22.6817s]
19/11/23 16:46:38| INFO atc_mc finished [took 26.6918s]
19/11/23 16:47:02| INFO binmc_sld finished [took 59.1542s]
19/11/23 16:47:03| INFO binne_sld finished [took 56.5118s]
19/11/23 16:47:04| INFO binc_sld finished [took 61.5650s]
19/11/23 16:47:04| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 64.0919s]
19/11/23 16:47:04| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 16:47:36| INFO doc finished [took 22.1336s]
19/11/23 16:47:37| INFO ref finished [took 22.9951s]
19/11/23 16:47:42| INFO atc_mc finished [took 29.0117s]
19/11/23 16:48:08| INFO binmc_sld finished [took 58.5071s]
19/11/23 16:48:09| INFO binc_sld finished [took 60.8304s]
19/11/23 16:48:10| INFO binne_sld finished [took 57.2976s]
19/11/23 16:48:10| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.0747s]
19/11/23 16:48:10| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 16:48:48| INFO doc finished [took 21.4406s]
19/11/23 16:48:49| INFO ref finished [took 23.6459s]
19/11/23 16:48:56| INFO atc_mc finished [took 29.7807s]
19/11/23 16:49:09| INFO binc_sld finished [took 49.0549s]
19/11/23 16:49:10| INFO binmc_sld finished [took 48.0159s]
19/11/23 16:49:11| INFO binne_sld finished [took 46.2107s]
19/11/23 16:49:11| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.7070s]
19/11/23 16:49:11| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 16:49:44| INFO doc finished [took 21.4574s]
19/11/23 16:49:45| INFO ref finished [took 23.4747s]
19/11/23 16:49:51| INFO atc_mc finished [took 28.4928s]
19/11/23 16:50:03| INFO binmc_sld finished [took 44.8219s]
19/11/23 16:50:03| INFO binc_sld finished [took 50.0285s]
19/11/23 16:50:03| INFO binne_sld finished [took 42.7802s]
19/11/23 16:50:03| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 52.1849s]
19/11/23 16:50:03| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 16:50:37| INFO doc finished [took 21.7813s]
19/11/23 16:50:37| INFO ref finished [took 24.9412s]
19/11/23 16:50:45| INFO atc_mc finished [took 29.1503s]
19/11/23 16:50:53| INFO binmc_sld finished [took 42.5583s]
19/11/23 16:50:54| INFO binc_sld finished [took 45.0347s]
19/11/23 16:50:55| INFO binne_sld finished [took 43.5459s]
19/11/23 16:50:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 51.8091s]
19/11/23 16:50:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 16:51:28| INFO doc finished [took 21.8803s]
19/11/23 16:51:29| INFO ref finished [took 25.6668s]
19/11/23 16:51:36| INFO atc_mc finished [took 30.9659s]
19/11/23 16:51:45| INFO binmc_sld finished [took 46.8038s]
19/11/23 16:51:46| INFO binne_sld finished [took 44.0383s]
19/11/23 16:51:46| INFO binc_sld finished [took 48.7870s]
19/11/23 16:51:46| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 51.3499s]
19/11/23 16:51:46| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 16:52:20| INFO doc finished [took 21.2332s]
19/11/23 16:52:21| INFO ref finished [took 23.0943s]
19/11/23 16:52:28| INFO atc_mc finished [took 29.3320s]
19/11/23 16:52:39| INFO binmc_sld finished [took 44.3370s]
19/11/23 16:52:39| INFO binne_sld finished [took 43.0368s]
19/11/23 16:52:39| INFO binc_sld finished [took 46.1570s]
19/11/23 16:52:39| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.1689s]
19/11/23 16:52:39| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 16:53:14| INFO doc finished [took 20.1698s]
19/11/23 16:53:14| INFO ref finished [took 23.2513s]
19/11/23 16:53:21| INFO atc_mc finished [took 27.5763s]
19/11/23 16:53:42| INFO binne_sld finished [took 52.5427s]
19/11/23 16:53:42| INFO binc_sld finished [took 58.8222s]
19/11/23 16:53:43| INFO binmc_sld finished [took 58.1268s]
19/11/23 16:53:43| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 63.8906s]
19/11/23 16:53:43| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 16:54:14| INFO doc finished [took 20.3544s]
19/11/23 16:54:15| INFO ref finished [took 23.0896s]
19/11/23 16:54:22| INFO atc_mc finished [took 29.7740s]
19/11/23 16:54:33| INFO binne_sld finished [took 46.2084s]
19/11/23 16:54:34| INFO binc_sld finished [took 47.9653s]
19/11/23 16:54:35| INFO binmc_sld finished [took 46.9666s]
19/11/23 16:54:35| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.7033s]
----------------------------------------------------------------------------------------------------
19/11/23 17:08:02| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 17:08:11| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 17:08:13| WARNING Method binc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
19/11/23 17:08:15| WARNING Method binmc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
19/11/23 17:08:16| WARNING Method binne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
19/11/23 17:08:33| INFO doc finished [took 15.0248s]
19/11/23 17:08:34| INFO ref finished [took 16.4152s]
19/11/23 17:08:40| INFO atc_mc finished [took 21.6936s]
19/11/23 17:08:40| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 28.0926s]
19/11/23 17:08:40| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 17:08:44| WARNING Method binc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1
----------------------------------------------------------------------------------------------------
19/11/23 17:10:01| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 17:10:11| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 17:10:25| WARNING Method binmc_sld failed. Exception: fun: -595.6846992664824
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 3535
nit: 347
njev: 3535
status: 2
success: False
x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
19/11/23 17:10:25| WARNING Method binc_sld failed. Exception: fun: -595.6846992664824
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 3535
nit: 347
njev: 3535
status: 2
success: False
x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
19/11/23 17:10:25| WARNING Method binne_sld failed. Exception: fun: -595.6846992664824
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
jac: array([-0.07668312, 0.07087432, -0.0999424 , 0.9000576 ])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 3535
nit: 347
njev: 3535
status: 2
success: False
x: array([ 0.00000000e+00, 1.88794523e-04, -7.45496383e+02, -7.44507602e+02])
19/11/23 17:10:33| INFO doc finished [took 15.6859s]
19/11/23 17:10:34| INFO ref finished [took 17.7471s]
19/11/23 17:10:40| INFO atc_mc finished [took 22.6711s]
19/11/23 17:10:40| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 29.2489s]
19/11/23 17:10:40| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 17:10:48| WARNING Method binmc_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
19/11/23 17:10:48| WARNING Method binc_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
19/11/23 17:10:48| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator.__get_ext() takes 2 positional arguments but 3 were given
19/11/23 17:11:03| INFO doc finished [took 15.0399s]
19/11/23 17:11:04| INFO ref finished [took 16.4090s]
19/11/23 17:11:10| INFO atc_mc finished [took 21.7411s]
19/11/23 17:11:10| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 29.9082s]
19/11/23 17:11:10| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 17:11:23| WARNING Method binc_sld failed. Exception: fun: -306.66614994535826
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 336
nit: 66
njev: 336
status: 2
success: False
x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
19/11/23 17:11:24| WARNING Method binmc_sld failed. Exception: fun: -306.66614994535826
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 336
nit: 66
njev: 336
status: 2
success: False
x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
19/11/23 17:11:24| WARNING Method binne_sld failed. Exception: fun: -306.66614994535826
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
jac: array([0.20304325, 0.00905259, 0.16074069, 0.23931692])
message: 'ABNORMAL_TERMINATION_IN_LNSRCH'
nfev: 336
nit: 66
njev: 336
status: 2
success: False
x: array([ 0. , 1.91945785, -744.95694256, -744.94606302])
----------------------------------------------------------------------------------------------------
19/11/23 17:18:11| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 17:18:18| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 17:18:37| INFO ref finished [took 14.5211s]
19/11/23 17:18:37| INFO doc finished [took 14.4497s]
19/11/23 17:18:41| INFO atc_mc finished [took 18.3791s]
19/11/23 17:21:43| INFO binne_sld finished [took 202.4055s]
19/11/23 17:21:44| INFO binmc_sld finished [took 204.2414s]
19/11/23 17:21:44| INFO binc_sld finished [took 204.7832s]
19/11/23 17:21:44| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 206.1211s]
19/11/23 17:21:44| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 17:22:03| INFO doc finished [took 14.4127s]
19/11/23 17:22:04| INFO ref finished [took 15.0942s]
19/11/23 17:22:07| INFO atc_mc finished [took 18.4444s]
19/11/23 17:25:04| INFO binmc_sld finished [took 196.8827s]
19/11/23 17:25:04| INFO binc_sld finished [took 198.9891s]
19/11/23 17:25:08| INFO binne_sld finished [took 200.2195s]
19/11/23 17:25:08| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 203.8433s]
19/11/23 17:25:08| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 17:25:29| INFO doc finished [took 14.1024s]
19/11/23 17:25:30| INFO ref finished [took 15.3842s]
19/11/23 17:25:34| INFO atc_mc finished [took 18.9399s]
19/11/23 17:28:27| INFO binne_sld finished [took 193.7037s]
19/11/23 17:28:28| INFO binmc_sld finished [took 195.6142s]
19/11/23 17:28:28| INFO binc_sld finished [took 196.9330s]
19/11/23 17:28:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 200.5471s]
19/11/23 17:28:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 17:28:48| INFO doc finished [took 14.2358s]
19/11/23 17:28:48| INFO ref finished [took 15.6814s]
19/11/23 17:28:52| INFO atc_mc finished [took 18.8594s]
19/11/23 17:31:01| INFO binmc_sld finished [took 150.0442s]
19/11/23 17:31:01| INFO binc_sld finished [took 151.2891s]
19/11/23 17:31:02| INFO binne_sld finished [took 150.5066s]
19/11/23 17:31:02| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 153.8395s]
19/11/23 17:31:02| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 17:31:24| INFO doc finished [took 14.2196s]
19/11/23 17:31:24| INFO ref finished [took 16.5732s]
19/11/23 17:31:28| INFO atc_mc finished [took 18.5824s]
19/11/23 17:34:43| INFO binmc_sld finished [took 215.0384s]
19/11/23 17:34:44| INFO binc_sld finished [took 216.3005s]
19/11/23 17:34:46| INFO binne_sld finished [took 217.6596s]
19/11/23 17:34:46| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 223.8441s]
19/11/23 17:34:46| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 17:35:06| INFO doc finished [took 14.7948s]
19/11/23 17:35:06| INFO ref finished [took 15.4628s]
19/11/23 17:35:10| INFO atc_mc finished [took 19.3333s]
19/11/23 17:37:07| INFO binc_sld finished [took 139.3169s]
19/11/23 17:37:07| INFO binmc_sld finished [took 138.4585s]
19/11/23 17:37:07| INFO binne_sld finished [took 137.4471s]
19/11/23 17:37:07| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 141.2550s]
19/11/23 17:37:07| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 17:37:27| INFO doc finished [took 13.7406s]
19/11/23 17:37:27| INFO ref finished [took 14.9072s]
19/11/23 17:37:30| INFO atc_mc finished [took 17.4337s]
19/11/23 17:39:51| INFO binc_sld finished [took 161.0455s]
19/11/23 17:39:51| INFO binmc_sld finished [took 159.9109s]
19/11/23 17:39:52| INFO binne_sld finished [took 160.1666s]
19/11/23 17:39:52| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 164.4163s]
19/11/23 17:39:52| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 17:40:13| INFO doc finished [took 12.7364s]
19/11/23 17:40:13| INFO ref finished [took 14.2557s]
19/11/23 17:40:17| INFO atc_mc finished [took 17.4469s]
19/11/23 17:43:37| INFO binmc_sld finished [took 220.6302s]
19/11/23 17:43:38| INFO binc_sld finished [took 223.2326s]
19/11/23 17:43:39| INFO binne_sld finished [took 220.9998s]
19/11/23 17:43:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 227.0679s]
19/11/23 17:43:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 17:43:56| INFO doc finished [took 12.2417s]
19/11/23 17:43:56| INFO ref finished [took 13.5553s]
19/11/23 17:44:00| INFO atc_mc finished [took 16.9343s]
19/11/23 17:47:20| INFO binmc_sld finished [took 218.6766s]
19/11/23 17:47:21| INFO binne_sld finished [took 218.7460s]
19/11/23 17:47:21| INFO binc_sld finished [took 219.2882s]
19/11/23 17:47:21| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 222.2446s]
----------------------------------------------------------------------------------------------------
19/11/23 18:11:10| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 18:11:19| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 18:11:50| INFO doc finished [took 19.2949s]
19/11/23 18:11:51| INFO ref finished [took 22.4626s]
19/11/23 18:11:57| INFO atc_mc finished [took 26.6490s]
19/11/23 18:12:22| INFO binc_sld finished [took 60.8780s]
19/11/23 18:12:23| INFO binne_sld finished [took 56.4074s]
19/11/23 18:12:23| INFO binmc_sld finished [took 60.0194s]
19/11/23 18:12:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 63.4951s]
19/11/23 18:12:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 18:12:54| INFO doc finished [took 20.2041s]
19/11/23 18:12:55| INFO ref finished [took 21.9111s]
19/11/23 18:13:02| INFO atc_mc finished [took 28.4243s]
19/11/23 18:13:28| INFO binc_sld finished [took 61.4722s]
19/11/23 18:13:28| INFO binne_sld finished [took 56.5862s]
19/11/23 18:13:28| INFO binmc_sld finished [took 60.8506s]
19/11/23 18:13:28| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 65.3685s]
19/11/23 18:13:28| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 18:14:07| INFO doc finished [took 20.6297s]
19/11/23 18:14:08| INFO ref finished [took 24.3863s]
19/11/23 18:14:15| INFO atc_mc finished [took 28.5844s]
19/11/23 18:14:27| INFO binc_sld finished [took 50.1406s]
19/11/23 18:14:28| INFO binmc_sld finished [took 47.5910s]
19/11/23 18:14:28| INFO binne_sld finished [took 44.6222s]
19/11/23 18:14:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 59.8974s]
19/11/23 18:14:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 18:15:04| INFO doc finished [took 21.0882s]
19/11/23 18:15:04| INFO ref finished [took 24.8715s]
19/11/23 18:15:11| INFO atc_mc finished [took 31.0063s]
19/11/23 18:15:20| INFO binmc_sld finished [took 45.5985s]
19/11/23 18:15:22| INFO binne_sld finished [took 43.6949s]
19/11/23 18:15:22| INFO binc_sld finished [took 48.0274s]
19/11/23 18:15:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.1688s]
19/11/23 18:15:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 18:15:57| INFO doc finished [took 21.6275s]
19/11/23 18:15:57| INFO ref finished [took 24.0525s]
19/11/23 18:16:04| INFO atc_mc finished [took 30.9620s]
19/11/23 18:16:12| INFO binmc_sld finished [took 45.5321s]
19/11/23 18:16:13| INFO binc_sld finished [took 44.3017s]
19/11/23 18:16:14| INFO binne_sld finished [took 41.6713s]
19/11/23 18:16:14| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 51.3922s]
19/11/23 18:16:14| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 18:16:46| INFO doc finished [took 21.6048s]
19/11/23 18:16:47| INFO ref finished [took 23.5465s]
19/11/23 18:16:53| INFO atc_mc finished [took 29.2836s]
19/11/23 18:17:03| INFO binc_sld finished [took 46.5709s]
19/11/23 18:17:03| INFO binmc_sld finished [took 45.1560s]
19/11/23 18:17:04| INFO binne_sld finished [took 43.6591s]
19/11/23 18:17:04| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 50.1296s]
19/11/23 18:17:04| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 18:17:39| INFO doc finished [took 21.3066s]
19/11/23 18:17:39| INFO ref finished [took 25.8099s]
19/11/23 18:17:46| INFO atc_mc finished [took 29.8067s]
19/11/23 18:17:56| INFO binmc_sld finished [took 44.9994s]
19/11/23 18:17:56| INFO binc_sld finished [took 46.5171s]
19/11/23 18:17:57| INFO binne_sld finished [took 43.0452s]
19/11/23 18:17:57| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.1428s]
19/11/23 18:17:57| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 18:18:32| INFO doc finished [took 19.9936s]
19/11/23 18:18:32| INFO ref finished [took 22.4799s]
19/11/23 18:18:39| INFO atc_mc finished [took 29.1331s]
19/11/23 18:18:59| INFO binne_sld finished [took 51.5866s]
19/11/23 18:18:59| INFO binc_sld finished [took 56.4713s]
19/11/23 18:19:00| INFO binmc_sld finished [took 54.8087s]
19/11/23 18:19:00| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 62.7750s]
19/11/23 18:19:00| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 18:19:31| INFO doc finished [took 20.4376s]
19/11/23 18:19:32| INFO ref finished [took 24.4953s]
19/11/23 18:19:38| INFO atc_mc finished [took 28.3290s]
19/11/23 18:19:50| INFO binc_sld finished [took 47.1278s]
19/11/23 18:19:51| INFO binne_sld finished [took 45.4607s]
19/11/23 18:19:51| INFO binmc_sld finished [took 47.4927s]
19/11/23 18:19:51| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.2145s]
----------------------------------------------------------------------------------------------------
19/11/23 18:22:04| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 18:22:14| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 18:22:43| INFO doc finished [took 17.8801s]
19/11/23 18:22:43| INFO ref finished [took 20.9234s]
19/11/23 18:22:50| INFO atc_mc finished [took 24.8799s]
19/11/23 18:23:14| INFO binc_sld finished [took 58.2597s]
19/11/23 18:23:14| INFO binne_sld finished [took 56.1394s]
19/11/23 18:23:15| INFO binmc_sld finished [took 57.0692s]
19/11/23 18:23:15| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 61.6783s]
19/11/23 18:23:15| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 18:23:45| INFO doc finished [took 18.1790s]
19/11/23 18:23:46| INFO ref finished [took 20.3359s]
19/11/23 18:23:53| INFO atc_mc finished [took 26.7497s]
19/11/23 18:24:13| INFO binne_sld finished [took 50.4215s]
19/11/23 18:24:16| INFO binmc_sld finished [took 54.7121s]
19/11/23 18:24:17| INFO binc_sld finished [took 57.3442s]
19/11/23 18:24:17| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 61.2930s]
19/11/23 18:24:17| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 18:24:55| INFO doc finished [took 19.6176s]
19/11/23 18:24:56| INFO ref finished [took 23.6219s]
19/11/23 18:25:02| INFO atc_mc finished [took 27.2067s]
19/11/23 18:25:18| INFO binc_sld finished [took 52.8540s]
19/11/23 18:25:19| INFO binmc_sld finished [took 51.7882s]
19/11/23 18:25:22| INFO binne_sld finished [took 50.3933s]
19/11/23 18:25:22| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 64.8360s]
19/11/23 18:25:22| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 18:25:57| INFO doc finished [took 22.1598s]
19/11/23 18:25:57| INFO ref finished [took 25.0719s]
19/11/23 18:26:03| INFO atc_mc finished [took 29.5892s]
19/11/23 18:26:17| INFO binmc_sld finished [took 47.3350s]
19/11/23 18:26:17| INFO binc_sld finished [took 49.8096s]
19/11/23 18:26:22| INFO binne_sld finished [took 51.0971s]
19/11/23 18:26:22| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 60.1661s]
19/11/23 18:26:22| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 18:26:56| INFO doc finished [took 22.1252s]
19/11/23 18:26:56| INFO ref finished [took 24.0740s]
19/11/23 18:27:02| INFO atc_mc finished [took 30.7025s]
19/11/23 18:27:14| INFO binmc_sld finished [took 44.1819s]
19/11/23 18:27:14| INFO binc_sld finished [took 48.4355s]
19/11/23 18:27:17| INFO binne_sld finished [took 46.2974s]
19/11/23 18:27:17| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 55.5199s]
19/11/23 18:27:17| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 18:27:51| INFO doc finished [took 22.4606s]
19/11/23 18:27:51| INFO ref finished [took 24.8789s]
19/11/23 18:27:58| INFO atc_mc finished [took 29.1385s]
19/11/23 18:28:09| INFO binc_sld finished [took 49.6116s]
19/11/23 18:28:10| INFO binmc_sld finished [took 48.6527s]
19/11/23 18:28:12| INFO binne_sld finished [took 46.0670s]
19/11/23 18:28:12| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 54.4336s]
19/11/23 18:28:12| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 18:28:46| INFO doc finished [took 21.2565s]
19/11/23 18:28:46| INFO ref finished [took 23.8927s]
19/11/23 18:28:53| INFO atc_mc finished [took 30.5197s]
19/11/23 18:29:05| INFO binc_sld finished [took 48.6775s]
19/11/23 18:29:06| INFO binmc_sld finished [took 45.3035s]
19/11/23 18:29:09| INFO binne_sld finished [took 47.1706s]
19/11/23 18:29:09| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 57.2739s]
19/11/23 18:29:09| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 18:29:42| INFO doc finished [took 18.5240s]
19/11/23 18:29:43| INFO ref finished [took 21.8903s]
19/11/23 18:29:50| INFO atc_mc finished [took 26.2267s]
19/11/23 18:30:08| INFO binmc_sld finished [took 51.8406s]
19/11/23 18:30:09| INFO binne_sld finished [took 51.0767s]
19/11/23 18:30:09| INFO binc_sld finished [took 56.6035s]
19/11/23 18:30:09| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 60.1379s]
19/11/23 18:30:09| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 18:30:40| INFO doc finished [took 21.5119s]
19/11/23 18:30:41| INFO ref finished [took 23.5824s]
19/11/23 18:30:47| INFO atc_mc finished [took 29.6170s]
19/11/23 18:30:58| INFO binne_sld finished [took 45.4093s]
19/11/23 18:30:59| INFO binc_sld finished [took 47.0583s]
19/11/23 18:31:00| INFO binmc_sld finished [took 46.4880s]
19/11/23 18:31:00| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.3101s]
----------------------------------------------------------------------------------------------------
19/11/23 18:39:38| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 18:39:47| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 18:40:47| INFO doc finished [took 42.0612s]
19/11/23 18:40:49| INFO ref finished [took 46.7424s]
19/11/23 18:40:53| INFO mulc_sld finished [took 61.5488s]
19/11/23 18:40:59| INFO atc_mc finished [took 55.2418s]
19/11/23 18:41:00| INFO mulmc_sld finished [took 64.4950s]
19/11/23 18:41:01| INFO mulne_sld finished [took 58.9139s]
19/11/23 18:41:14| INFO binc_sld finished [took 84.0531s]
19/11/23 18:41:15| INFO binmc_sld finished [took 81.1781s]
19/11/23 18:41:22| INFO binne_sld finished [took 84.2111s]
19/11/23 18:41:22| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 94.8732s]
19/11/23 18:41:22| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 18:42:18| INFO ref finished [took 38.0069s]
19/11/23 18:42:26| INFO doc finished [took 43.4832s]
19/11/23 18:42:32| INFO atc_mc finished [took 50.7452s]
19/11/23 18:42:34| INFO mulmc_sld finished [took 61.3979s]
19/11/23 18:42:37| INFO mulne_sld finished [took 59.6374s]
19/11/23 18:42:41| INFO mulc_sld finished [took 74.7355s]
19/11/23 18:42:52| INFO binc_sld finished [took 86.2241s]
19/11/23 18:42:58| INFO binmc_sld finished [took 88.8853s]
19/11/23 18:42:58| INFO binne_sld finished [took 83.2734s]
19/11/23 18:42:58| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 95.8377s]
19/11/23 18:42:58| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 18:44:10| INFO ref finished [took 47.2416s]
19/11/23 18:44:17| INFO doc finished [took 52.8857s]
19/11/23 18:44:31| INFO mulne_sld finished [took 71.8977s]
19/11/23 18:44:32| INFO atc_mc finished [took 69.6723s]
19/11/23 18:44:37| INFO mulc_sld finished [took 82.9713s]
19/11/23 18:44:41| INFO binc_sld finished [took 93.7943s]
19/11/23 18:44:41| INFO mulmc_sld finished [took 83.5402s]
19/11/23 18:44:42| INFO binmc_sld finished [took 85.3519s]
19/11/23 18:44:43| INFO binne_sld finished [took 81.3494s]
19/11/23 18:44:43| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 104.5215s]
19/11/23 18:44:43| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 18:45:48| INFO ref finished [took 47.7744s]
19/11/23 18:45:55| INFO doc finished [took 51.7180s]
19/11/23 18:46:04| INFO atc_mc finished [took 63.3996s]
19/11/23 18:46:12| INFO mulne_sld finished [took 73.6585s]
19/11/23 18:46:12| INFO binc_sld finished [took 84.5622s]
19/11/23 18:46:18| INFO binmc_sld finished [took 83.3563s]
19/11/23 18:46:19| INFO mulmc_sld finished [took 85.3198s]
19/11/23 18:46:20| INFO mulc_sld finished [took 91.3679s]
19/11/23 18:46:20| INFO binne_sld finished [took 87.1135s]
19/11/23 18:46:20| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 97.6831s]
19/11/23 18:46:20| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 18:47:35| INFO doc finished [took 55.1571s]
19/11/23 18:47:36| INFO ref finished [took 58.1473s]
19/11/23 18:47:45| INFO atc_mc finished [took 66.0453s]
19/11/23 18:47:50| INFO binc_sld finished [took 84.3122s]
19/11/23 18:47:50| INFO mulmc_sld finished [took 75.7539s]
19/11/23 18:47:51| INFO mulne_sld finished [took 75.6100s]
19/11/23 18:47:59| INFO mulc_sld finished [took 89.6988s]
19/11/23 18:47:59| INFO binmc_sld finished [took 90.0782s]
19/11/23 18:48:01| INFO binne_sld finished [took 86.9830s]
19/11/23 18:48:01| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 100.4602s]
19/11/23 18:48:01| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 18:49:13| INFO doc finished [took 54.5038s]
19/11/23 18:49:15| INFO ref finished [took 59.5989s]
19/11/23 18:49:15| INFO atc_mc finished [took 58.0249s]
19/11/23 18:49:28| INFO mulc_sld finished [took 79.6772s]
19/11/23 18:49:28| INFO binmc_sld finished [took 78.3720s]
19/11/23 18:49:33| INFO mulmc_sld finished [took 80.8972s]
19/11/23 18:49:35| INFO mulne_sld finished [took 81.2188s]
19/11/23 18:49:36| INFO binc_sld finished [took 90.8013s]
19/11/23 18:49:39| INFO binne_sld finished [took 86.7514s]
19/11/23 18:49:39| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 98.4566s]
19/11/23 18:49:39| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 18:50:47| INFO doc finished [took 46.4536s]
19/11/23 18:50:48| INFO ref finished [took 48.6087s]
19/11/23 18:51:10| INFO atc_mc finished [took 70.4374s]
19/11/23 18:51:11| INFO mulc_sld finished [took 81.7437s]
19/11/23 18:51:11| INFO mulmc_sld finished [took 78.5972s]
19/11/23 18:51:12| INFO mulne_sld finished [took 75.4022s]
19/11/23 18:51:15| INFO binne_sld finished [took 80.7768s]
19/11/23 18:51:15| INFO binmc_sld finished [took 84.9707s]
19/11/23 18:51:22| INFO binc_sld finished [took 96.4131s]
19/11/23 18:51:22| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 102.6423s]
19/11/23 18:51:22| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 18:52:35| INFO doc finished [took 51.5735s]
19/11/23 18:52:35| INFO ref finished [took 54.3748s]
19/11/23 18:52:43| INFO atc_mc finished [took 60.6528s]
19/11/23 18:52:44| INFO mulc_sld finished [took 74.2069s]
19/11/23 18:52:52| INFO mulmc_sld finished [took 76.6810s]
19/11/23 18:52:54| INFO mulne_sld finished [took 75.4376s]
19/11/23 18:52:58| INFO binc_sld finished [took 90.4086s]
19/11/23 18:52:58| INFO binne_sld finished [took 80.3181s]
19/11/23 18:53:07| INFO binmc_sld finished [took 94.3656s]
19/11/23 18:53:07| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 105.5271s]
19/11/23 18:53:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 18:54:15| INFO ref finished [took 54.6314s]
19/11/23 18:54:15| INFO doc finished [took 50.8868s]
19/11/23 18:54:16| INFO atc_mc finished [took 55.1184s]
19/11/23 18:54:21| INFO mulne_sld finished [took 62.5328s]
19/11/23 18:54:29| INFO binc_sld finished [took 79.6967s]
19/11/23 18:54:30| INFO mulc_sld finished [took 75.0899s]
19/11/23 18:54:30| INFO mulmc_sld finished [took 74.2348s]
19/11/23 18:54:37| INFO binne_sld finished [took 78.3799s]
19/11/23 18:54:38| INFO binmc_sld finished [took 83.6068s]
19/11/23 18:54:38| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 90.2295s]
----------------------------------------------------------------------------------------------------
19/11/23 19:19:01| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 19:19:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 19:19:25| WARNING Method bints_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64'
19/11/23 19:19:29| WARNING Method mults_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64'
----------------------------------------------------------------------------------------------------
19/11/23 19:22:41| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 19:22:50| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 19:23:05| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
19/11/23 19:23:08| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
19/11/23 19:23:48| INFO ref finished [took 39.0140s]
19/11/23 19:23:54| INFO doc finished [took 39.8326s]
19/11/23 19:24:03| INFO atc_mc finished [took 51.9025s]
19/11/23 19:24:03| INFO mulc_sld finished [took 69.4163s]
19/11/23 19:24:11| INFO mulne_sld finished [took 68.3830s]
19/11/23 19:24:22| INFO binc_sld finished [took 89.4825s]
19/11/23 19:24:28| INFO binmc_sld finished [took 92.0946s]
19/11/23 19:24:29| INFO binne_sld finished [took 88.7162s]
19/11/23 19:24:44| INFO mulmc_sld finished [took 107.4107s]
19/11/23 19:24:44| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 113.4918s]
19/11/23 19:24:44| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 19:25:01| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
19/11/23 19:25:04| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array.
19/11/23 19:25:55| INFO doc finished [took 43.6512s]
19/11/23 19:25:56| INFO ref finished [took 49.4358s]
19/11/23 19:26:04| INFO atc_mc finished [took 55.3730s]
19/11/23 19:26:24| INFO binmc_sld finished [took 93.3904s]
19/11/23 19:26:25| INFO binne_sld finished [took 89.5951s]
19/11/23 19:26:27| INFO mulne_sld finished [took 88.8770s]
19/11/23 19:26:33| INFO mulc_sld finished [took 104.6236s]
19/11/23 19:26:33| INFO binc_sld finished [took 106.6419s]
19/11/23 19:26:35| INFO mulmc_sld finished [took 102.2352s]
19/11/23 19:26:35| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 110.9123s]
19/11/23 19:26:35| INFO Dataset sample 0.30 of dataset imdb_9prevs started
----------------------------------------------------------------------------------------------------
19/11/23 19:41:08| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
19/11/23 19:41:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
19/11/23 19:41:17| WARNING Method binc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
19/11/23 19:41:19| WARNING Method mulc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
19/11/23 19:41:22| WARNING Method binmc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
19/11/23 19:41:24| WARNING Method mulmc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
19/11/23 19:41:26| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
19/11/23 19:41:29| WARNING Method mulne_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given
----------------------------------------------------------------------------------------------------
19/11/23 19:43:25| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
19/11/23 19:43:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
19/11/23 19:45:29| INFO mulmc_sld finished [took 101.0113s]
19/11/23 19:45:33| INFO atc_mc finished [took 81.8134s]
19/11/23 19:45:39| INFO binne_sld finished [took 106.6186s]
19/11/23 19:45:48| INFO mulc_sld finished [took 131.4954s]
19/11/23 19:45:52| INFO ref finished [took 107.0774s]
19/11/23 19:45:54| INFO doc finished [took 99.5317s]
19/11/23 19:45:58| INFO binc_sld finished [took 144.6321s]
19/11/23 19:46:01| INFO mulne_sld finished [took 121.0649s]
19/11/23 19:46:04| INFO binmc_sld finished [took 142.0601s]
19/11/23 19:46:04| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 153.6601s]
19/11/23 19:46:04| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
19/11/23 19:48:11| INFO mulmc_sld finished [took 107.2992s]
19/11/23 19:48:15| INFO mulne_sld finished [took 95.8040s]
19/11/23 19:48:18| INFO binne_sld finished [took 108.0761s]
19/11/23 19:48:36| INFO ref finished [took 110.3294s]
19/11/23 19:48:36| INFO doc finished [took 98.2332s]
19/11/23 19:48:36| INFO mulc_sld finished [took 145.0524s]
19/11/23 19:48:39| INFO binc_sld finished [took 151.4444s]
19/11/23 19:48:44| INFO atc_mc finished [took 111.2407s]
19/11/23 19:48:45| INFO binmc_sld finished [took 148.2457s]
19/11/23 19:48:45| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 161.0611s]
19/11/23 19:48:45| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
19/11/23 19:50:50| INFO ref finished [took 81.0260s]
19/11/23 19:50:51| INFO doc finished [took 68.9712s]
19/11/23 19:50:58| INFO binne_sld finished [took 104.8960s]
19/11/23 19:51:20| INFO binc_sld finished [took 151.0900s]
19/11/23 19:51:20| INFO mulc_sld finished [took 147.5938s]
19/11/23 19:51:22| INFO binmc_sld finished [took 143.5357s]
19/11/23 19:51:25| INFO atc_mc finished [took 107.7969s]
19/11/23 19:51:26| INFO mulmc_sld finished [took 139.7868s]
19/11/23 19:51:29| INFO mulne_sld finished [took 128.2238s]
19/11/23 19:51:29| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 163.5587s]
19/11/23 19:51:29| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
19/11/23 19:53:25| INFO doc finished [took 68.5324s]
19/11/23 19:53:32| INFO binne_sld finished [took 99.8498s]
19/11/23 19:53:40| INFO mulc_sld finished [took 125.1210s]
19/11/23 19:53:48| INFO mulmc_sld finished [took 120.8493s]
19/11/23 19:53:55| INFO binc_sld finished [took 143.1980s]
19/11/23 19:53:59| INFO ref finished [took 113.1608s]
19/11/23 19:54:01| INFO binmc_sld finished [took 141.3867s]
19/11/23 19:54:05| INFO mulne_sld finished [took 124.9688s]
19/11/23 19:54:06| INFO atc_mc finished [took 115.1550s]
19/11/23 19:54:06| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 157.4892s]
19/11/23 19:54:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
19/11/23 19:56:06| INFO ref finished [took 76.5257s]
19/11/23 19:56:13| INFO binmc_sld finished [took 114.0996s]
19/11/23 19:56:19| INFO mulne_sld finished [took 97.5415s]
19/11/23 19:56:35| INFO doc finished [took 95.5446s]
19/11/23 19:56:38| INFO binc_sld finished [took 148.1309s]
19/11/23 19:56:42| INFO mulc_sld finished [took 148.3328s]
19/11/23 19:56:44| INFO binne_sld finished [took 130.8020s]
19/11/23 19:56:47| INFO mulmc_sld finished [took 139.5310s]
19/11/23 19:56:47| INFO atc_mc finished [took 111.4280s]
19/11/23 19:56:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 161.1824s]
19/11/23 19:56:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
19/11/23 19:58:51| INFO doc finished [took 70.6697s]
19/11/23 19:58:54| INFO binmc_sld finished [took 115.2236s]
19/11/23 19:58:58| INFO mulmc_sld finished [took 111.5674s]
19/11/23 19:59:14| INFO ref finished [took 106.0625s]
19/11/23 19:59:17| INFO binc_sld finished [took 146.4685s]
19/11/23 19:59:22| INFO mulc_sld finished [took 148.1159s]
19/11/23 19:59:27| INFO atc_mc finished [took 112.5389s]
19/11/23 19:59:27| INFO binne_sld finished [took 134.9076s]
19/11/23 19:59:32| INFO mulne_sld finished [took 131.3486s]
19/11/23 19:59:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 164.7187s]
19/11/23 19:59:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
19/11/23 20:01:42| INFO atc_mc finished [took 81.5536s]
19/11/23 20:01:42| INFO binmc_sld finished [took 118.9289s]
19/11/23 20:01:45| INFO mulne_sld finished [took 97.3116s]
19/11/23 20:02:04| INFO ref finished [took 110.9748s]
19/11/23 20:02:06| INFO doc finished [took 98.8829s]
19/11/23 20:02:11| INFO mulc_sld finished [took 151.1318s]
19/11/23 20:02:11| INFO mulmc_sld finished [took 139.3934s]
19/11/23 20:02:12| INFO binc_sld finished [took 156.7129s]
19/11/23 20:02:22| INFO binne_sld finished [took 141.8948s]
19/11/23 20:02:22| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 169.8505s]
19/11/23 20:02:22| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
19/11/23 20:04:32| INFO mulmc_sld finished [took 107.9326s]
19/11/23 20:04:37| INFO binc_sld finished [took 131.3714s]
19/11/23 20:04:41| INFO binmc_sld finished [took 126.9400s]
19/11/23 20:04:53| INFO ref finished [took 109.4238s]
19/11/23 20:04:56| INFO mulc_sld finished [took 146.6672s]
19/11/23 20:04:58| INFO doc finished [took 102.6548s]
19/11/23 20:05:05| INFO mulne_sld finished [took 128.6264s]
19/11/23 20:05:07| INFO atc_mc finished [took 115.3303s]
19/11/23 20:05:16| INFO binne_sld finished [took 148.5048s]
19/11/23 20:05:16| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 173.9456s]
19/11/23 20:05:16| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
19/11/23 20:07:13| INFO mulc_sld finished [took 110.4290s]
19/11/23 20:07:22| INFO atc_mc finished [took 79.8260s]
19/11/23 20:07:37| INFO binc_sld finished [took 138.4056s]
19/11/23 20:07:40| INFO ref finished [took 103.9488s]
19/11/23 20:07:41| INFO doc finished [took 93.9011s]
19/11/23 20:07:51| INFO mulne_sld finished [took 121.3413s]
19/11/23 20:07:51| INFO mulmc_sld finished [took 135.1729s]
19/11/23 20:08:08| INFO binne_sld finished [took 147.2318s]
19/11/23 20:08:11| INFO binmc_sld finished [took 162.3291s]
19/11/23 20:08:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 174.6774s]
----------------------------------------------------------------------------------------------------
19/11/23 20:08:11| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 20:08:20| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 20:09:20| INFO atc_mc finished [took 42.8710s]
19/11/23 20:09:21| INFO ref finished [took 43.6417s]
19/11/23 20:09:21| INFO doc finished [took 41.3836s]
19/11/23 20:09:27| INFO mulmc_sld finished [took 58.4929s]
19/11/23 20:09:32| INFO mulne_sld finished [took 57.5357s]
19/11/23 20:09:33| INFO mulc_sld finished [took 69.2991s]
19/11/23 20:09:46| INFO binc_sld finished [took 84.1147s]
19/11/23 20:09:55| INFO binne_sld finished [took 84.5281s]
19/11/23 20:09:55| INFO binmc_sld finished [took 89.1542s]
19/11/23 20:09:55| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 95.2448s]
19/11/23 20:09:55| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 20:10:59| INFO ref finished [took 47.3966s]
19/11/23 20:11:00| INFO atc_mc finished [took 43.9834s]
19/11/23 20:11:00| INFO doc finished [took 44.0074s]
19/11/23 20:11:07| INFO mulc_sld finished [took 66.6602s]
19/11/23 20:11:13| INFO mulne_sld finished [took 61.4361s]
19/11/23 20:11:14| INFO mulmc_sld finished [took 68.6355s]
19/11/23 20:11:26| INFO binc_sld finished [took 87.7194s]
19/11/23 20:11:34| INFO binne_sld finished [took 86.6534s]
19/11/23 20:11:34| INFO binmc_sld finished [took 92.6218s]
19/11/23 20:11:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 98.9725s]
19/11/23 20:11:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 20:12:55| INFO doc finished [took 51.2553s]
19/11/23 20:12:56| INFO ref finished [took 56.6532s]
19/11/23 20:13:08| INFO mulne_sld finished [took 71.5676s]
19/11/23 20:13:09| INFO atc_mc finished [took 67.1399s]
19/11/23 20:13:14| INFO binne_sld finished [took 79.5664s]
19/11/23 20:13:14| INFO mulmc_sld finished [took 82.4176s]
19/11/23 20:13:15| INFO mulc_sld finished [took 84.7426s]
19/11/23 20:13:16| INFO binc_sld finished [took 88.8689s]
19/11/23 20:13:18| INFO binmc_sld finished [took 89.5081s]
19/11/23 20:13:18| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 103.5502s]
19/11/23 20:13:18| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 20:14:31| INFO doc finished [took 50.8739s]
19/11/23 20:14:32| INFO atc_mc finished [took 53.2467s]
19/11/23 20:14:32| INFO ref finished [took 55.4985s]
19/11/23 20:14:46| INFO binne_sld finished [took 73.5470s]
19/11/23 20:14:49| INFO mulne_sld finished [took 73.8855s]
19/11/23 20:14:52| INFO binc_sld finished [took 91.0872s]
19/11/23 20:14:53| INFO binmc_sld finished [took 85.1854s]
19/11/23 20:14:53| INFO mulmc_sld finished [took 83.0024s]
19/11/23 20:14:53| INFO mulc_sld finished [took 89.6033s]
19/11/23 20:14:53| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 95.5020s]
19/11/23 20:14:53| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 20:16:08| INFO doc finished [took 52.8491s]
19/11/23 20:16:08| INFO ref finished [took 54.9432s]
19/11/23 20:16:19| INFO binmc_sld finished [took 79.4615s]
19/11/23 20:16:21| INFO atc_mc finished [took 68.1066s]
19/11/23 20:16:21| INFO mulmc_sld finished [took 78.4218s]
19/11/23 20:16:22| INFO mulc_sld finished [took 84.7562s]
19/11/23 20:16:26| INFO binc_sld finished [took 90.4883s]
19/11/23 20:16:27| INFO binne_sld finished [took 80.6932s]
19/11/23 20:16:32| INFO mulne_sld finished [took 82.1265s]
19/11/23 20:16:32| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 98.3945s]
19/11/23 20:16:32| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 20:17:45| INFO ref finished [took 55.6285s]
19/11/23 20:17:45| INFO atc_mc finished [took 56.0716s]
19/11/23 20:17:45| INFO doc finished [took 54.1295s]
19/11/23 20:17:57| INFO binmc_sld finished [took 77.2017s]
19/11/23 20:17:59| INFO mulne_sld finished [took 74.2482s]
19/11/23 20:18:03| INFO mulmc_sld finished [took 81.3975s]
19/11/23 20:18:04| INFO binc_sld finished [took 90.5582s]
19/11/23 20:18:05| INFO mulc_sld finished [took 88.7117s]
19/11/23 20:18:06| INFO binne_sld finished [took 82.0301s]
19/11/23 20:18:06| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 93.8647s]
19/11/23 20:18:06| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 20:19:21| INFO doc finished [took 51.5947s]
19/11/23 20:19:23| INFO ref finished [took 55.6575s]
19/11/23 20:19:34| INFO mulc_sld finished [took 83.2674s]
19/11/23 20:19:36| INFO atc_mc finished [took 67.2435s]
19/11/23 20:19:36| INFO binmc_sld finished [took 80.0895s]
19/11/23 20:19:37| INFO binne_sld finished [took 75.4826s]
19/11/23 20:19:41| INFO mulne_sld finished [took 76.1622s]
19/11/23 20:19:41| INFO binc_sld finished [took 92.3857s]
19/11/23 20:19:44| INFO mulmc_sld finished [took 84.9288s]
19/11/23 20:19:44| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 97.9102s]
19/11/23 20:19:44| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 20:20:56| INFO doc finished [took 50.9169s]
19/11/23 20:20:57| INFO ref finished [took 54.3907s]
19/11/23 20:21:03| INFO atc_mc finished [took 59.3513s]
19/11/23 20:21:08| INFO mulmc_sld finished [took 69.9581s]
19/11/23 20:21:15| INFO mulc_sld finished [took 83.7655s]
19/11/23 20:21:16| INFO mulne_sld finished [took 74.0565s]
19/11/23 20:21:19| INFO binmc_sld finished [took 85.6575s]
19/11/23 20:21:21| INFO binc_sld finished [took 92.1814s]
19/11/23 20:21:27| INFO binne_sld finished [took 87.6698s]
19/11/23 20:21:27| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 103.4096s]
19/11/23 20:21:27| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 20:22:26| INFO ref finished [took 43.5365s]
19/11/23 20:22:26| INFO doc finished [took 42.2749s]
19/11/23 20:22:45| INFO mulne_sld finished [took 64.7371s]
19/11/23 20:22:46| INFO mulc_sld finished [took 75.7984s]
19/11/23 20:22:47| INFO atc_mc finished [took 63.9119s]
19/11/23 20:22:48| INFO binc_sld finished [took 79.1970s]
19/11/23 20:22:53| INFO mulmc_sld finished [took 78.7171s]
19/11/23 20:22:53| INFO binne_sld finished [took 76.0629s]
19/11/23 20:22:53| INFO binmc_sld finished [took 79.2422s]
19/11/23 20:22:53| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 86.0248s]
----------------------------------------------------------------------------------------------------
19/11/23 20:57:17| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
19/11/23 20:57:22| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
19/11/23 20:59:30| INFO ref finished [took 78.3554s]
19/11/23 20:59:48| INFO atc_mc finished [took 89.6456s]
19/11/23 21:00:10| INFO binc_sld finished [took 165.0292s]
19/11/23 21:00:13| INFO mulc_sld finished [took 163.4647s]
19/11/23 21:00:13| INFO mulis_sld finished [took 127.4467s]
19/11/23 21:00:23| INFO mulmc_sld finished [took 162.1337s]
19/11/23 21:00:23| INFO mulne_sld finished [took 152.7607s]
19/11/23 21:00:25| INFO binis_sld finished [took 146.5875s]
19/11/23 21:00:27| INFO binmc_sld finished [took 172.9657s]
19/11/23 21:00:30| INFO binne_sld finished [took 165.1468s]
19/11/23 21:00:39| INFO doc finished [took 63.7435s]
19/11/23 21:00:39| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 196.9654s]
19/11/23 21:00:39| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
19/11/23 21:03:10| INFO binne_sld finished [took 127.2992s]
19/11/23 21:03:12| INFO binis_sld finished [took 111.2641s]
19/11/23 21:03:26| INFO ref finished [took 111.9644s]
19/11/23 21:03:37| INFO binmc_sld finished [took 166.6270s]
19/11/23 21:03:38| INFO atc_mc finished [took 116.7918s]
19/11/23 21:03:39| INFO mulc_sld finished [took 173.4535s]
19/11/23 21:03:42| INFO binc_sld finished [took 179.9198s]
19/11/23 21:03:44| INFO mulmc_sld finished [took 166.2971s]
19/11/23 21:03:47| INFO mulis_sld finished [took 138.2204s]
19/11/23 21:03:49| INFO mulne_sld finished [took 158.0875s]
19/11/23 21:04:07| INFO doc finished [took 51.6344s]
19/11/23 21:04:07| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 207.9590s]
19/11/23 21:04:07| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
19/11/23 21:06:24| INFO ref finished [took 77.6894s]
19/11/23 21:06:47| INFO binis_sld finished [took 115.7259s]
19/11/23 21:07:06| INFO binc_sld finished [took 175.8364s]
19/11/23 21:07:09| INFO binne_sld finished [took 154.7778s]
19/11/23 21:07:14| INFO mulne_sld finished [took 149.9715s]
19/11/23 21:07:16| INFO mulmc_sld finished [took 168.3360s]
19/11/23 21:07:18| INFO mulc_sld finished [took 184.0222s]
19/11/23 21:07:20| INFO binmc_sld finished [took 179.4936s]
19/11/23 21:07:23| INFO mulis_sld finished [took 143.9927s]
19/11/23 21:07:26| INFO atc_mc finished [took 131.6257s]
19/11/23 21:07:33| INFO doc finished [took 62.9090s]
19/11/23 21:07:33| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 206.3195s]
19/11/23 21:07:33| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
19/11/23 21:09:53| INFO mulc_sld finished [took 133.5063s]
19/11/23 21:09:55| INFO mulis_sld finished [took 98.2986s]
19/11/23 21:10:10| INFO binc_sld finished [took 154.4466s]
19/11/23 21:10:21| INFO binmc_sld finished [took 158.6595s]
19/11/23 21:10:29| INFO atc_mc finished [took 121.3342s]
19/11/23 21:10:30| INFO binis_sld finished [took 140.8381s]
19/11/23 21:10:30| INFO mulmc_sld finished [took 162.2964s]
19/11/23 21:10:35| INFO ref finished [took 131.6754s]
19/11/23 21:10:35| INFO mulne_sld finished [took 153.4051s]
19/11/23 21:10:40| INFO binne_sld finished [took 164.0910s]
19/11/23 21:10:58| INFO doc finished [took 62.0151s]
19/11/23 21:10:58| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 204.4837s]
19/11/23 21:10:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
19/11/23 21:13:19| INFO binmc_sld finished [took 129.2896s]
19/11/23 21:13:29| INFO mulne_sld finished [took 116.7361s]
19/11/23 21:13:52| INFO ref finished [took 116.4011s]
19/11/23 21:13:52| INFO mulmc_sld finished [took 155.0571s]
19/11/23 21:13:55| INFO binc_sld finished [took 174.5466s]
19/11/23 21:14:03| INFO mulc_sld finished [took 179.0632s]
19/11/23 21:14:06| INFO binis_sld finished [took 146.8596s]
19/11/23 21:14:10| INFO binne_sld finished [took 165.9503s]
19/11/23 21:14:12| INFO atc_mc finished [took 128.9594s]
19/11/23 21:14:13| INFO mulis_sld finished [took 146.6789s]
19/11/23 21:14:28| INFO doc finished [took 63.8432s]
19/11/23 21:14:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 210.3550s]
19/11/23 21:14:28| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
19/11/23 21:16:47| INFO mulc_sld finished [took 132.6163s]
19/11/23 21:17:00| INFO ref finished [took 98.0365s]
19/11/23 21:17:18| INFO binis_sld finished [took 131.4635s]
19/11/23 21:17:23| INFO binc_sld finished [took 172.4939s]
19/11/23 21:17:24| INFO mulmc_sld finished [took 157.0995s]
19/11/23 21:17:25| INFO atc_mc finished [took 117.3192s]
19/11/23 21:17:29| INFO binne_sld finished [took 157.4816s]
19/11/23 21:17:30| INFO binmc_sld finished [took 170.1259s]
19/11/23 21:17:41| INFO mulne_sld finished [took 161.4529s]
19/11/23 21:17:44| INFO mulis_sld finished [took 150.9906s]
19/11/23 21:17:57| INFO doc finished [took 65.7072s]
19/11/23 21:17:57| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 208.4920s]
19/11/23 21:17:57| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
19/11/23 21:20:17| INFO mulc_sld finished [took 133.3883s]
19/11/23 21:20:23| INFO mulmc_sld finished [took 128.0340s]
19/11/23 21:20:57| INFO binmc_sld finished [took 167.3222s]
19/11/23 21:20:59| INFO atc_mc finished [took 120.6819s]
19/11/23 21:21:03| INFO ref finished [took 129.2912s]
19/11/23 21:21:03| INFO binc_sld finished [took 182.9861s]
19/11/23 21:21:03| INFO binne_sld finished [took 159.2750s]
19/11/23 21:21:12| INFO mulne_sld finished [took 159.7806s]
19/11/23 21:21:16| INFO mulis_sld finished [took 148.8817s]
19/11/23 21:21:17| INFO binis_sld finished [took 158.1950s]
19/11/23 21:21:33| INFO doc finished [took 68.8378s]
19/11/23 21:21:33| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 216.1500s]
19/11/23 21:21:33| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
19/11/23 21:24:03| INFO binmc_sld finished [took 137.6415s]
19/11/23 21:24:09| INFO binne_sld finished [took 128.6696s]
19/11/23 21:24:35| INFO mulmc_sld finished [took 162.8192s]
19/11/23 21:24:39| INFO mulc_sld finished [took 178.9714s]
19/11/23 21:24:39| INFO ref finished [took 129.2943s]
19/11/23 21:24:44| INFO mulne_sld finished [took 155.2228s]
19/11/23 21:24:47| INFO atc_mc finished [took 131.9586s]
19/11/23 21:24:48| INFO binc_sld finished [took 191.9467s]
19/11/23 21:24:48| INFO binis_sld finished [took 151.9338s]
19/11/23 21:24:53| INFO mulis_sld finished [took 152.8830s]
19/11/23 21:25:05| INFO doc finished [took 54.8910s]
19/11/23 21:25:05| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 212.4719s]
19/11/23 21:25:05| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
19/11/23 21:27:20| INFO mulmc_sld finished [took 115.5754s]
19/11/23 21:27:49| INFO atc_mc finished [took 103.8399s]
19/11/23 21:27:58| INFO mulis_sld finished [took 125.9920s]
19/11/23 21:28:02| INFO mulc_sld finished [took 169.6572s]
19/11/23 21:28:08| INFO ref finished [took 130.1773s]
19/11/23 21:28:08| INFO mulne_sld finished [took 150.0584s]
19/11/23 21:28:18| INFO binis_sld finished [took 154.4569s]
19/11/23 21:28:19| INFO binc_sld finished [took 190.2244s]
19/11/23 21:28:26| INFO binmc_sld finished [took 189.5683s]
19/11/23 21:28:28| INFO binne_sld finished [took 178.2303s]
19/11/23 21:28:31| INFO doc finished [took 65.7981s]
19/11/23 21:28:31| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 205.5493s]
----------------------------------------------------------------------------------------------------
19/11/23 21:28:31| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 21:28:40| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 21:29:51| INFO ref finished [took 50.4272s]
19/11/23 21:29:59| INFO mulc_sld finished [took 74.7205s]
19/11/23 21:30:06| INFO atc_mc finished [took 63.0406s]
19/11/23 21:30:11| INFO mulmc_sld finished [took 81.8438s]
19/11/23 21:30:12| INFO mulne_sld finished [took 77.0307s]
19/11/23 21:30:13| INFO mulis_sld finished [took 73.0118s]
19/11/23 21:30:13| INFO doc finished [took 19.4343s]
19/11/23 21:30:21| INFO binmc_sld finished [took 94.8168s]
19/11/23 21:30:31| INFO binne_sld finished [took 99.1648s]
19/11/23 21:30:35| INFO binc_sld finished [took 112.6532s]
19/11/23 21:30:36| INFO binis_sld finished [took 100.2292s]
19/11/23 21:30:36| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 115.5824s]
19/11/23 21:30:36| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 21:31:50| INFO atc_mc finished [took 49.8183s]
19/11/23 21:31:55| INFO ref finished [took 56.5151s]
19/11/23 21:32:08| INFO mulc_sld finished [took 87.6034s]
19/11/23 21:32:14| INFO doc finished [took 20.6844s]
19/11/23 21:32:15| INFO mulmc_sld finished [took 88.9910s]
19/11/23 21:32:16| INFO mulne_sld finished [took 83.4857s]
19/11/23 21:32:17| INFO mulis_sld finished [took 81.0790s]
19/11/23 21:32:30| INFO binis_sld finished [took 97.4270s]
19/11/23 21:32:31| INFO binc_sld finished [took 112.3975s]
19/11/23 21:32:36| INFO binne_sld finished [took 107.3596s]
19/11/23 21:32:38| INFO binmc_sld finished [took 115.6329s]
19/11/23 21:32:38| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 122.6224s]
19/11/23 21:32:38| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 21:34:09| INFO atc_mc finished [took 57.3192s]
19/11/23 21:34:11| INFO ref finished [took 61.0477s]
19/11/23 21:34:33| INFO mulc_sld finished [took 99.3741s]
19/11/23 21:34:35| INFO mulis_sld finished [took 88.2377s]
19/11/23 21:34:38| INFO binis_sld finished [took 93.0999s]
19/11/23 21:34:42| INFO doc finished [took 28.9710s]
19/11/23 21:34:43| INFO mulmc_sld finished [took 103.7833s]
19/11/23 21:34:43| INFO mulne_sld finished [took 99.9399s]
19/11/23 21:34:43| INFO binne_sld finished [took 101.5580s]
19/11/23 21:34:45| INFO binc_sld finished [took 116.3224s]
19/11/23 21:34:46| INFO binmc_sld finished [took 110.8746s]
19/11/23 21:34:46| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 127.1195s]
19/11/23 21:34:46| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 21:36:11| INFO ref finished [took 61.2011s]
19/11/23 21:36:26| INFO binis_sld finished [took 80.8416s]
19/11/23 21:36:27| INFO atc_mc finished [took 74.7702s]
19/11/23 21:36:31| INFO mulis_sld finished [took 84.8961s]
19/11/23 21:36:36| INFO mulmc_sld finished [took 97.6370s]
19/11/23 21:36:39| INFO binc_sld finished [took 110.2617s]
19/11/23 21:36:39| INFO binmc_sld finished [took 105.0029s]
19/11/23 21:36:41| INFO doc finished [took 26.6310s]
19/11/23 21:36:42| INFO mulne_sld finished [took 101.0516s]
19/11/23 21:36:43| INFO mulc_sld finished [took 110.1464s]
19/11/23 21:36:44| INFO binne_sld finished [took 104.4633s]
19/11/23 21:36:44| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 118.4187s]
19/11/23 21:36:44| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 21:38:12| INFO ref finished [took 65.1384s]
19/11/23 21:38:27| INFO atc_mc finished [took 78.4825s]
19/11/23 21:38:28| INFO binc_sld finished [took 100.1460s]
19/11/23 21:38:34| INFO mulis_sld finished [took 88.9251s]
19/11/23 21:38:37| INFO binne_sld finished [took 96.0846s]
19/11/23 21:38:38| INFO binis_sld finished [took 97.0118s]
19/11/23 21:38:41| INFO binmc_sld finished [took 108.8367s]
19/11/23 21:38:42| INFO mulmc_sld finished [took 105.1525s]
19/11/23 21:38:42| INFO doc finished [took 27.0436s]
19/11/23 21:38:43| INFO mulc_sld finished [took 110.4750s]
19/11/23 21:38:44| INFO mulne_sld finished [took 105.2200s]
19/11/23 21:38:44| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 120.4324s]
19/11/23 21:38:44| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 21:40:09| INFO ref finished [took 65.4233s]
19/11/23 21:40:15| INFO atc_mc finished [took 69.0464s]
19/11/23 21:40:33| INFO mulmc_sld finished [took 97.5977s]
19/11/23 21:40:33| INFO binc_sld finished [took 104.8976s]
19/11/23 21:40:34| INFO binmc_sld finished [took 101.8083s]
19/11/23 21:40:35| INFO mulc_sld finished [took 102.8695s]
19/11/23 21:40:40| INFO binis_sld finished [took 99.0209s]
19/11/23 21:40:40| INFO doc finished [took 27.9021s]
19/11/23 21:40:41| INFO mulis_sld finished [took 100.4251s]
19/11/23 21:40:42| INFO binne_sld finished [took 105.0386s]
19/11/23 21:40:42| INFO mulne_sld finished [took 100.8476s]
19/11/23 21:40:42| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 117.5148s]
19/11/23 21:40:42| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 21:42:08| INFO ref finished [took 62.0037s]
19/11/23 21:42:20| INFO atc_mc finished [took 70.1705s]
19/11/23 21:42:24| INFO binis_sld finished [took 82.8894s]
19/11/23 21:42:34| INFO mulis_sld finished [took 89.8038s]
19/11/23 21:42:35| INFO mulmc_sld finished [took 97.9076s]
19/11/23 21:42:36| INFO binne_sld finished [took 100.0978s]
19/11/23 21:42:36| INFO doc finished [took 24.9222s]
19/11/23 21:42:37| INFO binc_sld finished [took 109.6589s]
19/11/23 21:42:39| INFO mulc_sld finished [took 103.9596s]
19/11/23 21:42:39| INFO binmc_sld finished [took 105.3642s]
19/11/23 21:42:40| INFO mulne_sld finished [took 100.2645s]
19/11/23 21:42:40| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 117.8442s]
19/11/23 21:42:40| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 21:44:03| INFO ref finished [took 56.9652s]
19/11/23 21:44:19| INFO mulc_sld finished [took 87.7781s]
19/11/23 21:44:20| INFO atc_mc finished [took 77.1959s]
19/11/23 21:44:20| INFO mulne_sld finished [took 83.1022s]
19/11/23 21:44:25| INFO mulis_sld finished [took 81.4471s]
19/11/23 21:44:28| INFO doc finished [took 19.7610s]
19/11/23 21:44:28| INFO mulmc_sld finished [took 95.2999s]
19/11/23 21:44:42| INFO binc_sld finished [took 114.8740s]
19/11/23 21:44:43| INFO binne_sld finished [took 107.2033s]
19/11/23 21:44:43| INFO binmc_sld finished [took 111.7488s]
19/11/23 21:44:44| INFO binis_sld finished [took 106.4660s]
19/11/23 21:44:44| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 123.9218s]
19/11/23 21:44:44| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 21:45:59| INFO ref finished [took 56.4238s]
19/11/23 21:46:03| INFO atc_mc finished [took 58.2518s]
19/11/23 21:46:12| INFO mulne_sld finished [took 76.2745s]
19/11/23 21:46:22| INFO doc finished [took 21.0804s]
19/11/23 21:46:22| INFO mulmc_sld finished [took 91.9655s]
19/11/23 21:46:23| INFO mulis_sld finished [took 81.0249s]
19/11/23 21:46:24| INFO mulc_sld finished [took 96.4227s]
19/11/23 21:46:25| INFO binc_sld finished [took 98.2682s]
19/11/23 21:46:25| INFO binis_sld finished [took 86.1151s]
19/11/23 21:46:29| INFO binmc_sld finished [took 99.3170s]
19/11/23 21:46:31| INFO binne_sld finished [took 98.4855s]
19/11/23 21:46:31| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 107.6487s]
----------------------------------------------------------------------------------------------------
19/11/23 22:22:57| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
19/11/23 22:23:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
19/11/23 22:25:15| INFO binc_sld finished [took 129.1322s]
19/11/23 22:25:39| INFO atc_mc finished [took 98.4149s]
19/11/23 22:25:40| INFO ref finished [took 106.3883s]
19/11/23 22:25:51| INFO mulc_sld finished [took 161.1160s]
19/11/23 22:26:01| INFO mulne_sld finished [took 147.4557s]
19/11/23 22:26:03| INFO binmc_sld finished [took 167.9854s]
19/11/23 22:26:05| INFO binne_sld finished [took 156.5914s]
19/11/23 22:26:06| INFO mulmc_sld finished [took 163.4848s]
19/11/23 22:26:10| INFO mulis_sld finished [took 141.5419s]
19/11/23 22:26:16| INFO binis_sld finished [took 155.6666s]
19/11/23 22:26:20| INFO doc finished [took 60.2922s]
19/11/23 22:26:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 197.0194s]
19/11/23 22:26:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
19/11/23 22:28:37| INFO mulc_sld finished [took 129.8622s]
19/11/23 22:28:54| INFO binne_sld finished [took 128.8514s]
19/11/23 22:29:15| INFO binc_sld finished [took 171.4765s]
19/11/23 22:29:22| INFO mulis_sld finished [took 130.4361s]
19/11/23 22:29:25| INFO mulmc_sld finished [took 165.4654s]
19/11/23 22:29:28| INFO binmc_sld finished [took 175.8247s]
19/11/23 22:29:30| INFO ref finished [took 131.0062s]
19/11/23 22:29:30| INFO atc_mc finished [took 124.2880s]
19/11/23 22:29:30| INFO binis_sld finished [took 147.6054s]
19/11/23 22:29:32| INFO mulne_sld finished [took 159.6505s]
19/11/23 22:29:51| INFO doc finished [took 69.3481s]
19/11/23 22:29:51| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 210.9860s]
19/11/23 22:29:51| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
19/11/23 22:32:12| INFO binmc_sld finished [took 129.4468s]
19/11/23 22:32:25| INFO mulc_sld finished [took 147.0219s]
19/11/23 22:32:50| INFO atc_mc finished [took 111.0961s]
19/11/23 22:32:52| INFO mulmc_sld finished [took 160.8192s]
19/11/23 22:32:55| INFO binc_sld finished [took 179.9674s]
19/11/23 22:32:59| INFO mulne_sld finished [took 150.9486s]
19/11/23 22:33:00| INFO ref finished [took 127.5009s]
19/11/23 22:33:05| INFO mulis_sld finished [took 141.6217s]
19/11/23 22:33:07| INFO binis_sld finished [took 152.4593s]
19/11/23 22:33:07| INFO binne_sld finished [took 166.1683s]
19/11/23 22:33:27| INFO doc finished [took 68.8522s]
19/11/23 22:33:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 216.4527s]
19/11/23 22:33:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
19/11/23 22:35:37| INFO mulc_sld finished [took 123.6475s]
19/11/23 22:35:37| INFO binc_sld finished [took 127.5072s]
19/11/23 22:36:19| INFO mulne_sld finished [took 142.2771s]
19/11/23 22:36:21| INFO mulis_sld finished [took 132.5661s]
19/11/23 22:36:25| INFO binmc_sld finished [took 168.5926s]
19/11/23 22:36:26| INFO ref finished [took 132.3914s]
19/11/23 22:36:31| INFO mulmc_sld finished [took 167.8198s]
19/11/23 22:36:32| INFO binne_sld finished [took 162.6281s]
19/11/23 22:36:35| INFO binis_sld finished [took 153.0444s]
19/11/23 22:36:36| INFO atc_mc finished [took 135.9492s]
19/11/23 22:36:42| INFO doc finished [took 61.4758s]
19/11/23 22:36:42| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 194.6943s]
19/11/23 22:36:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
19/11/23 22:38:58| INFO binc_sld finished [took 133.4451s]
19/11/23 22:39:10| INFO binne_sld finished [took 120.8179s]
19/11/23 22:39:41| INFO mulmc_sld finished [took 159.2727s]
19/11/23 22:39:42| INFO binmc_sld finished [took 167.6777s]
19/11/23 22:39:43| INFO mulne_sld finished [took 147.3838s]
19/11/23 22:39:45| INFO mulc_sld finished [took 175.9019s]
19/11/23 22:39:54| INFO ref finished [took 134.9599s]
19/11/23 22:39:57| INFO binis_sld finished [took 153.5279s]
19/11/23 22:39:57| INFO mulis_sld finished [took 144.8783s]
19/11/23 22:39:57| INFO atc_mc finished [took 132.6237s]
19/11/23 22:40:06| INFO doc finished [took 62.4116s]
19/11/23 22:40:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 203.8055s]
19/11/23 22:40:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
19/11/23 22:42:20| INFO ref finished [took 80.2118s]
19/11/23 22:42:34| INFO binmc_sld finished [took 137.4630s]
19/11/23 22:42:54| INFO mulne_sld finished [took 135.8773s]
19/11/23 22:43:07| INFO binc_sld finished [took 177.8178s]
19/11/23 22:43:10| INFO mulmc_sld finished [took 167.2970s]
19/11/23 22:43:13| INFO mulis_sld finished [took 138.8627s]
19/11/23 22:43:14| INFO mulc_sld finished [took 181.4380s]
19/11/23 22:43:19| INFO binis_sld finished [took 153.7400s]
19/11/23 22:43:19| INFO atc_mc finished [took 132.1135s]
19/11/23 22:43:19| INFO binne_sld finished [took 170.9560s]
19/11/23 22:43:26| INFO doc finished [took 62.2554s]
19/11/23 22:43:26| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 200.3963s]
19/11/23 22:43:26| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
19/11/23 22:45:54| INFO mulne_sld finished [took 114.6190s]
19/11/23 22:45:57| INFO binne_sld finished [took 123.4212s]
19/11/23 22:46:22| INFO ref finished [took 119.4471s]
19/11/23 22:46:26| INFO binmc_sld finished [took 166.6077s]
19/11/23 22:46:32| INFO atc_mc finished [took 121.5630s]
19/11/23 22:46:33| INFO mulc_sld finished [took 178.6990s]
19/11/23 22:46:34| INFO binc_sld finished [took 184.6601s]
19/11/23 22:46:35| INFO mulmc_sld finished [took 168.5104s]
19/11/23 22:46:44| INFO binis_sld finished [took 156.3966s]
19/11/23 22:46:48| INFO mulis_sld finished [took 152.3326s]
19/11/23 22:47:02| INFO doc finished [took 62.5640s]
19/11/23 22:47:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 215.9087s]
19/11/23 22:47:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
19/11/23 22:49:27| INFO binc_sld finished [took 141.5216s]
19/11/23 22:49:48| INFO mulmc_sld finished [took 147.1459s]
19/11/23 22:49:49| INFO binmc_sld finished [took 155.2035s]
19/11/23 22:49:51| INFO ref finished [took 111.7958s]
19/11/23 22:50:09| INFO mulc_sld finished [took 180.2681s]
19/11/23 22:50:10| INFO mulne_sld finished [took 151.9164s]
19/11/23 22:50:15| INFO mulis_sld finished [took 141.5046s]
19/11/23 22:50:16| INFO atc_mc finished [took 129.3113s]
19/11/23 22:50:20| INFO binne_sld finished [took 171.1039s]
19/11/23 22:50:22| INFO binis_sld finished [took 155.6246s]
19/11/23 22:50:40| INFO doc finished [took 66.7235s]
19/11/23 22:50:40| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 217.9236s]
19/11/23 22:50:40| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
19/11/23 22:53:02| INFO atc_mc finished [took 82.0527s]
19/11/23 22:53:31| INFO mulc_sld finished [took 163.7655s]
19/11/23 22:53:33| INFO mulmc_sld finished [took 154.1738s]
19/11/23 22:53:34| INFO binis_sld finished [took 135.3414s]
19/11/23 22:53:42| INFO binc_sld finished [took 178.5202s]
19/11/23 22:53:42| INFO ref finished [took 129.0759s]
19/11/23 22:53:45| INFO mulne_sld finished [took 153.0960s]
19/11/23 22:53:49| INFO mulis_sld finished [took 142.1736s]
19/11/23 22:53:51| INFO binne_sld finished [took 166.5534s]
19/11/23 22:54:04| INFO binmc_sld finished [took 191.9529s]
19/11/23 22:54:10| INFO doc finished [took 62.3344s]
19/11/23 22:54:10| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 209.5554s]
----------------------------------------------------------------------------------------------------
19/11/23 22:54:10| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 22:54:19| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 22:55:28| INFO ref finished [took 46.9804s]
19/11/23 22:55:41| INFO atc_mc finished [took 61.9001s]
19/11/23 22:55:45| INFO mulne_sld finished [took 72.7345s]
19/11/23 22:55:50| INFO mulc_sld finished [took 87.0696s]
19/11/23 22:55:52| INFO mulis_sld finished [took 72.9158s]
19/11/23 22:55:53| INFO mulmc_sld finished [took 84.5306s]
19/11/23 22:55:58| INFO doc finished [took 26.5312s]
19/11/23 22:56:11| INFO binmc_sld finished [took 105.9322s]
19/11/23 22:56:13| INFO binis_sld finished [took 98.1745s]
19/11/23 22:56:13| INFO binc_sld finished [took 112.1304s]
19/11/23 22:56:16| INFO binne_sld finished [took 104.6899s]
19/11/23 22:56:16| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 116.4671s]
19/11/23 22:56:16| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 22:57:32| INFO ref finished [took 57.2237s]
19/11/23 22:57:49| INFO atc_mc finished [took 70.2037s]
19/11/23 22:57:49| INFO mulis_sld finished [took 73.1319s]
19/11/23 22:57:50| INFO mulc_sld finished [took 88.8184s]
19/11/23 22:57:52| INFO mulmc_sld finished [took 86.8438s]
19/11/23 22:57:56| INFO mulne_sld finished [took 83.8710s]
19/11/23 22:58:00| INFO doc finished [took 24.8736s]
19/11/23 22:58:09| INFO binc_sld finished [took 112.3926s]
19/11/23 22:58:14| INFO binis_sld finished [took 103.0163s]
19/11/23 22:58:15| INFO binmc_sld finished [took 110.9999s]
19/11/23 22:58:19| INFO binne_sld finished [took 109.0081s]
19/11/23 22:58:19| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 123.6155s]
19/11/23 22:58:19| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 22:59:53| INFO ref finished [took 61.5740s]
19/11/23 23:00:09| INFO atc_mc finished [took 77.6175s]
19/11/23 23:00:17| INFO mulc_sld finished [took 100.0119s]
19/11/23 23:00:19| INFO binc_sld finished [took 107.8103s]
19/11/23 23:00:20| INFO binis_sld finished [took 95.0204s]
19/11/23 23:00:20| INFO mulne_sld finished [took 93.2351s]
19/11/23 23:00:22| INFO mulmc_sld finished [took 100.3697s]
19/11/23 23:00:25| INFO mulis_sld finished [took 95.2971s]
19/11/23 23:00:25| INFO doc finished [took 28.5834s]
19/11/23 23:00:26| INFO binne_sld finished [took 101.1262s]
19/11/23 23:00:28| INFO binmc_sld finished [took 115.3334s]
19/11/23 23:00:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 128.8446s]
19/11/23 23:00:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 23:01:53| INFO ref finished [took 60.4760s]
19/11/23 23:02:04| INFO atc_mc finished [took 71.8869s]
19/11/23 23:02:19| INFO mulis_sld finished [took 90.2395s]
19/11/23 23:02:21| INFO mulc_sld finished [took 108.2449s]
19/11/23 23:02:23| INFO binis_sld finished [took 95.0622s]
19/11/23 23:02:24| INFO binne_sld finished [took 99.2611s]
19/11/23 23:02:24| INFO mulmc_sld finished [took 106.0399s]
19/11/23 23:02:24| INFO mulne_sld finished [took 99.0354s]
19/11/23 23:02:26| INFO doc finished [took 29.3026s]
19/11/23 23:02:26| INFO binc_sld finished [took 116.4437s]
19/11/23 23:02:27| INFO binmc_sld finished [took 108.0432s]
19/11/23 23:02:27| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 118.3864s]
19/11/23 23:02:27| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 23:03:52| INFO ref finished [took 60.8795s]
19/11/23 23:04:06| INFO binis_sld finished [took 81.4686s]
19/11/23 23:04:07| INFO atc_mc finished [took 73.0083s]
19/11/23 23:04:17| INFO mulmc_sld finished [took 96.3114s]
19/11/23 23:04:18| INFO binmc_sld finished [took 104.2316s]
19/11/23 23:04:19| INFO mulc_sld finished [took 107.5050s]
19/11/23 23:04:19| INFO binne_sld finished [took 95.8847s]
19/11/23 23:04:20| INFO doc finished [took 24.7194s]
19/11/23 23:04:21| INFO binc_sld finished [took 112.2507s]
19/11/23 23:04:23| INFO mulis_sld finished [took 95.8690s]
19/11/23 23:04:26| INFO mulne_sld finished [took 103.7635s]
19/11/23 23:04:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 118.9811s]
19/11/23 23:04:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
19/11/23 23:05:50| INFO ref finished [took 66.7228s]
19/11/23 23:06:07| INFO atc_mc finished [took 78.5639s]
19/11/23 23:06:12| INFO binc_sld finished [took 103.0124s]
19/11/23 23:06:12| INFO mulmc_sld finished [took 98.8226s]
19/11/23 23:06:12| INFO binmc_sld finished [took 99.6795s]
19/11/23 23:06:16| INFO mulne_sld finished [took 94.8316s]
19/11/23 23:06:18| INFO mulc_sld finished [took 106.9441s]
19/11/23 23:06:20| INFO mulis_sld finished [took 95.7056s]
19/11/23 23:06:21| INFO doc finished [took 27.4370s]
19/11/23 23:06:21| INFO binis_sld finished [took 99.2212s]
19/11/23 23:06:22| INFO binne_sld finished [took 104.7916s]
19/11/23 23:06:22| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 116.3248s]
19/11/23 23:06:22| INFO Dataset sample 0.70 of dataset imdb_9prevs started
19/11/23 23:07:49| INFO ref finished [took 61.2439s]
19/11/23 23:08:07| INFO atc_mc finished [took 78.4871s]
19/11/23 23:08:12| INFO mulmc_sld finished [took 95.7838s]
19/11/23 23:08:14| INFO binc_sld finished [took 105.1094s]
19/11/23 23:08:15| INFO binmc_sld finished [took 101.9622s]
19/11/23 23:08:16| INFO binne_sld finished [took 98.3134s]
19/11/23 23:08:19| INFO mulne_sld finished [took 98.5874s]
19/11/23 23:08:19| INFO mulis_sld finished [took 95.9173s]
19/11/23 23:08:20| INFO mulc_sld finished [took 106.4076s]
19/11/23 23:08:22| INFO doc finished [took 27.9406s]
19/11/23 23:08:22| INFO binis_sld finished [took 101.3010s]
19/11/23 23:08:22| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 120.2287s]
19/11/23 23:08:22| INFO Dataset sample 0.80 of dataset imdb_9prevs started
19/11/23 23:09:46| INFO ref finished [took 59.6838s]
19/11/23 23:09:58| INFO atc_mc finished [took 68.4955s]
19/11/23 23:10:00| INFO mulis_sld finished [took 75.1638s]
19/11/23 23:10:02| INFO mulmc_sld finished [took 87.7392s]
19/11/23 23:10:06| INFO mulc_sld finished [took 99.1328s]
19/11/23 23:10:11| INFO mulne_sld finished [took 93.5493s]
19/11/23 23:10:12| INFO doc finished [took 22.3197s]
19/11/23 23:10:22| INFO binis_sld finished [took 99.4647s]
19/11/23 23:10:24| INFO binne_sld finished [took 106.7105s]
19/11/23 23:10:25| INFO binmc_sld finished [took 111.7183s]
19/11/23 23:10:25| INFO binc_sld finished [took 117.3806s]
19/11/23 23:10:25| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 122.8229s]
19/11/23 23:10:25| INFO Dataset sample 0.90 of dataset imdb_9prevs started
19/11/23 23:11:37| INFO ref finished [took 55.0879s]
19/11/23 23:11:52| INFO atc_mc finished [took 66.6902s]
19/11/23 23:11:54| INFO mulc_sld finished [took 85.7354s]
19/11/23 23:11:58| INFO mulmc_sld finished [took 85.9595s]
19/11/23 23:12:00| INFO mulne_sld finished [took 83.5054s]
19/11/23 23:12:01| INFO mulis_sld finished [took 79.2799s]
19/11/23 23:12:06| INFO binc_sld finished [took 99.4952s]
19/11/23 23:12:06| INFO doc finished [took 26.9284s]
19/11/23 23:12:08| INFO binne_sld finished [took 90.9896s]
19/11/23 23:12:10| INFO binis_sld finished [took 90.4562s]
19/11/23 23:12:10| INFO binmc_sld finished [took 99.9007s]
19/11/23 23:12:10| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 104.9534s]
----------------------------------------------------------------------------------------------------
19/11/23 23:47:46| INFO dataset imdb_9prevs [pool size: 10]
19/11/23 23:47:55| INFO Dataset sample 0.10 of dataset imdb_9prevs started
19/11/23 23:49:17| INFO mulc_sld finished [took 77.1186s]
19/11/23 23:49:29| INFO mulmc_sld finished [took 84.8406s]
19/11/23 23:49:34| INFO mulne_sld finished [took 84.9156s]
19/11/23 23:49:38| INFO mulis_sld finished [took 85.5753s]
19/11/23 23:49:54| INFO ref finished [took 33.7639s]
19/11/23 23:49:55| INFO doc finished [took 17.9744s]
19/11/23 23:49:59| INFO binmc_sld finished [took 117.8313s]
19/11/23 23:50:00| INFO atc_mc finished [took 28.8205s]
19/11/23 23:50:01| INFO multh_sld finished [took 106.2922s]
19/11/23 23:50:03| INFO binis_sld finished [took 112.4914s]
19/11/23 23:50:09| INFO binne_sld finished [took 124.3668s]
19/11/23 23:50:09| INFO binc_sld finished [took 131.8185s]
19/11/23 23:50:21| INFO binth_sld finished [took 128.1427s]
19/11/23 23:50:21| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 145.9791s]
19/11/23 23:50:21| INFO Dataset sample 0.20 of dataset imdb_9prevs started
19/11/23 23:51:51| INFO mulne_sld finished [took 73.1685s]
19/11/23 23:52:10| INFO mulc_sld finished [took 105.4723s]
19/11/23 23:52:14| INFO mulis_sld finished [took 92.1616s]
19/11/23 23:52:15| INFO mulmc_sld finished [took 104.7287s]
19/11/23 23:52:30| INFO ref finished [took 34.3636s]
19/11/23 23:52:37| INFO multh_sld finished [took 112.8385s]
19/11/23 23:52:37| INFO binc_sld finished [took 134.4139s]
19/11/23 23:52:40| INFO doc finished [took 22.2769s]
19/11/23 23:52:40| INFO binne_sld finished [took 124.8772s]
19/11/23 23:52:41| INFO atc_mc finished [took 28.1045s]
19/11/23 23:52:41| INFO binmc_sld finished [took 133.3348s]
19/11/23 23:52:43| INFO binth_sld finished [took 120.7157s]
19/11/23 23:52:43| INFO binis_sld finished [took 123.2648s]
19/11/23 23:52:43| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 142.3722s]
19/11/23 23:52:43| INFO Dataset sample 0.30 of dataset imdb_9prevs started
19/11/23 23:54:39| INFO mulis_sld finished [took 85.3745s]
19/11/23 23:54:46| INFO mulne_sld finished [took 96.5414s]
19/11/23 23:54:56| INFO mulc_sld finished [took 119.1146s]
19/11/23 23:55:04| INFO mulmc_sld finished [took 120.0640s]
19/11/23 23:55:07| INFO binis_sld finished [took 117.0343s]
19/11/23 23:55:09| INFO binmc_sld finished [took 127.4916s]
19/11/23 23:55:11| INFO binne_sld finished [took 124.5021s]
19/11/23 23:55:12| INFO binc_sld finished [took 135.3054s]
19/11/23 23:55:15| INFO ref finished [took 32.0290s]
19/11/23 23:55:18| INFO binth_sld finished [took 125.7843s]
19/11/23 23:55:19| INFO atc_mc finished [took 28.4154s]
19/11/23 23:55:19| INFO doc finished [took 18.6400s]
19/11/23 23:55:22| INFO multh_sld finished [took 128.1573s]
19/11/23 23:55:22| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 158.1832s]
19/11/23 23:55:22| INFO Dataset sample 0.40 of dataset imdb_9prevs started
19/11/23 23:57:15| INFO binmc_sld finished [took 108.0346s]
19/11/23 23:57:27| INFO binne_sld finished [took 109.1117s]
19/11/23 23:57:29| INFO mulmc_sld finished [took 115.6784s]
19/11/23 23:57:33| INFO binis_sld finished [took 114.6253s]
19/11/23 23:57:35| INFO mulis_sld finished [took 113.4259s]
19/11/23 23:57:36| INFO mulc_sld finished [took 124.3687s]
19/11/23 23:57:36| INFO multh_sld finished [took 110.0439s]
19/11/23 23:57:37| INFO binc_sld finished [took 130.7531s]
19/11/23 23:57:38| INFO mulne_sld finished [took 119.5803s]
19/11/23 23:57:43| INFO binth_sld finished [took 120.8479s]
19/11/23 23:57:45| INFO ref finished [took 27.3554s]
19/11/23 23:57:50| INFO doc finished [took 16.8253s]
19/11/23 23:57:56| INFO atc_mc finished [took 25.0577s]
19/11/23 23:57:56| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 154.0327s]
19/11/23 23:57:56| INFO Dataset sample 0.50 of dataset imdb_9prevs started
19/11/23 23:59:43| INFO binis_sld finished [took 87.7775s]
20/11/23 00:00:00| INFO mulc_sld finished [took 114.9223s]
20/11/23 00:00:04| INFO mulne_sld finished [took 111.4329s]
20/11/23 00:00:06| INFO binmc_sld finished [took 120.7173s]
20/11/23 00:00:07| INFO binc_sld finished [took 124.1436s]
20/11/23 00:00:09| INFO mulis_sld finished [took 114.4707s]
20/11/23 00:00:09| INFO binne_sld finished [took 118.8186s]
20/11/23 00:00:10| INFO mulmc_sld finished [took 122.9113s]
20/11/23 00:00:11| INFO multh_sld finished [took 112.3996s]
20/11/23 00:00:15| INFO ref finished [took 29.4460s]
20/11/23 00:00:22| INFO binth_sld finished [took 127.5721s]
20/11/23 00:00:24| INFO doc finished [took 15.9499s]
20/11/23 00:00:29| INFO atc_mc finished [took 25.9191s]
20/11/23 00:00:29| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 153.4151s]
20/11/23 00:00:29| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 00:02:13| INFO mulis_sld finished [took 87.7033s]
20/11/23 00:02:29| INFO mulmc_sld finished [took 110.5281s]
20/11/23 00:02:33| INFO mulne_sld finished [took 108.3609s]
20/11/23 00:02:37| INFO mulc_sld finished [took 121.5028s]
20/11/23 00:02:38| INFO binmc_sld finished [took 121.7889s]
20/11/23 00:02:38| INFO binis_sld finished [took 114.3734s]
20/11/23 00:02:39| INFO binc_sld finished [took 124.3830s]
20/11/23 00:02:40| INFO binne_sld finished [took 117.6827s]
20/11/23 00:02:43| INFO multh_sld finished [took 113.4091s]
20/11/23 00:02:45| INFO ref finished [took 29.3824s]
20/11/23 00:02:53| INFO doc finished [took 17.7077s]
20/11/23 00:02:56| INFO binth_sld finished [took 127.2292s]
20/11/23 00:02:57| INFO atc_mc finished [took 25.6247s]
20/11/23 00:02:57| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 148.0209s]
20/11/23 00:02:57| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 00:04:46| INFO binne_sld finished [took 91.2360s]
20/11/23 00:04:47| INFO binmc_sld finished [took 98.1656s]
20/11/23 00:05:00| INFO mulmc_sld finished [took 112.1577s]
20/11/23 00:05:06| INFO mulis_sld finished [took 107.0201s]
20/11/23 00:05:08| INFO mulc_sld finished [took 119.4217s]
20/11/23 00:05:10| INFO mulne_sld finished [took 114.7518s]
20/11/23 00:05:10| INFO binc_sld finished [took 125.1301s]
20/11/23 00:05:10| INFO binis_sld finished [took 114.0487s]
20/11/23 00:05:18| INFO ref finished [took 28.1777s]
20/11/23 00:05:24| INFO multh_sld finished [took 121.1092s]
20/11/23 00:05:24| INFO doc finished [took 18.6540s]
20/11/23 00:05:25| INFO atc_mc finished [took 33.9978s]
20/11/23 00:05:30| INFO binth_sld finished [took 129.8220s]
20/11/23 00:05:30| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 152.9090s]
20/11/23 00:05:30| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 00:07:26| INFO mulis_sld finished [took 95.8945s]
20/11/23 00:07:26| INFO mulc_sld finished [took 107.9725s]
20/11/23 00:07:26| INFO mulmc_sld finished [took 103.4727s]
20/11/23 00:07:33| INFO mulne_sld finished [took 106.0428s]
20/11/23 00:07:40| INFO multh_sld finished [took 105.2495s]
20/11/23 00:07:49| INFO binc_sld finished [took 130.9854s]
20/11/23 00:07:51| INFO doc finished [took 18.2320s]
20/11/23 00:07:56| INFO binmc_sld finished [took 137.6670s]
20/11/23 00:07:56| INFO binis_sld finished [took 126.8932s]
20/11/23 00:07:56| INFO binne_sld finished [took 130.6219s]
20/11/23 00:07:57| INFO ref finished [took 25.3001s]
20/11/23 00:07:58| INFO atc_mc finished [took 26.1779s]
20/11/23 00:08:08| INFO binth_sld finished [took 135.7807s]
20/11/23 00:08:08| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 158.0681s]
20/11/23 00:08:08| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 00:09:40| INFO mulc_sld finished [took 88.4792s]
20/11/23 00:09:54| INFO mulis_sld finished [took 89.9269s]
20/11/23 00:09:54| INFO mulne_sld finished [took 92.4793s]
20/11/23 00:09:57| INFO binis_sld finished [took 95.2158s]
20/11/23 00:10:03| INFO mulmc_sld finished [took 106.9438s]
20/11/23 00:10:08| INFO binmc_sld finished [took 113.7009s]
20/11/23 00:10:09| INFO binne_sld finished [took 111.6477s]
20/11/23 00:10:10| INFO ref finished [took 26.5953s]
20/11/23 00:10:11| INFO binc_sld finished [took 122.0284s]
20/11/23 00:10:19| INFO doc finished [took 21.6962s]
20/11/23 00:10:19| INFO binth_sld finished [took 113.8488s]
20/11/23 00:10:25| INFO atc_mc finished [took 27.5175s]
20/11/23 00:10:28| INFO multh_sld finished [took 120.4739s]
20/11/23 00:10:28| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 139.4509s]
----------------------------------------------------------------------------------------------------
20/11/23 00:10:28| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
20/11/23 00:10:33| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
20/11/23 00:13:00| INFO mulne_sld finished [took 115.9090s]
20/11/23 00:13:28| INFO mulis_sld finished [took 130.6915s]
20/11/23 00:13:29| INFO mulc_sld finished [took 169.1016s]
20/11/23 00:13:35| INFO binc_sld finished [took 178.2322s]
20/11/23 00:13:43| INFO mulmc_sld finished [took 172.1262s]
20/11/23 00:13:55| INFO binmc_sld finished [took 189.7102s]
20/11/23 00:13:58| INFO binis_sld finished [took 170.2299s]
20/11/23 00:14:01| INFO binne_sld finished [took 183.9803s]
20/11/23 00:14:13| INFO binth_sld finished [took 168.8181s]
20/11/23 00:14:18| INFO multh_sld finished [took 164.6564s]
20/11/23 00:14:23| INFO ref finished [took 77.6156s]
20/11/23 00:14:27| INFO doc finished [took 49.2759s]
20/11/23 00:14:41| INFO atc_mc finished [took 67.6615s]
20/11/23 00:14:41| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 247.6575s]
20/11/23 00:14:41| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
----------------------------------------------------------------------------------------------------
20/11/23 00:16:35| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 00:16:44| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 00:18:04| INFO mulne_sld finished [took 67.8666s]
20/11/23 00:18:21| INFO mulis_sld finished [took 79.5200s]
20/11/23 00:18:24| INFO mulc_sld finished [took 95.6359s]
20/11/23 00:18:25| INFO mulmc_sld finished [took 92.8795s]
20/11/23 00:18:35| INFO ref finished [took 28.1695s]
20/11/23 00:18:39| INFO binne_sld finished [took 103.3917s]
20/11/23 00:18:45| INFO binc_sld finished [took 118.8490s]
20/11/23 00:18:47| INFO doc finished [took 21.0948s]
20/11/23 00:18:50| INFO binmc_sld finished [took 119.1852s]
20/11/23 00:18:50| INFO multh_sld finished [took 104.8563s]
20/11/23 00:18:54| INFO atc_mc finished [took 31.0417s]
20/11/23 00:18:57| INFO binis_sld finished [took 116.9421s]
20/11/23 00:19:07| INFO binth_sld finished [took 121.8840s]
20/11/23 00:19:07| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 142.6238s]
20/11/23 00:19:07| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 00:20:38| INFO mulis_sld finished [took 71.8778s]
20/11/23 00:20:53| INFO mulne_sld finished [took 91.4618s]
20/11/23 00:20:53| INFO mulc_sld finished [took 100.2949s]
20/11/23 00:20:57| INFO mulmc_sld finished [took 99.2726s]
20/11/23 00:21:06| INFO ref finished [took 25.5743s]
20/11/23 00:21:12| INFO binc_sld finished [took 124.0126s]
20/11/23 00:21:18| INFO doc finished [took 21.6927s]
20/11/23 00:21:20| INFO atc_mc finished [took 25.8157s]
20/11/23 00:21:21| INFO multh_sld finished [took 111.4124s]
20/11/23 00:21:23| INFO binis_sld finished [took 119.4967s]
20/11/23 00:21:24| INFO binth_sld finished [took 114.5841s]
20/11/23 00:21:25| INFO binne_sld finished [took 126.8722s]
20/11/23 00:21:26| INFO binmc_sld finished [took 130.5365s]
20/11/23 00:21:26| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 139.4605s]
20/11/23 00:21:26| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 00:23:21| INFO binis_sld finished [took 88.3050s]
20/11/23 00:23:32| INFO mulis_sld finished [took 98.5505s]
20/11/23 00:23:36| INFO binmc_sld finished [took 112.1300s]
20/11/23 00:23:41| INFO mulc_sld finished [took 120.2860s]
20/11/23 00:23:46| INFO mulmc_sld finished [took 119.2722s]
20/11/23 00:23:48| INFO mulne_sld finished [took 114.0928s]
20/11/23 00:23:50| INFO binne_sld finished [took 121.2680s]
20/11/23 00:23:51| INFO binc_sld finished [took 131.6295s]
20/11/23 00:23:55| INFO ref finished [took 28.8743s]
20/11/23 00:23:59| INFO doc finished [took 17.8519s]
20/11/23 00:24:00| INFO multh_sld finished [took 122.4953s]
20/11/23 00:24:01| INFO binth_sld finished [took 125.1196s]
20/11/23 00:24:04| INFO atc_mc finished [took 27.7814s]
20/11/23 00:24:04| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 157.3641s]
20/11/23 00:24:04| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 00:25:52| INFO mulmc_sld finished [took 94.8594s]
20/11/23 00:25:55| INFO binne_sld finished [took 96.0832s]
20/11/23 00:26:07| INFO binc_sld finished [took 120.0740s]
20/11/23 00:26:13| INFO binis_sld finished [took 108.8858s]
20/11/23 00:26:13| INFO binmc_sld finished [took 120.3565s]
20/11/23 00:26:14| INFO mulne_sld finished [took 113.6228s]
20/11/23 00:26:14| INFO mulis_sld finished [took 109.4478s]
20/11/23 00:26:15| INFO mulc_sld finished [took 125.2912s]
20/11/23 00:26:22| INFO ref finished [took 28.3411s]
20/11/23 00:26:25| INFO binth_sld finished [took 117.7595s]
20/11/23 00:26:28| INFO doc finished [took 18.0926s]
20/11/23 00:26:28| INFO multh_sld finished [took 119.1539s]
20/11/23 00:26:30| INFO atc_mc finished [took 32.3410s]
20/11/23 00:26:30| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 145.9857s]
20/11/23 00:26:30| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 00:28:19| INFO mulmc_sld finished [took 98.9164s]
20/11/23 00:28:29| INFO mulne_sld finished [took 102.6961s]
20/11/23 00:28:36| INFO mulis_sld finished [took 104.2779s]
20/11/23 00:28:37| INFO binis_sld finished [took 107.9621s]
20/11/23 00:28:40| INFO binc_sld finished [took 126.4940s]
20/11/23 00:28:41| INFO binmc_sld finished [took 120.6530s]
20/11/23 00:28:43| INFO binne_sld finished [took 118.1814s]
20/11/23 00:28:44| INFO mulc_sld finished [took 124.5656s]
20/11/23 00:28:50| INFO ref finished [took 28.6919s]
20/11/23 00:28:50| INFO binth_sld finished [took 117.6468s]
20/11/23 00:28:57| INFO doc finished [took 17.8859s]
20/11/23 00:28:57| INFO multh_sld finished [took 123.5543s]
20/11/23 00:29:00| INFO atc_mc finished [took 27.9567s]
20/11/23 00:29:00| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 150.6545s]
20/11/23 00:29:00| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 00:30:44| INFO mulmc_sld finished [took 93.1591s]
20/11/23 00:30:47| INFO binis_sld finished [took 90.9832s]
20/11/23 00:31:04| INFO binne_sld finished [took 112.2835s]
20/11/23 00:31:09| INFO mulis_sld finished [took 111.5634s]
20/11/23 00:31:09| INFO mulc_sld finished [took 121.6244s]
20/11/23 00:31:09| INFO binmc_sld finished [took 121.0926s]
20/11/23 00:31:11| INFO mulne_sld finished [took 116.9556s]
20/11/23 00:31:11| INFO ref finished [took 24.0822s]
20/11/23 00:31:11| INFO binc_sld finished [took 125.7891s]
20/11/23 00:31:24| INFO atc_mc finished [took 33.6418s]
20/11/23 00:31:25| INFO doc finished [took 16.9497s]
20/11/23 00:31:25| INFO multh_sld finished [took 127.4382s]
20/11/23 00:31:28| INFO binth_sld finished [took 130.0088s]
20/11/23 00:31:28| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 147.9774s]
20/11/23 00:31:28| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 00:33:16| INFO mulne_sld finished [took 90.7284s]
20/11/23 00:33:29| INFO binis_sld finished [took 100.6865s]
20/11/23 00:33:31| INFO mulc_sld finished [took 113.6801s]
20/11/23 00:33:35| INFO mulmc_sld finished [took 112.2128s]
20/11/23 00:33:37| INFO mulis_sld finished [took 105.2554s]
20/11/23 00:33:39| INFO binc_sld finished [took 125.4343s]
20/11/23 00:33:42| INFO binmc_sld finished [took 121.8835s]
20/11/23 00:33:43| INFO binne_sld finished [took 115.0955s]
20/11/23 00:33:50| INFO ref finished [took 29.7580s]
20/11/23 00:33:53| INFO doc finished [took 17.5607s]
20/11/23 00:33:58| INFO multh_sld finished [took 124.8346s]
20/11/23 00:34:00| INFO atc_mc finished [took 26.1680s]
20/11/23 00:34:03| INFO binth_sld finished [took 132.1159s]
20/11/23 00:34:03| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 154.8471s]
20/11/23 00:34:03| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 00:35:43| INFO mulne_sld finished [took 81.2482s]
20/11/23 00:35:46| INFO mulmc_sld finished [took 89.7079s]
20/11/23 00:36:03| INFO mulc_sld finished [took 110.7065s]
20/11/23 00:36:03| INFO mulis_sld finished [took 99.1385s]
20/11/23 00:36:17| INFO ref finished [took 31.2432s]
20/11/23 00:36:17| INFO binne_sld finished [took 117.8703s]
20/11/23 00:36:21| INFO binc_sld finished [took 131.5421s]
20/11/23 00:36:26| INFO binis_sld finished [took 124.7673s]
20/11/23 00:36:28| INFO binmc_sld finished [took 133.7130s]
20/11/23 00:36:28| INFO doc finished [took 21.7416s]
20/11/23 00:36:29| INFO atc_mc finished [took 39.9990s]
20/11/23 00:36:35| INFO multh_sld finished [took 127.9219s]
20/11/23 00:36:59| INFO binth_sld finished [took 153.5796s]
20/11/23 00:36:59| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 176.0826s]
20/11/23 00:36:59| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 00:38:28| INFO mulc_sld finished [took 84.4039s]
20/11/23 00:38:45| INFO binc_sld finished [took 103.6141s]
20/11/23 00:38:45| INFO mulne_sld finished [took 95.0972s]
20/11/23 00:38:46| INFO mulis_sld finished [took 89.2126s]
20/11/23 00:38:53| INFO mulmc_sld finished [took 106.0765s]
20/11/23 00:38:56| INFO ref finished [took 25.6917s]
20/11/23 00:38:58| INFO binmc_sld finished [took 113.5090s]
20/11/23 00:38:59| INFO binne_sld finished [took 110.4619s]
20/11/23 00:39:03| INFO binis_sld finished [took 108.6786s]
20/11/23 00:39:08| INFO doc finished [took 19.1618s]
20/11/23 00:39:12| INFO binth_sld finished [took 114.0925s]
20/11/23 00:39:13| INFO atc_mc finished [took 24.5584s]
20/11/23 00:39:22| INFO multh_sld finished [took 123.1504s]
20/11/23 00:39:22| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 142.3060s]
----------------------------------------------------------------------------------------------------
20/11/23 00:39:22| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
20/11/23 00:39:27| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
20/11/23 00:42:00| INFO binis_sld finished [took 115.8321s]
20/11/23 00:42:20| INFO mulc_sld finished [took 165.0972s]
20/11/23 00:42:21| INFO binne_sld finished [took 150.8876s]
20/11/23 00:42:27| INFO mulne_sld finished [took 148.3110s]
20/11/23 00:42:33| INFO binc_sld finished [took 182.7215s]
20/11/23 00:42:35| INFO mulmc_sld finished [took 169.3688s]
20/11/23 00:42:36| INFO mulis_sld finished [took 144.8530s]
20/11/23 00:42:36| INFO binmc_sld finished [took 176.9001s]
20/11/23 00:43:11| INFO multh_sld finished [took 166.8749s]
20/11/23 00:43:11| INFO binth_sld finished [took 174.9993s]
20/11/23 00:43:14| INFO ref finished [took 69.1528s]
20/11/23 00:43:19| INFO doc finished [took 50.1686s]
20/11/23 00:43:34| INFO atc_mc finished [took 68.8207s]
20/11/23 00:43:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 246.8511s]
20/11/23 00:43:34| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
20/11/23 00:45:56| INFO binc_sld finished [took 138.3342s]
20/11/23 00:46:28| INFO mulc_sld finished [took 166.5719s]
20/11/23 00:46:42| INFO binis_sld finished [took 147.4464s]
20/11/23 00:46:45| INFO binmc_sld finished [took 177.7465s]
20/11/23 00:46:50| INFO mulmc_sld finished [took 176.2568s]
20/11/23 00:46:52| INFO mulis_sld finished [took 150.4631s]
20/11/23 00:46:54| INFO mulne_sld finished [took 166.0867s]
20/11/23 00:46:57| INFO binne_sld finished [took 177.4205s]
20/11/23 00:47:07| INFO binth_sld finished [took 158.3204s]
20/11/23 00:47:09| INFO multh_sld finished [took 150.4514s]
20/11/23 00:47:22| INFO ref finished [took 79.9712s]
20/11/23 00:47:35| INFO doc finished [took 47.7517s]
20/11/23 00:47:38| INFO atc_mc finished [took 64.7940s]
20/11/23 00:47:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 244.3089s]
20/11/23 00:47:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
20/11/23 00:50:20| INFO mulc_sld finished [took 153.7060s]
20/11/23 00:50:21| INFO mulmc_sld finished [took 142.5541s]
20/11/23 00:50:31| INFO binmc_sld finished [took 159.0150s]
20/11/23 00:50:44| INFO binc_sld finished [took 182.4063s]
20/11/23 00:50:49| INFO mulne_sld finished [took 156.5250s]
20/11/23 00:50:58| INFO binis_sld finished [took 157.3410s]
20/11/23 00:50:59| INFO binne_sld finished [took 173.3606s]
20/11/23 00:51:07| INFO mulis_sld finished [took 157.3841s]
20/11/23 00:51:31| INFO multh_sld finished [took 163.8059s]
20/11/23 00:51:32| INFO binth_sld finished [took 175.6358s]
20/11/23 00:51:39| INFO doc finished [took 62.2887s]
20/11/23 00:51:40| INFO atc_mc finished [took 67.3028s]
20/11/23 00:51:40| INFO ref finished [took 72.3112s]
20/11/23 00:51:40| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 241.7056s]
20/11/23 00:51:40| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
20/11/23 00:54:02| INFO mulc_sld finished [took 136.2334s]
20/11/23 00:54:30| INFO binc_sld finished [took 167.0914s]
20/11/23 00:54:41| INFO binmc_sld finished [took 170.3883s]
20/11/23 00:54:47| INFO binis_sld finished [took 150.8876s]
20/11/23 00:54:47| INFO multh_sld finished [took 127.9076s]
20/11/23 00:54:50| INFO mulmc_sld finished [took 172.7417s]
20/11/23 00:54:53| INFO mulne_sld finished [took 163.0143s]
20/11/23 00:54:57| INFO binne_sld finished [took 173.7130s]
20/11/23 00:54:58| INFO mulis_sld finished [took 153.8961s]
20/11/23 00:55:20| INFO binth_sld finished [took 168.5792s]
20/11/23 00:55:27| INFO ref finished [took 80.9751s]
20/11/23 00:55:36| INFO doc finished [took 50.9969s]
20/11/23 00:55:38| INFO atc_mc finished [took 62.6829s]
20/11/23 00:55:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 237.3475s]
20/11/23 00:55:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
20/11/23 00:58:06| INFO binmc_sld finished [took 136.2163s]
20/11/23 00:58:18| INFO mulis_sld finished [took 112.8919s]
20/11/23 00:58:44| INFO mulc_sld finished [took 178.8120s]
20/11/23 00:58:51| INFO binc_sld finished [took 190.1384s]
20/11/23 00:58:55| INFO binne_sld finished [took 170.7204s]
20/11/23 00:58:59| INFO mulmc_sld finished [took 180.5449s]
20/11/23 00:59:01| INFO mulne_sld finished [took 170.7581s]
20/11/23 00:59:04| INFO binis_sld finished [took 165.5500s]
20/11/23 00:59:28| INFO binth_sld finished [took 174.7886s]
20/11/23 00:59:31| INFO ref finished [took 78.3391s]
20/11/23 00:59:33| INFO multh_sld finished [took 171.3846s]
20/11/23 00:59:39| INFO atc_mc finished [took 74.9501s]
20/11/23 00:59:41| INFO doc finished [took 51.0407s]
20/11/23 00:59:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 243.3608s]
20/11/23 00:59:41| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
20/11/23 01:02:22| INFO binc_sld finished [took 158.3553s]
20/11/23 01:02:29| INFO binis_sld finished [took 128.7879s]
20/11/23 01:02:36| INFO binmc_sld finished [took 162.7023s]
20/11/23 01:02:55| INFO mulmc_sld finished [took 174.2432s]
20/11/23 01:02:59| INFO binne_sld finished [took 173.6352s]
20/11/23 01:02:59| INFO mulc_sld finished [took 191.3728s]
20/11/23 01:03:02| INFO mulne_sld finished [took 167.2250s]
20/11/23 01:03:06| INFO mulis_sld finished [took 156.1943s]
20/11/23 01:03:15| INFO binth_sld finished [took 160.8140s]
20/11/23 01:03:34| INFO multh_sld finished [took 171.1508s]
20/11/23 01:03:35| INFO ref finished [took 67.5114s]
20/11/23 01:03:40| INFO doc finished [took 59.5871s]
20/11/23 01:03:47| INFO atc_mc finished [took 72.1116s]
20/11/23 01:03:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 245.9251s]
20/11/23 01:03:47| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
20/11/23 01:06:33| INFO binis_sld finished [took 124.1732s]
20/11/23 01:06:53| INFO mulne_sld finished [took 152.3696s]
20/11/23 01:07:01| INFO binth_sld finished [took 137.6109s]
20/11/23 01:07:06| INFO binc_sld finished [took 196.0501s]
20/11/23 01:07:07| INFO mulc_sld finished [took 192.3448s]
20/11/23 01:07:10| INFO mulis_sld finished [took 153.5243s]
20/11/23 01:07:11| INFO mulmc_sld finished [took 184.4175s]
20/11/23 01:07:14| INFO binne_sld finished [took 180.4549s]
20/11/23 01:07:17| INFO binmc_sld finished [took 198.1009s]
20/11/23 01:07:47| INFO multh_sld finished [took 173.6609s]
20/11/23 01:07:51| INFO ref finished [took 71.9026s]
20/11/23 01:07:56| INFO doc finished [took 49.3206s]
20/11/23 01:08:03| INFO atc_mc finished [took 64.2225s]
20/11/23 01:08:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 255.8466s]
20/11/23 01:08:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
20/11/23 01:10:29| INFO mulmc_sld finished [took 127.2929s]
20/11/23 01:11:09| INFO mulne_sld finished [took 151.8645s]
20/11/23 01:11:11| INFO binmc_sld finished [took 175.6823s]
20/11/23 01:11:12| INFO mulc_sld finished [took 182.3750s]
20/11/23 01:11:32| INFO mulis_sld finished [took 161.0005s]
20/11/23 01:11:33| INFO binis_sld finished [took 170.1795s]
20/11/23 01:11:34| INFO binne_sld finished [took 185.0089s]
20/11/23 01:11:35| INFO binc_sld finished [took 208.2198s]
20/11/23 01:11:43| INFO multh_sld finished [took 155.4031s]
20/11/23 01:12:02| INFO ref finished [took 86.9709s]
20/11/23 01:12:12| INFO binth_sld finished [took 193.3740s]
20/11/23 01:12:13| INFO doc finished [took 52.0456s]
20/11/23 01:12:19| INFO atc_mc finished [took 61.7332s]
20/11/23 01:12:19| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 256.3892s]
20/11/23 01:12:19| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
20/11/23 01:14:44| INFO mulc_sld finished [took 138.3406s]
20/11/23 01:15:09| INFO mulmc_sld finished [took 150.5529s]
20/11/23 01:15:27| INFO binmc_sld finished [took 175.5407s]
20/11/23 01:15:28| INFO mulis_sld finished [took 141.2127s]
20/11/23 01:15:32| INFO binc_sld finished [took 190.1867s]
20/11/23 01:15:36| INFO mulne_sld finished [took 164.8945s]
20/11/23 01:15:52| INFO binis_sld finished [took 172.4844s]
20/11/23 01:15:53| INFO binne_sld finished [took 189.3600s]
20/11/23 01:16:02| INFO binth_sld finished [took 168.9177s]
20/11/23 01:16:10| INFO multh_sld finished [took 168.8257s]
20/11/23 01:16:17| INFO ref finished [took 87.2527s]
20/11/23 01:16:18| INFO atc_mc finished [took 63.9757s]
20/11/23 01:16:21| INFO doc finished [took 49.9187s]
20/11/23 01:16:21| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 242.3025s]
----------------------------------------------------------------------------------------------------
20/11/23 01:45:57| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 01:46:07| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 01:47:01| INFO mulc_sld finished [took 51.7971s]
20/11/23 01:47:01| INFO mulne_sld finished [took 44.4545s]
20/11/23 01:47:04| INFO mulmc_sld finished [took 53.5056s]
20/11/23 01:47:04| INFO mulis_sld finished [took 44.1189s]
20/11/23 01:47:21| INFO binmc_sld finished [took 71.6965s]
20/11/23 01:47:21| INFO binc_sld finished [took 73.4867s]
20/11/23 01:47:22| INFO binis_sld finished [took 64.7095s]
20/11/23 01:47:22| INFO binne_sld finished [took 67.9910s]
20/11/23 01:47:23| INFO doc finished [took 17.7008s]
20/11/23 01:47:24| INFO ref finished [took 20.7662s]
20/11/23 01:47:29| INFO atc_mc finished [took 24.9997s]
----------------------------------------------------------------------------------------------------
20/11/23 01:49:20| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 01:49:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 01:50:22| INFO mulne_sld finished [took 43.0802s]
20/11/23 01:50:23| INFO mulc_sld finished [took 50.2426s]
20/11/23 01:50:25| INFO mulmc_sld finished [took 51.7277s]
20/11/23 01:50:28| INFO mulis_sld finished [took 44.4241s]
20/11/23 01:50:43| INFO binc_sld finished [took 71.4506s]
20/11/23 01:50:44| INFO binne_sld finished [took 69.3154s]
20/11/23 01:50:44| INFO binmc_sld finished [took 70.8425s]
20/11/23 01:50:44| INFO binis_sld finished [took 66.1399s]
20/11/23 01:50:46| INFO doc finished [took 17.0927s]
20/11/23 01:50:46| INFO ref finished [took 19.4784s]
20/11/23 01:50:52| INFO atc_mc finished [took 25.1916s]
----------------------------------------------------------------------------------------------------
20/11/23 02:12:36| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 02:12:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
----------------------------------------------------------------------------------------------------
20/11/23 02:15:00| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 02:15:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 02:16:34| INFO multh_sld finished [took 62.5794s]
20/11/23 02:16:39| INFO mulmc_sld finished [took 82.9832s]
20/11/23 02:16:43| INFO mulc_sld finished [took 89.4444s]
20/11/23 02:16:47| INFO mulne_sld finished [took 84.4205s]
20/11/23 02:16:51| INFO mulis_sld finished [took 84.4776s]
20/11/23 02:16:59| INFO ref finished [took 23.2338s]
20/11/23 02:17:04| INFO doc finished [took 18.7454s]
20/11/23 02:17:10| INFO atc_mc finished [took 28.4913s]
20/11/23 02:17:16| INFO binne_sld finished [took 114.6062s]
20/11/23 02:17:19| INFO binmc_sld finished [took 123.2626s]
20/11/23 02:17:19| INFO binc_sld finished [took 127.0802s]
20/11/23 02:17:20| INFO binth_sld finished [took 110.8454s]
20/11/23 02:17:21| INFO binis_sld finished [took 115.6158s]
20/11/23 02:17:21| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 131.7450s]
20/11/23 02:17:21| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 02:18:51| INFO mulc_sld finished [took 85.2962s]
20/11/23 02:18:55| INFO mulis_sld finished [took 74.6400s]
20/11/23 02:19:06| INFO mulne_sld finished [took 90.6245s]
20/11/23 02:19:10| INFO mulmc_sld finished [took 97.3879s]
20/11/23 02:19:13| INFO multh_sld finished [took 88.2680s]
20/11/23 02:19:20| INFO ref finished [took 25.6168s]
20/11/23 02:19:30| INFO atc_mc finished [took 31.9016s]
20/11/23 02:19:31| INFO doc finished [took 22.2173s]
20/11/23 02:19:36| INFO binne_sld finished [took 120.6272s]
20/11/23 02:19:36| INFO binc_sld finished [took 132.0614s]
20/11/23 02:19:38| INFO binis_sld finished [took 120.2652s]
20/11/23 02:19:42| INFO binmc_sld finished [took 132.9301s]
20/11/23 02:19:44| INFO binth_sld finished [took 121.0989s]
20/11/23 02:19:44| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 142.4625s]
20/11/23 02:19:44| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 02:21:45| INFO binmc_sld finished [took 101.5670s]
20/11/23 02:21:49| INFO multh_sld finished [took 94.4380s]
20/11/23 02:22:00| INFO binc_sld finished [took 129.5249s]
20/11/23 02:22:01| INFO mulmc_sld finished [took 117.2280s]
20/11/23 02:22:07| INFO mulis_sld finished [took 114.9215s]
20/11/23 02:22:07| INFO mulne_sld finished [took 117.0881s]
20/11/23 02:22:07| INFO mulc_sld finished [took 128.6287s]
20/11/23 02:22:11| INFO binis_sld finished [took 120.9556s]
20/11/23 02:22:14| INFO binth_sld finished [took 119.2709s]
20/11/23 02:22:14| INFO binne_sld finished [took 130.7185s]
20/11/23 02:22:16| INFO ref finished [took 27.1156s]
20/11/23 02:22:22| INFO doc finished [took 15.8766s]
20/11/23 02:22:24| INFO atc_mc finished [took 30.1662s]
20/11/23 02:22:24| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 160.1677s]
20/11/23 02:22:24| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 02:24:13| INFO mulis_sld finished [took 87.9466s]
20/11/23 02:24:17| INFO multh_sld finished [took 90.9778s]
20/11/23 02:24:36| INFO binne_sld finished [took 117.5388s]
20/11/23 02:24:40| INFO mulc_sld finished [took 127.3694s]
20/11/23 02:24:40| INFO binis_sld finished [took 116.1724s]
20/11/23 02:24:40| INFO ref finished [took 24.2116s]
20/11/23 02:24:40| INFO binmc_sld finished [took 125.7952s]
20/11/23 02:24:40| INFO binc_sld finished [took 130.3068s]
20/11/23 02:24:40| INFO mulmc_sld finished [took 124.1817s]
20/11/23 02:24:40| INFO binth_sld finished [took 114.7026s]
20/11/23 02:24:42| INFO mulne_sld finished [took 121.7398s]
20/11/23 02:24:50| INFO atc_mc finished [took 30.2635s]
20/11/23 02:24:54| INFO doc finished [took 13.9604s]
20/11/23 02:24:54| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 149.7514s]
20/11/23 02:24:54| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 02:26:49| INFO binne_sld finished [took 98.3603s]
20/11/23 02:26:52| INFO mulis_sld finished [took 99.7340s]
20/11/23 02:27:04| INFO binis_sld finished [took 114.1072s]
20/11/23 02:27:06| INFO mulmc_sld finished [took 117.8740s]
20/11/23 02:27:07| INFO mulc_sld finished [took 123.9307s]
20/11/23 02:27:07| INFO binmc_sld finished [took 122.2066s]
20/11/23 02:27:08| INFO binc_sld finished [took 129.3348s]
20/11/23 02:27:08| INFO binth_sld finished [took 115.5407s]
20/11/23 02:27:11| INFO multh_sld finished [took 113.9073s]
20/11/23 02:27:12| INFO mulne_sld finished [took 120.2535s]
20/11/23 02:27:18| INFO ref finished [took 25.3635s]
20/11/23 02:27:23| INFO doc finished [took 15.6328s]
20/11/23 02:27:25| INFO atc_mc finished [took 29.9609s]
20/11/23 02:27:25| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 151.1912s]
20/11/23 02:27:25| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 02:29:16| INFO binth_sld finished [took 91.5954s]
20/11/23 02:29:26| INFO mulmc_sld finished [took 109.6059s]
20/11/23 02:29:31| INFO binmc_sld finished [took 118.7185s]
20/11/23 02:29:31| INFO mulne_sld finished [took 112.4777s]
20/11/23 02:29:32| INFO mulc_sld finished [took 121.3510s]
20/11/23 02:29:35| INFO binne_sld finished [took 117.0660s]
20/11/23 02:29:36| INFO mulis_sld finished [took 114.6797s]
20/11/23 02:29:36| INFO binc_sld finished [took 129.1132s]
20/11/23 02:29:38| INFO binis_sld finished [took 117.0051s]
20/11/23 02:29:38| INFO multh_sld finished [took 113.8046s]
20/11/23 02:29:45| INFO ref finished [took 26.5570s]
20/11/23 02:29:49| INFO doc finished [took 16.3554s]
20/11/23 02:29:55| INFO atc_mc finished [took 25.5716s]
20/11/23 02:29:55| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 149.5232s]
20/11/23 02:29:55| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 02:31:46| INFO binth_sld finished [took 88.5796s]
20/11/23 02:31:52| INFO binmc_sld finished [took 104.4955s]
20/11/23 02:32:02| INFO multh_sld finished [took 105.8779s]
20/11/23 02:32:05| INFO mulc_sld finished [took 121.5348s]
20/11/23 02:32:05| INFO mulmc_sld finished [took 112.7843s]
20/11/23 02:32:07| INFO mulis_sld finished [took 112.9650s]
20/11/23 02:32:10| INFO binc_sld finished [took 130.0205s]
20/11/23 02:32:10| INFO binis_sld finished [took 118.5606s]
20/11/23 02:32:11| INFO mulne_sld finished [took 118.1357s]
20/11/23 02:32:12| INFO binne_sld finished [took 120.2522s]
20/11/23 02:32:17| INFO ref finished [took 26.3437s]
20/11/23 02:32:22| INFO doc finished [took 16.6700s]
20/11/23 02:32:26| INFO atc_mc finished [took 30.5879s]
20/11/23 02:32:26| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 151.6189s]
20/11/23 02:32:26| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 02:34:25| INFO mulis_sld finished [took 99.3573s]
20/11/23 02:34:28| INFO mulne_sld finished [took 105.9678s]
20/11/23 02:34:30| INFO mulc_sld finished [took 112.3542s]
20/11/23 02:34:33| INFO mulmc_sld finished [took 113.0966s]
20/11/23 02:34:35| INFO multh_sld finished [took 107.3173s]
20/11/23 02:34:39| INFO binc_sld finished [took 122.6565s]
20/11/23 02:34:41| INFO binth_sld finished [took 115.4261s]
20/11/23 02:34:42| INFO binne_sld finished [took 119.2260s]
20/11/23 02:34:42| INFO binmc_sld finished [took 121.4877s]
20/11/23 02:34:49| INFO binis_sld finished [took 125.4555s]
20/11/23 02:34:52| INFO ref finished [took 24.4455s]
20/11/23 02:34:53| INFO doc finished [took 18.4487s]
20/11/23 02:34:59| INFO atc_mc finished [took 26.2921s]
20/11/23 02:34:59| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 152.6033s]
20/11/23 02:34:59| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 02:36:34| INFO mulmc_sld finished [took 87.7047s]
20/11/23 02:36:44| INFO mulc_sld finished [took 101.1617s]
20/11/23 02:36:49| INFO mulne_sld finished [took 100.9511s]
20/11/23 02:36:52| INFO binis_sld finished [took 99.6242s]
20/11/23 02:36:52| INFO mulis_sld finished [took 97.8413s]
20/11/23 02:36:56| INFO multh_sld finished [took 99.4169s]
20/11/23 02:36:58| INFO binc_sld finished [took 117.1330s]
20/11/23 02:37:02| INFO binne_sld finished [took 112.9363s]
20/11/23 02:37:05| INFO binth_sld finished [took 109.0090s]
20/11/23 02:37:05| INFO binmc_sld finished [took 119.7268s]
20/11/23 02:37:05| INFO ref finished [took 27.9725s]
20/11/23 02:37:09| INFO doc finished [took 17.2184s]
20/11/23 02:37:14| INFO atc_mc finished [took 26.6428s]
20/11/23 02:37:14| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 134.7816s]
----------------------------------------------------------------------------------------------------
20/11/23 02:37:14| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
20/11/23 02:37:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
20/11/23 02:39:42| INFO mulmc_sld finished [took 124.2174s]
20/11/23 02:40:01| INFO binis_sld finished [took 125.6815s]
20/11/23 02:40:11| INFO mulc_sld finished [took 163.8885s]
20/11/23 02:40:29| INFO binc_sld finished [took 185.6913s]
20/11/23 02:40:35| INFO mulne_sld finished [took 164.7404s]
20/11/23 02:40:37| INFO binmc_sld finished [took 185.2177s]
20/11/23 02:40:42| INFO mulis_sld finished [took 157.7587s]
20/11/23 02:40:44| INFO multh_sld finished [took 145.3169s]
20/11/23 02:40:48| INFO binne_sld finished [took 185.6119s]
20/11/23 02:40:56| INFO binth_sld finished [took 165.8682s]
20/11/23 02:41:03| INFO ref finished [took 76.4049s]
20/11/23 02:41:14| INFO doc finished [took 58.1690s]
20/11/23 02:41:20| INFO atc_mc finished [took 73.6710s]
20/11/23 02:41:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 240.7076s]
20/11/23 02:41:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
20/11/23 02:43:56| INFO binne_sld finished [took 130.6488s]
20/11/23 02:44:03| INFO mulmc_sld finished [took 142.5655s]
20/11/23 02:44:19| INFO mulc_sld finished [took 171.0331s]
20/11/23 02:44:20| INFO binc_sld finished [took 175.8468s]
20/11/23 02:44:29| INFO binmc_sld finished [took 176.5526s]
20/11/23 02:44:37| INFO mulne_sld finished [took 163.7885s]
20/11/23 02:44:39| INFO mulis_sld finished [took 149.0380s]
20/11/23 02:44:50| INFO binis_sld finished [took 168.0236s]
20/11/23 02:44:52| INFO multh_sld finished [took 148.2326s]
20/11/23 02:44:53| INFO binth_sld finished [took 156.7037s]
20/11/23 02:45:13| INFO ref finished [took 71.6390s]
20/11/23 02:45:17| INFO doc finished [took 52.3994s]
20/11/23 02:45:22| INFO atc_mc finished [took 73.6028s]
20/11/23 02:45:22| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 241.7298s]
20/11/23 02:45:22| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
20/11/23 02:48:06| INFO mulmc_sld finished [took 143.2181s]
20/11/23 02:48:18| INFO mulis_sld finished [took 123.3667s]
20/11/23 02:48:23| INFO binc_sld finished [took 177.5666s]
20/11/23 02:48:26| INFO mulc_sld finished [took 176.4542s]
20/11/23 02:48:37| INFO binmc_sld finished [took 182.0788s]
20/11/23 02:48:42| INFO binne_sld finished [took 172.8659s]
20/11/23 02:48:50| INFO mulne_sld finished [took 171.8171s]
20/11/23 02:48:51| INFO binis_sld finished [took 165.0980s]
20/11/23 02:48:55| INFO multh_sld finished [took 143.0395s]
20/11/23 02:48:57| INFO binth_sld finished [took 157.1447s]
20/11/23 02:49:25| INFO ref finished [took 70.9916s]
20/11/23 02:49:26| INFO doc finished [took 55.7335s]
20/11/23 02:49:32| INFO atc_mc finished [took 67.3696s]
20/11/23 02:49:32| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 249.6781s]
20/11/23 02:49:32| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
20/11/23 02:52:10| INFO mulc_sld finished [took 152.6616s]
20/11/23 02:52:13| INFO binth_sld finished [took 111.9174s]
20/11/23 02:52:29| INFO binc_sld finished [took 173.9141s]
20/11/23 02:52:35| INFO binmc_sld finished [took 173.5471s]
20/11/23 02:52:35| INFO mulne_sld finished [took 153.0392s]
20/11/23 02:52:40| INFO binne_sld finished [took 165.1350s]
20/11/23 02:52:40| INFO multh_sld finished [took 128.9375s]
20/11/23 02:52:41| INFO binis_sld finished [took 152.7568s]
20/11/23 02:52:41| INFO mulmc_sld finished [took 172.7837s]
20/11/23 02:52:49| INFO mulis_sld finished [took 156.9706s]
20/11/23 02:53:18| INFO ref finished [took 63.0215s]
20/11/23 02:53:20| INFO doc finished [took 47.0408s]
20/11/23 02:53:26| INFO atc_mc finished [took 66.3868s]
20/11/23 02:53:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 233.8338s]
20/11/23 02:53:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
20/11/23 02:55:54| INFO binmc_sld finished [took 136.1929s]
20/11/23 02:56:14| INFO binth_sld finished [took 111.4439s]
20/11/23 02:56:28| INFO binc_sld finished [took 179.7965s]
20/11/23 02:56:39| INFO mulc_sld finished [took 185.7500s]
20/11/23 02:56:47| INFO mulmc_sld finished [took 181.4598s]
20/11/23 02:56:49| INFO mulne_sld finished [took 167.2435s]
20/11/23 02:56:50| INFO binne_sld finished [took 178.5580s]
20/11/23 02:56:53| INFO mulis_sld finished [took 158.8141s]
20/11/23 02:56:55| INFO binis_sld finished [took 170.4231s]
20/11/23 02:57:02| INFO multh_sld finished [took 150.4544s]
20/11/23 02:57:16| INFO ref finished [took 77.3704s]
20/11/23 02:57:23| INFO doc finished [took 49.4094s]
20/11/23 02:57:34| INFO atc_mc finished [took 74.5552s]
20/11/23 02:57:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 248.3413s]
20/11/23 02:57:34| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
20/11/23 03:00:03| INFO binmc_sld finished [took 136.7756s]
20/11/23 03:00:28| INFO multh_sld finished [took 110.5973s]
20/11/23 03:00:34| INFO mulc_sld finished [took 173.3616s]
20/11/23 03:00:35| INFO binc_sld finished [took 177.9362s]
20/11/23 03:00:51| INFO binne_sld finished [took 172.1176s]
20/11/23 03:00:55| INFO mulmc_sld finished [took 182.5879s]
20/11/23 03:00:58| INFO mulne_sld finished [took 170.8795s]
20/11/23 03:00:59| INFO binth_sld finished [took 150.6188s]
20/11/23 03:01:00| INFO binis_sld finished [took 167.1273s]
20/11/23 03:01:04| INFO mulis_sld finished [took 163.5621s]
20/11/23 03:01:28| INFO ref finished [took 80.1209s]
20/11/23 03:01:32| INFO doc finished [took 53.1106s]
20/11/23 03:01:44| INFO atc_mc finished [took 71.1038s]
20/11/23 03:01:44| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 250.2109s]
20/11/23 03:01:44| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
20/11/23 03:04:25| INFO binmc_sld finished [took 148.8335s]
20/11/23 03:04:46| INFO mulne_sld finished [took 151.3762s]
20/11/23 03:04:49| INFO multh_sld finished [took 118.5429s]
20/11/23 03:04:57| INFO mulc_sld finished [took 185.1404s]
20/11/23 03:05:00| INFO binc_sld finished [took 191.9336s]
20/11/23 03:05:14| INFO mulmc_sld finished [took 189.3051s]
20/11/23 03:05:17| INFO binne_sld finished [took 185.9626s]
20/11/23 03:05:17| INFO binis_sld finished [took 172.7355s]
20/11/23 03:05:19| INFO binth_sld finished [took 158.7829s]
20/11/23 03:05:20| INFO mulis_sld finished [took 167.7952s]
20/11/23 03:05:45| INFO ref finished [took 73.3493s]
20/11/23 03:05:45| INFO doc finished [took 49.5262s]
20/11/23 03:06:01| INFO atc_mc finished [took 68.8520s]
20/11/23 03:06:01| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 256.9468s]
20/11/23 03:06:01| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
20/11/23 03:08:44| INFO binne_sld finished [took 136.0221s]
20/11/23 03:08:52| INFO binmc_sld finished [took 158.0137s]
20/11/23 03:09:06| INFO mulc_sld finished [took 177.0021s]
20/11/23 03:09:14| INFO mulmc_sld finished [took 171.6045s]
20/11/23 03:09:21| INFO mulne_sld finished [took 165.6974s]
20/11/23 03:09:28| INFO multh_sld finished [took 142.8486s]
20/11/23 03:09:30| INFO binis_sld finished [took 168.8002s]
20/11/23 03:09:32| INFO binc_sld finished [took 206.6594s]
20/11/23 03:09:35| INFO mulis_sld finished [took 166.2826s]
20/11/23 03:09:38| INFO binth_sld finished [took 162.4726s]
20/11/23 03:10:03| INFO ref finished [took 72.7353s]
20/11/23 03:10:05| INFO doc finished [took 52.3474s]
20/11/23 03:10:07| INFO atc_mc finished [took 70.1920s]
20/11/23 03:10:07| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 246.2453s]
20/11/23 03:10:07| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
20/11/23 03:12:31| INFO mulmc_sld finished [took 125.2117s]
20/11/23 03:12:42| INFO mulis_sld finished [took 108.8717s]
20/11/23 03:13:09| INFO mulc_sld finished [took 174.3136s]
20/11/23 03:13:17| INFO mulne_sld finished [took 157.1515s]
20/11/23 03:13:34| INFO multh_sld finished [took 145.0756s]
20/11/23 03:13:40| INFO binc_sld finished [took 208.8105s]
20/11/23 03:13:41| INFO binmc_sld finished [took 202.8220s]
20/11/23 03:13:42| INFO binne_sld finished [took 190.3638s]
20/11/23 03:13:47| INFO binis_sld finished [took 181.3682s]
20/11/23 03:13:53| INFO binth_sld finished [took 173.3906s]
20/11/23 03:14:02| INFO ref finished [took 85.9214s]
20/11/23 03:14:08| INFO atc_mc finished [took 79.6540s]
20/11/23 03:14:13| INFO doc finished [took 58.8225s]
20/11/23 03:14:13| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 245.2229s]
----------------------------------------------------------------------------------------------------
20/11/23 03:16:56| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 03:17:05| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 03:18:40| INFO mulne_sld finished [took 81.3932s]
20/11/23 03:18:43| INFO mulc_sld finished [took 95.4489s]
20/11/23 03:18:46| INFO mulis_sld finished [took 83.8036s]
20/11/23 03:18:46| INFO mulmc_sld finished [took 93.0751s]
20/11/23 03:18:48| INFO multh_sld finished [took 82.2152s]
20/11/23 03:18:55| INFO binne_sld finished [took 98.5234s]
20/11/23 03:19:03| INFO binmc_sld finished [took 109.8935s]
20/11/23 03:19:08| INFO doc finished [took 20.0552s]
20/11/23 03:19:09| INFO ref finished [took 27.0392s]
20/11/23 03:19:10| INFO binth_sld finished [took 104.7917s]
20/11/23 03:19:11| INFO binis_sld finished [took 110.8898s]
20/11/23 03:19:11| INFO binc_sld finished [took 122.7801s]
20/11/23 03:19:16| INFO atc_mc finished [took 30.8205s]
20/11/23 03:19:16| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 131.1545s]
20/11/23 03:19:16| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 03:20:47| INFO mulis_sld finished [took 72.6210s]
20/11/23 03:21:01| INFO mulne_sld finished [took 85.4837s]
20/11/23 03:21:04| INFO multh_sld finished [took 84.1770s]
20/11/23 03:21:06| INFO mulc_sld finished [took 104.5922s]
20/11/23 03:21:08| INFO mulmc_sld finished [took 102.0137s]
20/11/23 03:21:17| INFO ref finished [took 27.5865s]
20/11/23 03:21:18| INFO binmc_sld finished [took 115.8399s]
20/11/23 03:21:28| INFO binis_sld finished [took 115.0524s]
20/11/23 03:21:28| INFO doc finished [took 21.4023s]
20/11/23 03:21:29| INFO binc_sld finished [took 131.1860s]
20/11/23 03:21:32| INFO binne_sld finished [took 122.0942s]
20/11/23 03:21:32| INFO binth_sld finished [took 114.0822s]
20/11/23 03:21:34| INFO atc_mc finished [took 31.1240s]
20/11/23 03:21:34| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 138.2053s]
20/11/23 03:21:34| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 03:23:29| INFO binis_sld finished [took 88.6104s]
20/11/23 03:23:38| INFO multh_sld finished [took 91.2502s]
20/11/23 03:23:43| INFO mulc_sld finished [took 112.3699s]
20/11/23 03:23:53| INFO mulne_sld finished [took 114.3377s]
20/11/23 03:23:55| INFO binmc_sld finished [took 122.9044s]
20/11/23 03:23:56| INFO mulis_sld finished [took 115.0132s]
20/11/23 03:23:56| INFO mulmc_sld finished [took 119.5200s]
20/11/23 03:23:59| INFO binc_sld finished [took 130.2273s]
20/11/23 03:24:01| INFO binne_sld finished [took 125.0571s]
20/11/23 03:24:01| INFO binth_sld finished [took 119.9793s]
20/11/23 03:24:05| INFO ref finished [took 30.2814s]
20/11/23 03:24:06| INFO doc finished [took 17.9100s]
20/11/23 03:24:13| INFO atc_mc finished [took 30.4248s]
20/11/23 03:24:13| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 158.6873s]
20/11/23 03:24:13| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 03:26:01| INFO mulmc_sld finished [took 95.0432s]
20/11/23 03:26:05| INFO mulne_sld finished [took 96.7000s]
20/11/23 03:26:20| INFO binth_sld finished [took 106.9869s]
20/11/23 03:26:24| INFO binne_sld finished [took 116.3876s]
20/11/23 03:26:25| INFO mulis_sld finished [took 111.4375s]
20/11/23 03:26:25| INFO binis_sld finished [took 114.4541s]
20/11/23 03:26:25| INFO binmc_sld finished [took 119.5952s]
20/11/23 03:26:26| INFO binc_sld finished [took 128.5900s]
20/11/23 03:26:26| INFO mulc_sld finished [took 125.1660s]
20/11/23 03:26:27| INFO multh_sld finished [took 110.9461s]
20/11/23 03:26:32| INFO ref finished [took 28.3574s]
20/11/23 03:26:39| INFO doc finished [took 16.2317s]
20/11/23 03:26:39| INFO atc_mc finished [took 31.8006s]
20/11/23 03:26:39| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 146.0910s]
20/11/23 03:26:39| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 03:28:24| INFO binc_sld finished [took 101.7037s]
20/11/23 03:28:35| INFO mulne_sld finished [took 99.3588s]
20/11/23 03:28:45| INFO binmc_sld finished [took 116.8989s]
20/11/23 03:28:47| INFO mulis_sld finished [took 109.1290s]
20/11/23 03:28:49| INFO mulmc_sld finished [took 119.7499s]
20/11/23 03:28:50| INFO mulc_sld finished [took 123.3248s]
20/11/23 03:28:51| INFO binis_sld finished [took 112.9436s]
20/11/23 03:28:51| INFO binth_sld finished [took 111.2697s]
20/11/23 03:28:51| INFO binne_sld finished [took 115.3490s]
20/11/23 03:28:53| INFO multh_sld finished [took 111.7482s]
20/11/23 03:28:57| INFO ref finished [took 29.3109s]
20/11/23 03:29:04| INFO doc finished [took 16.3394s]
20/11/23 03:29:07| INFO atc_mc finished [took 29.3865s]
20/11/23 03:29:07| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 147.8627s]
20/11/23 03:29:07| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 03:30:53| INFO binmc_sld finished [took 97.7993s]
20/11/23 03:30:53| INFO mulc_sld finished [took 99.3869s]
20/11/23 03:31:10| INFO binis_sld finished [took 108.6214s]
20/11/23 03:31:13| INFO multh_sld finished [took 104.8251s]
20/11/23 03:31:16| INFO mulmc_sld finished [took 118.3733s]
20/11/23 03:31:17| INFO binth_sld finished [took 109.9540s]
20/11/23 03:31:18| INFO binne_sld finished [took 118.2111s]
20/11/23 03:31:18| INFO mulis_sld finished [took 114.1723s]
20/11/23 03:31:18| INFO binc_sld finished [took 125.9541s]
20/11/23 03:31:18| INFO mulne_sld finished [took 115.5996s]
20/11/23 03:31:24| INFO ref finished [took 27.6424s]
20/11/23 03:31:28| INFO atc_mc finished [took 31.4376s]
20/11/23 03:31:30| INFO doc finished [took 17.3008s]
20/11/23 03:31:30| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 142.7797s]
20/11/23 03:31:30| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 03:33:19| INFO binne_sld finished [took 94.8898s]
20/11/23 03:33:27| INFO multh_sld finished [took 92.2214s]
20/11/23 03:33:38| INFO mulmc_sld finished [took 112.5445s]
20/11/23 03:33:40| INFO mulc_sld finished [took 120.5447s]
20/11/23 03:33:42| INFO mulis_sld finished [took 110.9247s]
20/11/23 03:33:42| INFO binmc_sld finished [took 120.2133s]
20/11/23 03:33:42| INFO binis_sld finished [took 112.1085s]
20/11/23 03:33:44| INFO binc_sld finished [took 126.4177s]
20/11/23 03:33:44| INFO mulne_sld finished [took 115.4862s]
20/11/23 03:33:47| INFO binth_sld finished [took 114.5942s]
20/11/23 03:33:50| INFO ref finished [took 25.9078s]
20/11/23 03:33:57| INFO doc finished [took 15.1945s]
20/11/23 03:34:00| INFO atc_mc finished [took 28.3638s]
20/11/23 03:34:00| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 149.8172s]
20/11/23 03:34:00| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 03:35:38| INFO multh_sld finished [took 73.0865s]
20/11/23 03:35:59| INFO mulis_sld finished [took 97.6609s]
20/11/23 03:36:00| INFO mulne_sld finished [took 101.1496s]
20/11/23 03:36:02| INFO mulc_sld finished [took 111.4939s]
20/11/23 03:36:05| INFO mulmc_sld finished [took 109.3646s]
20/11/23 03:36:07| INFO ref finished [took 24.0870s]
20/11/23 03:36:07| INFO binc_sld finished [took 125.1781s]
20/11/23 03:36:14| INFO binth_sld finished [took 112.8313s]
20/11/23 03:36:19| INFO binis_sld finished [took 119.4317s]
20/11/23 03:36:21| INFO binne_sld finished [took 126.2183s]
20/11/23 03:36:22| INFO binmc_sld finished [took 131.6166s]
20/11/23 03:36:23| INFO doc finished [took 17.9837s]
20/11/23 03:36:28| INFO atc_mc finished [took 24.3775s]
20/11/23 03:36:28| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 148.3524s]
20/11/23 03:36:28| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 03:37:58| INFO mulne_sld finished [took 78.7898s]
20/11/23 03:38:10| INFO binmc_sld finished [took 95.2823s]
20/11/23 03:38:18| INFO mulis_sld finished [took 94.6648s]
20/11/23 03:38:20| INFO mulc_sld finished [took 108.2474s]
20/11/23 03:38:22| INFO multh_sld finished [took 94.7749s]
20/11/23 03:38:24| INFO mulmc_sld finished [took 107.9929s]
20/11/23 03:38:26| INFO binis_sld finished [took 103.4191s]
20/11/23 03:38:30| INFO binne_sld finished [took 111.0331s]
20/11/23 03:38:30| INFO binth_sld finished [took 105.5931s]
20/11/23 03:38:31| INFO binc_sld finished [took 121.3222s]
20/11/23 03:38:31| INFO ref finished [took 31.0163s]
20/11/23 03:38:38| INFO doc finished [took 16.6443s]
20/11/23 03:38:40| INFO atc_mc finished [took 27.9005s]
20/11/23 03:38:40| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 131.9810s]
----------------------------------------------------------------------------------------------------
20/11/23 03:38:40| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
20/11/23 03:38:46| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
20/11/23 03:41:05| INFO binc_sld finished [took 135.8325s]
20/11/23 03:41:32| INFO mulc_sld finished [took 159.2035s]
20/11/23 03:41:35| INFO mulis_sld finished [took 125.5321s]
20/11/23 03:41:43| INFO mulne_sld finished [took 146.4994s]
20/11/23 03:41:50| INFO mulmc_sld finished [took 165.9085s]
20/11/23 03:42:09| INFO multh_sld finished [took 144.9233s]
20/11/23 03:42:09| INFO binis_sld finished [took 166.5245s]
20/11/23 03:42:10| INFO binmc_sld finished [took 192.6219s]
20/11/23 03:42:14| INFO binne_sld finished [took 185.2098s]
20/11/23 03:42:21| INFO binth_sld finished [took 166.7467s]
20/11/23 03:42:32| INFO ref finished [took 81.7691s]
20/11/23 03:42:36| INFO doc finished [took 53.7927s]
20/11/23 03:42:43| INFO atc_mc finished [took 65.1119s]
20/11/23 03:42:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 237.0679s]
20/11/23 03:42:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
20/11/23 03:45:26| INFO binth_sld finished [took 108.2371s]
20/11/23 03:45:29| INFO binmc_sld finished [took 154.9307s]
20/11/23 03:45:37| INFO multh_sld finished [took 111.0276s]
20/11/23 03:45:43| INFO mulc_sld finished [took 172.4344s]
20/11/23 03:45:50| INFO binc_sld finished [took 183.9600s]
20/11/23 03:45:57| INFO mulne_sld finished [took 165.2156s]
20/11/23 03:45:59| INFO mulmc_sld finished [took 176.7282s]
20/11/23 03:46:02| INFO binis_sld finished [took 158.8147s]
20/11/23 03:46:02| INFO mulis_sld finished [took 151.4033s]
20/11/23 03:46:04| INFO binne_sld finished [took 176.7579s]
20/11/23 03:46:37| INFO doc finished [took 53.0647s]
20/11/23 03:46:40| INFO ref finished [took 67.2497s]
20/11/23 03:46:44| INFO atc_mc finished [took 67.4087s]
20/11/23 03:46:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 241.0581s]
20/11/23 03:46:44| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
20/11/23 03:49:13| INFO mulc_sld finished [took 140.4644s]
20/11/23 03:49:23| INFO mulmc_sld finished [took 139.1107s]
20/11/23 03:49:58| INFO mulne_sld finished [took 155.7780s]
20/11/23 03:50:00| INFO binc_sld finished [took 192.2450s]
20/11/23 03:50:07| INFO binmc_sld finished [took 189.5754s]
20/11/23 03:50:11| INFO binne_sld finished [took 177.8011s]
20/11/23 03:50:13| INFO mulis_sld finished [took 153.8468s]
20/11/23 03:50:14| INFO binis_sld finished [took 165.6145s]
20/11/23 03:50:14| INFO binth_sld finished [took 150.7889s]
20/11/23 03:50:21| INFO multh_sld finished [took 147.8156s]
20/11/23 03:50:42| INFO ref finished [took 82.0872s]
20/11/23 03:50:48| INFO atc_mc finished [took 79.4735s]
20/11/23 03:50:53| INFO doc finished [took 49.4755s]
20/11/23 03:50:53| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 249.2144s]
20/11/23 03:50:53| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
20/11/23 03:53:16| INFO mulmc_sld finished [took 125.2087s]
20/11/23 03:53:29| INFO multh_sld finished [took 97.5888s]
20/11/23 03:53:52| INFO mulc_sld finished [took 172.8661s]
20/11/23 03:53:53| INFO binc_sld finished [took 176.6168s]
20/11/23 03:54:00| INFO binmc_sld finished [took 175.8356s]
20/11/23 03:54:06| INFO mulis_sld finished [took 149.0667s]
20/11/23 03:54:07| INFO binne_sld finished [took 170.4083s]
20/11/23 03:54:08| INFO mulne_sld finished [took 163.9292s]
20/11/23 03:54:14| INFO binis_sld finished [took 165.1871s]
20/11/23 03:54:15| INFO binth_sld finished [took 151.6311s]
20/11/23 03:54:37| INFO ref finished [took 77.7217s]
20/11/23 03:54:42| INFO atc_mc finished [took 68.4204s]
20/11/23 03:54:45| INFO doc finished [took 48.3405s]
20/11/23 03:54:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 231.5351s]
20/11/23 03:54:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
20/11/23 03:57:17| INFO binis_sld finished [took 110.8490s]
20/11/23 03:57:26| INFO binth_sld finished [took 105.9393s]
20/11/23 03:57:40| INFO binc_sld finished [took 171.8886s]
20/11/23 03:57:55| INFO binmc_sld finished [took 178.1487s]
20/11/23 03:57:55| INFO mulc_sld finished [took 182.9563s]
20/11/23 03:58:03| INFO mulmc_sld finished [took 179.2687s]
20/11/23 03:58:06| INFO mulne_sld finished [took 166.6936s]
20/11/23 03:58:07| INFO mulis_sld finished [took 153.5010s]
20/11/23 03:58:11| INFO binne_sld finished [took 180.1209s]
20/11/23 03:58:18| INFO multh_sld finished [took 150.4418s]
20/11/23 03:58:34| INFO ref finished [took 73.0682s]
20/11/23 03:58:41| INFO doc finished [took 55.6974s]
20/11/23 03:58:47| INFO atc_mc finished [took 73.2618s]
20/11/23 03:58:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 242.2963s]
20/11/23 03:58:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
20/11/23 04:01:29| INFO multh_sld finished [took 99.1077s]
20/11/23 04:01:37| INFO binne_sld finished [took 145.4308s]
20/11/23 04:01:46| INFO binc_sld finished [took 175.6320s]
20/11/23 04:01:52| INFO mulis_sld finished [took 136.5610s]
20/11/23 04:01:53| INFO mulc_sld finished [took 179.5011s]
20/11/23 04:01:55| INFO binmc_sld finished [took 176.8977s]
20/11/23 04:02:00| INFO mulmc_sld finished [took 174.5153s]
20/11/23 04:02:05| INFO mulne_sld finished [took 164.9716s]
20/11/23 04:02:10| INFO binis_sld finished [took 164.0410s]
20/11/23 04:02:14| INFO binth_sld finished [took 152.4170s]
20/11/23 04:02:38| INFO ref finished [took 63.4765s]
20/11/23 04:02:42| INFO doc finished [took 51.3112s]
20/11/23 04:02:47| INFO atc_mc finished [took 64.6071s]
20/11/23 04:02:47| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 239.5326s]
20/11/23 04:02:47| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
20/11/23 04:05:15| INFO mulc_sld finished [took 140.3118s]
20/11/23 04:05:39| INFO multh_sld finished [took 104.7727s]
20/11/23 04:05:55| INFO mulmc_sld finished [took 167.5707s]
20/11/23 04:05:59| INFO binc_sld finished [took 188.2639s]
20/11/23 04:06:00| INFO binmc_sld finished [took 179.8079s]
20/11/23 04:06:10| INFO binne_sld finished [took 174.7718s]
20/11/23 04:06:11| INFO mulis_sld finished [took 155.8414s]
20/11/23 04:06:12| INFO binis_sld finished [took 162.6220s]
20/11/23 04:06:14| INFO mulne_sld finished [took 171.2840s]
20/11/23 04:06:23| INFO binth_sld finished [took 159.3408s]
20/11/23 04:06:40| INFO ref finished [took 79.6211s]
20/11/23 04:06:49| INFO atc_mc finished [took 63.9036s]
20/11/23 04:06:50| INFO doc finished [took 48.4292s]
20/11/23 04:06:50| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 243.2813s]
20/11/23 04:06:50| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
20/11/23 04:09:23| INFO mulne_sld finished [took 117.4373s]
20/11/23 04:09:38| INFO binc_sld finished [took 164.1834s]
20/11/23 04:09:52| INFO mulis_sld finished [took 132.0033s]
20/11/23 04:10:02| INFO mulc_sld finished [took 185.1875s]
20/11/23 04:10:03| INFO mulmc_sld finished [took 173.2363s]
20/11/23 04:10:17| INFO multh_sld finished [took 140.9382s]
20/11/23 04:10:17| INFO binne_sld finished [took 180.0761s]
20/11/23 04:10:26| INFO binmc_sld finished [took 204.6868s]
20/11/23 04:10:27| INFO binth_sld finished [took 158.8710s]
20/11/23 04:10:27| INFO binis_sld finished [took 174.0890s]
20/11/23 04:10:49| INFO ref finished [took 80.5166s]
20/11/23 04:10:52| INFO doc finished [took 52.5718s]
20/11/23 04:10:53| INFO atc_mc finished [took 69.6886s]
20/11/23 04:10:53| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 243.0145s]
20/11/23 04:10:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
20/11/23 04:13:23| INFO mulis_sld finished [took 102.5196s]
20/11/23 04:13:25| INFO multh_sld finished [took 90.5906s]
20/11/23 04:13:50| INFO mulc_sld finished [took 169.8667s]
20/11/23 04:14:03| INFO mulne_sld finished [took 157.5907s]
20/11/23 04:14:05| INFO mulmc_sld finished [took 172.5611s]
20/11/23 04:14:14| INFO binc_sld finished [took 197.2618s]
20/11/23 04:14:15| INFO binmc_sld finished [took 190.4001s]
20/11/23 04:14:23| INFO binne_sld finished [took 185.2252s]
20/11/23 04:14:30| INFO binis_sld finished [took 176.9690s]
20/11/23 04:14:34| INFO binth_sld finished [took 167.2697s]
20/11/23 04:14:42| INFO ref finished [took 74.6631s]
20/11/23 04:14:47| INFO atc_mc finished [took 75.3620s]
20/11/23 04:14:53| INFO doc finished [took 56.6921s]
20/11/23 04:14:53| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 239.7532s]
----------------------------------------------------------------------------------------------------
20/11/23 10:50:55| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 10:51:04| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 10:52:32| INFO mulmc_sld finished [took 80.8363s]
20/11/23 10:52:41| INFO mulne_sld finished [took 84.5121s]
20/11/23 10:52:45| INFO mulc_sld finished [took 97.1404s]
20/11/23 10:52:46| INFO mulis_sld finished [took 82.9308s]
20/11/23 10:52:59| INFO binne_sld finished [took 104.9803s]
20/11/23 10:53:09| INFO mullr_sld finished [took 102.8501s]
20/11/23 10:53:09| INFO ref finished [took 33.3644s]
20/11/23 10:53:09| INFO binmc_sld finished [took 118.7448s]
20/11/23 10:53:10| INFO binc_sld finished [took 123.3115s]
20/11/23 10:53:12| INFO atc_mc finished [took 27.6970s]
20/11/23 10:53:13| INFO doc finished [took 26.5468s]
20/11/23 10:53:15| INFO binlr_sld finished [took 111.7040s]
20/11/23 10:53:19| INFO binis_sld finished [took 122.8478s]
20/11/23 10:53:19| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 135.3101s]
20/11/23 10:53:19| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 10:54:53| INFO mulmc_sld finished [took 82.9445s]
20/11/23 10:55:07| INFO mulis_sld finished [took 88.2679s]
20/11/23 10:55:09| INFO mulne_sld finished [took 94.5538s]
20/11/23 10:55:11| INFO mulc_sld finished [took 106.4283s]
20/11/23 10:55:20| INFO binis_sld finished [took 103.5217s]
20/11/23 10:55:23| INFO mullr_sld finished [took 101.6740s]
20/11/23 10:55:26| INFO binlr_sld finished [took 105.3735s]
20/11/23 10:55:29| INFO ref finished [took 32.8249s]
20/11/23 10:55:34| INFO binmc_sld finished [took 128.7640s]
20/11/23 10:55:35| INFO doc finished [took 22.4950s]
20/11/23 10:55:37| INFO atc_mc finished [took 26.7518s]
20/11/23 10:55:40| INFO binc_sld finished [took 137.5184s]
20/11/23 10:55:41| INFO binne_sld finished [took 128.8228s]
20/11/23 10:55:41| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 141.6235s]
20/11/23 10:55:41| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 10:57:42| INFO binne_sld finished [took 95.9809s]
20/11/23 10:57:52| INFO mulis_sld finished [took 102.3437s]
20/11/23 10:57:52| INFO mullr_sld finished [took 102.8163s]
20/11/23 10:58:02| INFO mulmc_sld finished [took 120.3317s]
20/11/23 10:58:04| INFO mulc_sld finished [took 125.9561s]
20/11/23 10:58:06| INFO mulne_sld finished [took 119.3721s]
20/11/23 10:58:07| INFO binis_sld finished [took 119.1128s]
20/11/23 10:58:07| INFO binlr_sld finished [took 118.0882s]
20/11/23 10:58:09| INFO binmc_sld finished [took 129.3598s]
20/11/23 10:58:10| INFO binc_sld finished [took 141.7115s]
20/11/23 10:58:15| INFO ref finished [took 26.4486s]
20/11/23 10:58:18| INFO doc finished [took 20.2277s]
20/11/23 10:58:21| INFO atc_mc finished [took 24.1681s]
20/11/23 10:58:21| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 160.4634s]
20/11/23 10:58:21| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 11:00:11| INFO mulmc_sld finished [took 100.2815s]
20/11/23 11:00:15| INFO binlr_sld finished [took 90.7660s]
20/11/23 11:00:28| INFO binis_sld finished [took 108.3827s]
20/11/23 11:00:37| INFO binne_sld finished [took 120.8979s]
20/11/23 11:00:37| INFO mulis_sld finished [took 115.5660s]
20/11/23 11:00:38| INFO binmc_sld finished [took 125.8453s]
20/11/23 11:00:39| INFO mulc_sld finished [took 132.5734s]
20/11/23 11:00:39| INFO binc_sld finished [took 133.0240s]
20/11/23 11:00:40| INFO mullr_sld finished [took 115.0636s]
20/11/23 11:00:40| INFO mulne_sld finished [took 121.5821s]
20/11/23 11:00:44| INFO ref finished [took 29.8542s]
20/11/23 11:00:48| INFO atc_mc finished [took 30.3574s]
20/11/23 11:00:50| INFO doc finished [took 18.5791s]
20/11/23 11:00:50| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 148.5097s]
20/11/23 11:00:50| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 11:02:38| INFO binne_sld finished [took 93.5784s]
20/11/23 11:02:42| INFO binlr_sld finished [took 90.0116s]
20/11/23 11:03:01| INFO mullr_sld finished [took 107.0783s]
20/11/23 11:03:02| INFO mulne_sld finished [took 115.3635s]
20/11/23 11:03:02| INFO binmc_sld finished [took 122.3129s]
20/11/23 11:03:03| INFO binis_sld finished [took 114.7409s]
20/11/23 11:03:04| INFO binc_sld finished [took 130.7897s]
20/11/23 11:03:05| INFO mulc_sld finished [took 128.9818s]
20/11/23 11:03:06| INFO mulmc_sld finished [took 123.7813s]
20/11/23 11:03:06| INFO mulis_sld finished [took 114.0687s]
20/11/23 11:03:11| INFO ref finished [took 29.1455s]
20/11/23 11:03:18| INFO atc_mc finished [took 33.1229s]
20/11/23 11:03:18| INFO doc finished [took 15.1706s]
20/11/23 11:03:18| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 148.6163s]
20/11/23 11:03:19| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 11:05:05| INFO mulmc_sld finished [took 98.1009s]
20/11/23 11:05:17| INFO mullr_sld finished [took 99.1913s]
20/11/23 11:05:22| INFO binmc_sld finished [took 116.6325s]
20/11/23 11:05:25| INFO mulc_sld finished [took 122.0991s]
20/11/23 11:05:30| INFO binis_sld finished [took 115.8437s]
20/11/23 11:05:30| INFO mulis_sld finished [took 115.9491s]
20/11/23 11:05:32| INFO binne_sld finished [took 118.8688s]
20/11/23 11:05:33| INFO binc_sld finished [took 129.7859s]
20/11/23 11:05:33| INFO binlr_sld finished [took 117.7808s]
20/11/23 11:05:34| INFO mulne_sld finished [took 121.2356s]
20/11/23 11:05:37| INFO ref finished [took 28.5878s]
20/11/23 11:05:43| INFO doc finished [took 18.0607s]
20/11/23 11:05:48| INFO atc_mc finished [took 28.0363s]
20/11/23 11:05:48| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 149.7342s]
20/11/23 11:05:48| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 11:07:34| INFO mulmc_sld finished [took 90.3864s]
20/11/23 11:07:39| INFO binne_sld finished [took 92.8051s]
20/11/23 11:07:53| INFO mulne_sld finished [took 107.7822s]
20/11/23 11:07:55| INFO binis_sld finished [took 108.0026s]
20/11/23 11:07:57| INFO mulis_sld finished [took 107.1116s]
20/11/23 11:08:02| INFO mulc_sld finished [took 123.2330s]
20/11/23 11:08:02| INFO binmc_sld finished [took 124.3210s]
20/11/23 11:08:03| INFO binlr_sld finished [took 111.5958s]
20/11/23 11:08:04| INFO mullr_sld finished [took 110.3063s]
20/11/23 11:08:05| INFO binc_sld finished [took 131.8586s]
20/11/23 11:08:08| INFO ref finished [took 31.0319s]
20/11/23 11:08:14| INFO doc finished [took 16.1762s]
20/11/23 11:08:15| INFO atc_mc finished [took 33.4847s]
20/11/23 11:08:15| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 146.3201s]
20/11/23 11:08:15| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 11:09:53| INFO mulc_sld finished [took 89.1546s]
20/11/23 11:10:15| INFO mulis_sld finished [took 102.0348s]
20/11/23 11:10:16| INFO mulne_sld finished [took 106.2293s]
20/11/23 11:10:19| INFO mulmc_sld finished [took 108.0365s]
20/11/23 11:10:23| INFO binc_sld finished [took 120.8891s]
20/11/23 11:10:27| INFO mullr_sld finished [took 108.8832s]
20/11/23 11:10:31| INFO ref finished [took 34.0655s]
20/11/23 11:10:34| INFO binne_sld finished [took 126.5304s]
20/11/23 11:10:35| INFO binis_sld finished [took 121.9615s]
20/11/23 11:10:37| INFO binlr_sld finished [took 119.2132s]
20/11/23 11:10:39| INFO binmc_sld finished [took 131.8129s]
20/11/23 11:10:40| INFO doc finished [took 19.8296s]
20/11/23 11:10:48| INFO atc_mc finished [took 29.0604s]
20/11/23 11:10:48| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 153.0210s]
20/11/23 11:10:48| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 11:12:26| INFO binc_sld finished [took 95.4819s]
20/11/23 11:12:34| INFO mulc_sld finished [took 101.3762s]
20/11/23 11:12:35| INFO mulne_sld finished [took 94.0779s]
20/11/23 11:12:37| INFO mulis_sld finished [took 95.0970s]
20/11/23 11:12:43| INFO mulmc_sld finished [took 107.1269s]
20/11/23 11:12:45| INFO binmc_sld finished [took 111.5198s]
20/11/23 11:12:49| INFO binne_sld finished [took 112.0173s]
20/11/23 11:12:50| INFO binis_sld finished [took 107.6742s]
20/11/23 11:12:55| INFO mullr_sld finished [took 108.4449s]
20/11/23 11:12:55| INFO ref finished [took 26.9151s]
20/11/23 11:13:00| INFO doc finished [took 21.0902s]
20/11/23 11:13:03| INFO atc_mc finished [took 25.5974s]
20/11/23 11:13:12| INFO binlr_sld finished [took 126.2277s]
20/11/23 11:13:12| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 143.8924s]
----------------------------------------------------------------------------------------------------
20/11/23 11:13:12| INFO dataset rcv1_CCAT_9prevs [pool size: 10]
20/11/23 11:13:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started
20/11/23 11:16:34| INFO mulc_sld finished [took 190.0329s]
20/11/23 11:16:52| INFO mulis_sld finished [took 169.7056s]
20/11/23 11:17:02| INFO mulne_sld finished [took 192.4066s]
20/11/23 11:17:03| INFO binc_sld finished [took 222.6597s]
20/11/23 11:17:07| INFO mulmc_sld finished [took 211.7104s]
20/11/23 11:17:19| INFO binne_sld finished [took 218.1930s]
20/11/23 11:17:23| INFO binmc_sld finished [took 234.0882s]
20/11/23 11:17:30| INFO binis_sld finished [took 215.0899s]
20/11/23 11:17:51| INFO mullr_sld finished [took 213.9460s]
20/11/23 11:17:53| INFO ref finished [took 73.1505s]
20/11/23 11:18:14| INFO doc finished [took 67.4488s]
20/11/23 11:18:15| INFO atc_mc finished [took 79.6990s]
20/11/23 11:18:24| INFO binlr_sld finished [took 255.6407s]
20/11/23 11:18:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 306.9208s]
20/11/23 11:18:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started
20/11/23 11:22:14| INFO mulc_sld finished [took 223.3421s]
20/11/23 11:22:27| INFO mulne_sld finished [took 212.4221s]
20/11/23 11:22:27| INFO binc_sld finished [took 239.5038s]
20/11/23 11:22:41| INFO binmc_sld finished [took 244.3104s]
20/11/23 11:22:41| INFO mulmc_sld finished [took 237.8574s]
20/11/23 11:22:45| INFO mulis_sld finished [took 212.7987s]
20/11/23 11:22:53| INFO binis_sld finished [took 227.9662s]
20/11/23 11:22:53| INFO binne_sld finished [took 244.9850s]
20/11/23 11:23:19| INFO mullr_sld finished [took 233.2159s]
20/11/23 11:23:23| INFO binlr_sld finished [took 244.1648s]
20/11/23 11:23:31| INFO ref finished [took 71.1301s]
20/11/23 11:23:34| INFO doc finished [took 56.9612s]
20/11/23 11:23:42| INFO atc_mc finished [took 69.4108s]
20/11/23 11:23:42| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 317.8974s]
20/11/23 11:23:42| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started
20/11/23 11:27:12| INFO mulmc_sld finished [took 189.0132s]
20/11/23 11:27:21| INFO mulis_sld finished [took 168.5980s]
20/11/23 11:27:26| INFO binc_sld finished [took 220.6162s]
20/11/23 11:27:34| INFO mulc_sld finished [took 224.9369s]
20/11/23 11:27:39| INFO binne_sld finished [took 209.2812s]
20/11/23 11:27:39| INFO binmc_sld finished [took 224.6703s]
20/11/23 11:27:43| INFO binis_sld finished [took 197.1891s]
20/11/23 11:27:50| INFO mulne_sld finished [took 212.0919s]
20/11/23 11:28:16| INFO binlr_sld finished [took 214.2706s]
20/11/23 11:28:21| INFO mullr_sld finished [took 209.5245s]
20/11/23 11:28:29| INFO ref finished [took 69.7935s]
20/11/23 11:28:30| INFO doc finished [took 56.5998s]
20/11/23 11:28:38| INFO atc_mc finished [took 70.0903s]
20/11/23 11:28:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 296.1528s]
20/11/23 11:28:38| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started
20/11/23 11:32:07| INFO mulc_sld finished [took 202.6796s]
20/11/23 11:32:17| INFO mulis_sld finished [took 176.6095s]
20/11/23 11:32:26| INFO mulmc_sld finished [took 212.0606s]
20/11/23 11:32:33| INFO binc_sld finished [took 231.9888s]
20/11/23 11:32:33| INFO binmc_sld finished [took 225.1738s]
20/11/23 11:32:35| INFO mulne_sld finished [took 206.9359s]
20/11/23 11:32:39| INFO binne_sld finished [took 218.2999s]
20/11/23 11:32:43| INFO binis_sld finished [took 209.0047s]
20/11/23 11:33:09| INFO binlr_sld finished [took 222.3371s]
20/11/23 11:33:13| INFO mullr_sld finished [took 219.4530s]
20/11/23 11:33:21| INFO ref finished [took 69.8519s]
20/11/23 11:33:26| INFO doc finished [took 55.4481s]
20/11/23 11:33:30| INFO atc_mc finished [took 68.9240s]
20/11/23 11:33:30| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 291.6580s]
20/11/23 11:33:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started
20/11/23 11:36:50| INFO binis_sld finished [took 160.8038s]
20/11/23 11:37:01| INFO binc_sld finished [took 207.5309s]
20/11/23 11:37:13| INFO mulc_sld finished [took 215.8220s]
20/11/23 11:37:20| INFO binne_sld finished [took 203.5118s]
20/11/23 11:37:21| INFO binmc_sld finished [took 217.1764s]
20/11/23 11:37:21| INFO mulmc_sld finished [took 210.5468s]
20/11/23 11:37:30| INFO mulne_sld finished [took 207.1628s]
20/11/23 11:37:35| INFO mulis_sld finished [took 196.3299s]
20/11/23 11:37:41| INFO mullr_sld finished [took 187.9665s]
20/11/23 11:37:50| INFO binlr_sld finished [took 205.6684s]
20/11/23 11:38:06| INFO ref finished [took 68.8311s]
20/11/23 11:38:13| INFO doc finished [took 52.2343s]
20/11/23 11:38:20| INFO atc_mc finished [took 74.2086s]
20/11/23 11:38:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 290.3009s]
20/11/23 11:38:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started
20/11/23 11:42:04| INFO mulc_sld finished [took 216.6741s]
20/11/23 11:42:09| INFO binc_sld finished [took 226.0492s]
20/11/23 11:42:21| INFO binmc_sld finished [took 228.9625s]
20/11/23 11:42:30| INFO binne_sld finished [took 225.6253s]
20/11/23 11:42:33| INFO mulis_sld finished [took 206.2442s]
20/11/23 11:42:33| INFO mulmc_sld finished [took 237.4283s]
20/11/23 11:42:36| INFO mulne_sld finished [took 223.3897s]
20/11/23 11:42:39| INFO binis_sld finished [took 218.4677s]
20/11/23 11:42:49| INFO mullr_sld finished [took 204.6124s]
20/11/23 11:43:13| INFO binlr_sld finished [took 238.0866s]
20/11/23 11:43:19| INFO ref finished [took 70.5400s]
20/11/23 11:43:21| INFO doc finished [took 54.7835s]
20/11/23 11:43:24| INFO atc_mc finished [took 68.9721s]
20/11/23 11:43:24| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 303.8797s]
20/11/23 11:43:24| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started
20/11/23 11:46:41| INFO mulis_sld finished [took 148.7613s]
20/11/23 11:46:58| INFO mulc_sld finished [took 206.7147s]
20/11/23 11:47:00| INFO binc_sld finished [took 212.1316s]
20/11/23 11:47:19| INFO binmc_sld finished [took 223.1477s]
20/11/23 11:47:20| INFO mulmc_sld finished [took 216.6986s]
20/11/23 11:47:21| INFO mulne_sld finished [took 202.3311s]
20/11/23 11:47:22| INFO mullr_sld finished [took 173.7357s]
20/11/23 11:47:26| INFO binne_sld finished [took 215.3696s]
20/11/23 11:47:34| INFO binis_sld finished [took 208.9631s]
20/11/23 11:47:38| INFO binlr_sld finished [took 198.4459s]
20/11/23 11:47:59| INFO ref finished [took 72.3612s]
20/11/23 11:48:03| INFO doc finished [took 54.8990s]
20/11/23 11:48:11| INFO atc_mc finished [took 67.9558s]
20/11/23 11:48:11| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 287.4465s]
20/11/23 11:48:11| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started
20/11/23 11:51:16| INFO binc_sld finished [took 181.3922s]
20/11/23 11:51:40| INFO mulc_sld finished [took 202.3547s]
20/11/23 11:51:46| INFO binmc_sld finished [took 202.4826s]
20/11/23 11:51:49| INFO mulmc_sld finished [took 198.8992s]
20/11/23 11:52:04| INFO mulis_sld finished [took 183.6813s]
20/11/23 11:52:06| INFO mullr_sld finished [took 170.2677s]
20/11/23 11:52:09| INFO binne_sld finished [took 212.0736s]
20/11/23 11:52:10| INFO mulne_sld finished [took 204.2544s]
20/11/23 11:52:13| INFO binis_sld finished [took 200.0333s]
20/11/23 11:52:19| INFO binlr_sld finished [took 193.4050s]
20/11/23 11:52:48| INFO ref finished [took 84.1759s]
20/11/23 11:52:50| INFO doc finished [took 56.0423s]
20/11/23 11:52:50| INFO atc_mc finished [took 62.1243s]
20/11/23 11:52:50| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 278.8773s]
20/11/23 11:52:50| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started
20/11/23 11:55:48| INFO mulne_sld finished [took 146.4694s]
20/11/23 11:56:01| INFO mulc_sld finished [took 183.8118s]
20/11/23 11:56:14| INFO mullr_sld finished [took 141.8801s]
20/11/23 11:56:15| INFO mulmc_sld finished [took 186.0843s]
20/11/23 11:56:19| INFO mulis_sld finished [took 161.9423s]
20/11/23 11:56:31| INFO binc_sld finished [took 217.2969s]
20/11/23 11:56:41| INFO binmc_sld finished [took 218.4508s]
20/11/23 11:56:47| INFO binne_sld finished [took 211.2848s]
20/11/23 11:56:49| INFO binis_sld finished [took 199.1262s]
20/11/23 11:56:56| INFO binlr_sld finished [took 193.4588s]
20/11/23 11:57:02| INFO ref finished [took 67.8089s]
20/11/23 11:57:11| INFO doc finished [took 51.8464s]
20/11/23 11:57:22| INFO atc_mc finished [took 74.7604s]
20/11/23 11:57:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 271.6924s]
----------------------------------------------------------------------------------------------------
20/11/23 12:53:06| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 12:53:12| INFO Dataset sample 0.10 of dataset imdb_9prevs started
----------------------------------------------------------------------------------------------------
20/11/23 12:53:16| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 12:53:23| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 12:53:24| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:53:38| INFO ref finished [took 13.0018s]
20/11/23 12:53:38| INFO doc finished [took 12.0014s]
20/11/23 12:53:41| INFO atc_mc finished [took 15.8052s]
20/11/23 12:53:59| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:53:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.8231s]
20/11/23 12:53:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 12:54:00| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:54:17| INFO doc finished [took 12.3474s]
20/11/23 12:54:17| INFO ref finished [took 13.6803s]
20/11/23 12:54:20| INFO atc_mc finished [took 15.7362s]
20/11/23 12:54:39| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:54:39| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 39.9802s]
20/11/23 12:54:39| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 12:54:44| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:55:01| INFO doc finished [took 14.3674s]
20/11/23 12:55:02| INFO ref finished [took 15.0281s]
20/11/23 12:55:05| INFO atc_mc finished [took 17.5189s]
20/11/23 12:55:12| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:55:12| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 32.3891s]
20/11/23 12:55:12| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 12:55:16| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:55:35| INFO doc finished [took 17.4354s]
20/11/23 12:55:35| INFO ref finished [took 18.1023s]
20/11/23 12:55:39| INFO atc_mc finished [took 22.0424s]
20/11/23 12:55:50| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:55:50| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.8204s]
20/11/23 12:55:50| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 12:55:55| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:56:12| INFO doc finished [took 16.2311s]
20/11/23 12:56:13| INFO ref finished [took 16.3267s]
20/11/23 12:56:16| INFO atc_mc finished [took 19.3748s]
20/11/23 12:56:25| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:56:25| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 35.1307s]
20/11/23 12:56:25| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 12:56:28| WARNING Dataset sample 0.60 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
----------------------------------------------------------------------------------------------------
20/11/23 12:56:46| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 12:56:53| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 12:57:08| INFO doc finished [took 10.9050s]
20/11/23 12:57:09| INFO ref finished [took 11.6994s]
20/11/23 12:57:11| INFO atc_mc finished [took 14.1794s]
20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:57:29| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.0856s]
20/11/23 12:57:29| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 12:57:45| INFO doc finished [took 10.7859s]
20/11/23 12:57:46| INFO ref finished [took 12.5902s]
20/11/23 12:57:48| INFO atc_mc finished [took 15.1536s]
20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:58:01| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 31.9915s]
20/11/23 12:58:01| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 12:58:21| INFO ref finished [took 13.7423s]
20/11/23 12:58:22| INFO doc finished [took 14.6043s]
20/11/23 12:58:25| INFO atc_mc finished [took 17.9017s]
20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__'
20/11/23 12:58:32| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 31.5618s]
20/11/23 12:58:32| INFO Dataset sample 0.40 of dataset imdb_9prevs started
----------------------------------------------------------------------------------------------------
20/11/23 12:58:39| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 12:58:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 12:58:47| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
20/11/23 12:59:02| INFO doc finished [took 12.7574s]
20/11/23 12:59:03| INFO ref finished [took 14.2840s]
20/11/23 12:59:05| INFO atc_mc finished [took 16.0754s]
20/11/23 12:59:23| INFO mul_sld finished [took 35.4131s]
20/11/23 12:59:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.3097s]
20/11/23 12:59:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 12:59:24| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
20/11/23 12:59:38| INFO doc finished [took 11.9911s]
20/11/23 12:59:39| INFO ref finished [took 13.3186s]
20/11/23 12:59:42| INFO atc_mc finished [took 15.8120s]
20/11/23 12:59:54| INFO mul_sld finished [took 28.2566s]
20/11/23 12:59:54| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 30.4601s]
20/11/23 12:59:54| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 12:59:58| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
20/11/23 13:00:13| INFO doc finished [took 13.1032s]
20/11/23 13:00:13| INFO ref finished [took 13.4678s]
20/11/23 13:00:17| INFO atc_mc finished [took 16.9385s]
20/11/23 13:00:25| INFO mul_sld finished [took 25.7493s]
20/11/23 13:00:25| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 30.8717s]
20/11/23 13:00:25| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 13:00:27| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
20/11/23 13:00:43| INFO ref finished [took 14.3064s]
20/11/23 13:00:44| INFO doc finished [took 14.7694s]
20/11/23 13:00:47| INFO atc_mc finished [took 17.9495s]
20/11/23 13:00:55| INFO mul_sld finished [took 26.8942s]
20/11/23 13:00:55| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 30.4124s]
20/11/23 13:00:55| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 13:00:59| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
20/11/23 13:01:15| INFO ref finished [took 13.7607s]
20/11/23 13:01:15| INFO doc finished [took 13.3931s]
20/11/23 13:01:19| INFO atc_mc finished [took 17.9275s]
20/11/23 13:01:26| INFO mul_sld finished [took 24.1855s]
20/11/23 13:01:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 31.4394s]
20/11/23 13:01:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 13:01:29| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
20/11/23 13:01:48| INFO ref finished [took 17.0346s]
20/11/23 13:01:48| INFO doc finished [took 15.8855s]
20/11/23 13:01:52| INFO atc_mc finished [took 21.4945s]
20/11/23 13:01:58| INFO mul_sld finished [took 28.6565s]
20/11/23 13:01:58| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 31.8303s]
20/11/23 13:01:58| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 13:02:02| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
20/11/23 13:02:22| INFO ref finished [took 17.1278s]
20/11/23 13:02:22| INFO doc finished [took 15.8093s]
20/11/23 13:02:25| INFO atc_mc finished [took 20.5205s]
20/11/23 13:02:35| INFO mul_sld finished [took 31.1285s]
20/11/23 13:02:35| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 37.0795s]
20/11/23 13:02:35| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 13:02:39| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false'
----------------------------------------------------------------------------------------------------
20/11/23 13:02:46| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 13:02:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 13:03:09| INFO doc finished [took 11.6427s]
20/11/23 13:03:09| INFO ref finished [took 13.4657s]
20/11/23 13:03:12| INFO atc_mc finished [took 16.8274s]
20/11/23 13:03:20| INFO bin_sld finished [took 26.2900s]
20/11/23 13:03:30| INFO mul_sld finished [took 35.5662s]
20/11/23 13:03:30| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.9536s]
20/11/23 13:03:30| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 13:03:47| INFO doc finished [took 12.6327s]
20/11/23 13:03:47| INFO ref finished [took 14.1113s]
20/11/23 13:03:51| INFO atc_mc finished [took 17.1208s]
20/11/23 13:04:00| INFO bin_sld finished [took 28.7995s]
20/11/23 13:04:05| INFO mul_sld finished [took 32.8595s]
20/11/23 13:04:05| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 34.9393s]
20/11/23 13:04:05| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 13:04:33| INFO doc finished [took 16.7791s]
20/11/23 13:04:34| INFO ref finished [took 19.3321s]
20/11/23 13:04:37| INFO atc_mc finished [took 22.5727s]
20/11/23 13:04:42| INFO bin_sld finished [took 29.8259s]
20/11/23 13:04:45| INFO mul_sld finished [took 29.3606s]
20/11/23 13:04:45| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 40.0519s]
20/11/23 13:04:45| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 13:05:09| INFO ref finished [took 18.0921s]
20/11/23 13:05:10| INFO doc finished [took 18.2462s]
20/11/23 13:05:14| INFO atc_mc finished [took 22.4662s]
20/11/23 13:05:18| INFO bin_sld finished [took 30.0297s]
20/11/23 13:05:23| INFO mul_sld finished [took 31.6445s]
20/11/23 13:05:23| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.7604s]
20/11/23 13:05:23| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 13:05:49| INFO doc finished [took 20.2806s]
20/11/23 13:05:49| INFO ref finished [took 21.3255s]
20/11/23 13:05:53| INFO atc_mc finished [took 24.0795s]
20/11/23 13:05:56| INFO bin_sld finished [took 28.7894s]
20/11/23 13:06:00| INFO mul_sld finished [took 33.7951s]
20/11/23 13:06:00| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 37.5706s]
20/11/23 13:06:00| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 13:06:26| INFO ref finished [took 19.4509s]
20/11/23 13:06:26| INFO doc finished [took 19.9130s]
20/11/23 13:06:30| INFO atc_mc finished [took 22.7232s]
20/11/23 13:06:33| INFO bin_sld finished [took 30.7533s]
20/11/23 13:06:37| INFO mul_sld finished [took 30.0295s]
20/11/23 13:06:37| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 36.6151s]
20/11/23 13:06:37| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 13:06:57| INFO doc finished [took 14.8506s]
20/11/23 13:06:57| INFO ref finished [took 15.2854s]
20/11/23 13:07:00| INFO atc_mc finished [took 18.7613s]
20/11/23 13:07:04| INFO bin_sld finished [took 23.4065s]
20/11/23 13:07:06| INFO mul_sld finished [took 25.6179s]
20/11/23 13:07:06| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 29.4099s]
20/11/23 13:07:06| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 13:07:27| INFO doc finished [took 15.8386s]
20/11/23 13:07:27| INFO ref finished [took 16.2869s]
20/11/23 13:07:31| INFO atc_mc finished [took 20.1657s]
20/11/23 13:07:38| INFO mul_sld finished [took 28.5372s]
20/11/23 13:07:39| INFO bin_sld finished [took 29.6434s]
20/11/23 13:07:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 32.4333s]
20/11/23 13:07:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 13:08:01| INFO ref finished [took 16.2102s]
20/11/23 13:08:01| INFO doc finished [took 15.5073s]
20/11/23 13:08:03| INFO atc_mc finished [took 19.5171s]
20/11/23 13:08:07| INFO bin_sld finished [took 26.6722s]
20/11/23 13:08:13| INFO mul_sld finished [took 30.5575s]
20/11/23 13:08:13| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 34.6924s]
----------------------------------------------------------------------------------------------------
20/11/23 13:54:08| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 13:54:17| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 13:55:31| INFO doc finished [took 63.9862s]
20/11/23 13:55:35| INFO ref finished [took 71.4049s]
20/11/23 13:55:55| INFO atc_mc finished [took 89.1926s]
20/11/23 13:56:16| INFO mulis_sld finished [took 114.9676s]
20/11/23 13:57:36| INFO binis_sld finished [took 197.4002s]
20/11/23 14:13:15| INFO rca_star finished [took 1125.9007s]
20/11/23 14:13:15| INFO rca finished [took 1126.5969s]
20/11/23 14:13:15| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 1137.9566s]
20/11/23 14:13:15| INFO Dataset sample 0.20 of dataset imdb_9prevs started
----------------------------------------------------------------------------------------------------
20/11/23 14:14:37| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 14:14:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 14:15:27| INFO doc finished [took 28.2275s]
20/11/23 14:15:32| INFO binis_pacc finished [took 43.8178s]
20/11/23 14:15:32| INFO ref finished [took 37.4386s]
20/11/23 14:15:34| INFO mulis_pacc finished [took 43.9843s]
20/11/23 14:15:35| INFO atc_mc finished [took 37.4711s]
20/11/23 14:15:39| INFO mulis_sld finished [took 46.2048s]
20/11/23 14:16:04| INFO binis_sld finished [took 71.1316s]
20/11/23 14:16:04| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 77.7480s]
20/11/23 14:16:04| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 14:16:49| INFO ref finished [took 33.6024s]
20/11/23 14:16:53| INFO doc finished [took 34.4709s]
20/11/23 14:16:53| INFO binis_pacc finished [took 45.5262s]
20/11/23 14:16:55| INFO mulis_pacc finished [took 44.8774s]
20/11/23 14:16:55| INFO atc_mc finished [took 38.1527s]
20/11/23 14:17:05| INFO mulis_sld finished [took 52.6045s]
20/11/23 14:17:18| INFO binis_sld finished [took 66.3136s]
20/11/23 14:17:18| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 74.6187s]
20/11/23 14:17:18| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 14:18:10| INFO doc finished [took 29.2951s]
20/11/23 14:18:10| INFO ref finished [took 31.5087s]
20/11/23 14:18:14| INFO binis_pacc finished [took 47.2623s]
20/11/23 14:18:17| INFO atc_mc finished [took 38.7412s]
20/11/23 14:18:20| INFO mulis_pacc finished [took 48.8603s]
20/11/23 14:18:28| INFO binis_sld finished [took 54.4351s]
20/11/23 14:18:30| INFO mulis_sld finished [took 54.0171s]
20/11/23 14:18:30| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 71.7372s]
20/11/23 14:18:30| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 14:19:16| INFO ref finished [took 32.1021s]
20/11/23 14:19:22| INFO doc finished [took 36.7007s]
20/11/23 14:19:23| INFO mulis_pacc finished [took 46.6175s]
20/11/23 14:19:23| INFO atc_mc finished [took 39.6910s]
20/11/23 14:19:25| INFO binis_pacc finished [took 51.1957s]
20/11/23 14:19:33| INFO binis_sld finished [took 57.4588s]
20/11/23 14:19:34| INFO mulis_sld finished [took 52.1688s]
20/11/23 14:19:34| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 64.0582s]
20/11/23 14:19:34| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 14:20:22| INFO doc finished [took 31.7336s]
20/11/23 14:20:23| INFO ref finished [took 35.1117s]
20/11/23 14:20:26| INFO binis_pacc finished [took 47.7704s]
20/11/23 14:20:29| INFO mulis_pacc finished [took 47.7163s]
20/11/23 14:20:33| INFO atc_mc finished [took 45.2073s]
20/11/23 14:20:39| INFO mulis_sld finished [took 52.8156s]
20/11/23 14:20:42| INFO binis_sld finished [took 61.4007s]
20/11/23 14:20:42| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 67.4820s]
20/11/23 14:20:42| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 14:21:28| INFO ref finished [took 34.7217s]
20/11/23 14:21:28| INFO doc finished [took 33.0339s]
20/11/23 14:21:35| INFO mulis_pacc finished [took 47.7748s]
20/11/23 14:21:36| INFO binis_pacc finished [took 49.5656s]
20/11/23 14:21:40| INFO atc_mc finished [took 46.9417s]
20/11/23 14:21:45| INFO binis_sld finished [took 55.1265s]
20/11/23 14:21:45| INFO mulis_sld finished [took 53.7538s]
20/11/23 14:21:45| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 63.7629s]
20/11/23 14:21:45| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 14:22:32| INFO doc finished [took 30.8502s]
20/11/23 14:22:33| INFO ref finished [took 34.0222s]
20/11/23 14:22:36| INFO binis_pacc finished [took 47.9541s]
20/11/23 14:22:39| INFO atc_mc finished [took 37.8288s]
20/11/23 14:22:43| INFO mulis_pacc finished [took 48.6021s]
20/11/23 14:22:49| INFO binis_sld finished [took 52.6787s]
20/11/23 14:22:52| INFO mulis_sld finished [took 54.8996s]
20/11/23 14:22:52| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 66.1803s]
20/11/23 14:22:52| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 14:23:38| INFO doc finished [took 31.0230s]
20/11/23 14:23:38| INFO ref finished [took 32.0340s]
20/11/23 14:23:45| INFO mulis_pacc finished [took 41.3610s]
20/11/23 14:23:45| INFO atc_mc finished [took 38.3982s]
20/11/23 14:23:47| INFO binis_pacc finished [took 49.3351s]
20/11/23 14:23:51| INFO mulis_sld finished [took 46.9674s]
20/11/23 14:24:10| INFO binis_sld finished [took 65.4690s]
20/11/23 14:24:10| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 78.0258s]
20/11/23 14:24:10| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 14:24:11| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
20/11/23 14:24:13| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
20/11/23 14:24:40| INFO doc finished [took 21.8258s]
20/11/23 14:24:41| INFO ref finished [took 23.7184s]
20/11/23 14:24:48| INFO atc_mc finished [took 30.8998s]
20/11/23 14:24:52| INFO mulis_sld finished [took 36.1741s]
20/11/23 14:25:00| INFO binis_sld finished [took 45.6863s]
20/11/23 14:25:00| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 50.3174s]
----------------------------------------------------------------------------------------------------
20/11/23 15:50:21| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 15:50:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 15:50:33| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 15:50:52| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 15:51:33| INFO mulis_pacc finished [took 55.4094s]
20/11/23 15:51:33| INFO atc_mc finished [took 42.7644s]
20/11/23 15:51:35| INFO doc finished [took 42.2395s]
20/11/23 15:51:35| INFO ref finished [took 44.6490s]
20/11/23 15:51:36| INFO binis_pacc finished [took 60.4255s]
20/11/23 15:51:39| INFO mulis_sld finished [took 53.9361s]
20/11/23 15:52:06| INFO bin_sld finished [took 93.4792s]
20/11/23 15:52:07| INFO binis_sld finished [took 82.1673s]
20/11/23 15:52:23| INFO mul_sld finished [took 101.5244s]
20/11/23 15:52:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 112.1609s]
20/11/23 15:52:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 15:53:24| INFO ref finished [took 41.3159s]
20/11/23 15:53:40| INFO binis_pacc finished [took 70.5113s]
20/11/23 15:53:45| INFO mulis_pacc finished [took 72.1329s]
20/11/23 15:53:47| INFO atc_mc finished [took 62.2959s]
20/11/23 15:53:47| INFO mulis_sld finished [took 68.3027s]
20/11/23 15:53:54| INFO doc finished [took 27.1331s]
20/11/23 15:54:06| INFO binis_sld finished [took 90.0668s]
20/11/23 15:54:14| INFO bin_sld finished [took 109.1453s]
20/11/23 15:54:16| INFO mul_sld finished [took 101.8981s]
20/11/23 15:54:18| INFO mul_sld_lsvc finished [took 109.6278s]
20/11/23 15:54:31| INFO bin_sld_lsvc finished [took 111.4557s]
20/11/23 15:54:31| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 128.9509s]
20/11/23 15:54:31| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 15:55:44| INFO ref finished [took 43.0126s]
20/11/23 15:55:53| INFO mulis_pacc finished [took 62.1362s]
20/11/23 15:55:59| INFO binis_pacc finished [took 68.8450s]
20/11/23 15:56:02| INFO atc_mc finished [took 59.0646s]
20/11/23 15:56:13| INFO doc finished [took 24.0316s]
20/11/23 15:56:19| INFO bin_sld finished [took 98.4385s]
20/11/23 15:56:19| INFO mul_sld finished [took 82.9688s]
20/11/23 15:56:20| INFO binis_sld finished [took 83.6417s]
20/11/23 15:56:20| INFO mulis_sld finished [took 82.9412s]
20/11/23 15:56:29| INFO bin_sld_lsvc finished [took 88.3702s]
20/11/23 15:56:44| INFO mul_sld_lsvc finished [took 119.0665s]
20/11/23 15:56:44| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 132.1778s]
20/11/23 15:56:44| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 15:57:46| INFO ref finished [took 39.8775s]
20/11/23 15:57:57| INFO binis_pacc finished [took 62.7889s]
20/11/23 15:57:58| INFO atc_mc finished [took 51.8180s]
20/11/23 15:58:10| INFO mulis_pacc finished [took 75.0078s]
20/11/23 15:58:14| INFO doc finished [took 23.5837s]
20/11/23 15:58:18| INFO binis_sld finished [took 78.4560s]
20/11/23 15:58:19| INFO mulis_sld finished [took 76.6469s]
20/11/23 15:58:24| INFO bin_sld finished [took 97.0974s]
20/11/23 15:58:27| INFO mul_sld finished [took 89.9680s]
20/11/23 15:58:36| INFO bin_sld_lsvc finished [took 92.7088s]
20/11/23 15:58:46| INFO mul_sld_lsvc finished [took 113.8371s]
20/11/23 15:58:46| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 122.6502s]
20/11/23 15:58:46| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 15:59:58| INFO ref finished [took 51.7497s]
20/11/23 16:00:05| INFO mulis_pacc finished [took 65.3439s]
20/11/23 16:00:10| INFO binis_pacc finished [took 70.8454s]
20/11/23 16:00:13| INFO atc_mc finished [took 65.4091s]
20/11/23 16:00:23| INFO doc finished [took 20.1917s]
20/11/23 16:00:24| INFO bin_sld finished [took 94.7420s]
20/11/23 16:00:25| INFO mulis_sld finished [took 81.4723s]
20/11/23 16:00:25| INFO binis_sld finished [took 82.5292s]
20/11/23 16:00:28| INFO mul_sld finished [took 87.6260s]
20/11/23 16:00:42| INFO bin_sld_lsvc finished [took 96.8525s]
20/11/23 16:01:02| INFO mul_sld_lsvc finished [took 127.8363s]
20/11/23 16:01:02| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 135.7654s]
20/11/23 16:01:02| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 16:02:16| INFO ref finished [took 56.3847s]
20/11/23 16:02:20| INFO binis_pacc finished [took 68.5114s]
20/11/23 16:02:26| INFO mulis_pacc finished [took 71.9974s]
20/11/23 16:02:28| INFO atc_mc finished [took 69.1270s]
20/11/23 16:02:31| INFO binis_sld finished [took 74.4586s]
20/11/23 16:02:39| INFO doc finished [took 20.0222s]
20/11/23 16:02:41| INFO bin_sld finished [took 96.3134s]
20/11/23 16:02:42| INFO mulis_sld finished [took 84.7902s]
20/11/23 16:02:44| INFO mul_sld finished [took 89.8147s]
20/11/23 16:02:47| INFO bin_sld_lsvc finished [took 89.1043s]
20/11/23 16:03:05| INFO mul_sld_lsvc finished [took 112.0250s]
20/11/23 16:03:05| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 122.5360s]
20/11/23 16:03:05| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 16:04:20| INFO mulis_pacc finished [took 60.0982s]
20/11/23 16:04:24| INFO ref finished [took 55.7779s]
20/11/23 16:04:26| INFO binis_pacc finished [took 68.8016s]
20/11/23 16:04:37| INFO atc_mc finished [took 67.8508s]
20/11/23 16:04:39| INFO mul_sld finished [took 80.9607s]
20/11/23 16:04:43| INFO doc finished [took 20.6759s]
20/11/23 16:04:46| INFO mulis_sld finished [took 81.9179s]
20/11/23 16:04:49| INFO binis_sld finished [took 85.1287s]
20/11/23 16:04:50| INFO bin_sld finished [took 98.8167s]
20/11/23 16:05:02| INFO bin_sld_lsvc finished [took 94.8769s]
20/11/23 16:05:09| INFO mul_sld_lsvc finished [took 112.2070s]
20/11/23 16:05:09| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 124.4321s]
20/11/23 16:05:09| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 16:06:23| INFO ref finished [took 50.4981s]
20/11/23 16:06:32| INFO binis_pacc finished [took 70.8646s]
20/11/23 16:06:35| INFO mulis_sld finished [took 67.5143s]
20/11/23 16:06:37| INFO mulis_pacc finished [took 71.1612s]
20/11/23 16:06:38| INFO atc_mc finished [took 64.1656s]
20/11/23 16:06:48| INFO doc finished [took 19.4230s]
20/11/23 16:06:50| INFO mul_sld finished [took 87.1440s]
20/11/23 16:07:00| INFO bin_sld finished [took 107.6311s]
20/11/23 16:07:00| INFO binis_sld finished [took 92.9370s]
20/11/23 16:07:01| INFO bin_sld_lsvc finished [took 89.9615s]
20/11/23 16:07:10| INFO mul_sld_lsvc finished [took 112.8633s]
20/11/23 16:07:10| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 121.1346s]
20/11/23 16:07:10| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 16:07:15| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:07:17| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
20/11/23 16:07:18| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
20/11/23 16:07:25| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:07:57| INFO doc finished [took 30.6669s]
20/11/23 16:08:02| INFO ref finished [took 37.0393s]
20/11/23 16:08:06| INFO atc_mc finished [took 39.8330s]
20/11/23 16:08:14| INFO mulis_sld finished [took 49.7872s]
20/11/23 16:08:19| INFO bin_sld finished [took 65.7369s]
20/11/23 16:08:20| INFO binis_sld finished [took 59.3226s]
20/11/23 16:08:27| INFO mul_sld finished [took 67.4432s]
20/11/23 16:08:27| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 77.1395s]
----------------------------------------------------------------------------------------------------
20/11/23 16:18:22| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 16:18:31| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 16:18:35| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:18:43| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:18:47| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:18:55| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:19:27| INFO doc finished [took 32.6039s]
20/11/23 16:19:31| INFO binis_pacc finished [took 54.5754s]
20/11/23 16:19:34| INFO ref finished [took 42.5161s]
20/11/23 16:19:40| INFO mulis_pacc finished [took 57.6524s]
20/11/23 16:19:42| INFO atc_mc finished [took 48.6834s]
20/11/23 16:19:47| INFO mulis_sld finished [took 58.4125s]
20/11/23 16:20:01| INFO binis_sld finished [took 73.1066s]
20/11/23 16:20:05| INFO bin_sld finished [took 92.3578s]
20/11/23 16:20:24| INFO mul_sld finished [took 96.8753s]
20/11/23 16:20:24| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 112.9783s]
20/11/23 16:20:24| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 16:21:38| INFO binis_pacc finished [took 67.4372s]
20/11/23 16:21:44| INFO mulis_pacc finished [took 67.0980s]
20/11/23 16:21:59| INFO mulis_sld finished [took 76.5681s]
20/11/23 16:22:12| INFO ref finished [took 30.8900s]
20/11/23 16:22:18| INFO bin_sld finished [took 111.4093s]
20/11/23 16:22:25| INFO mul_sld_lsvc finished [took 115.2287s]
20/11/23 16:22:27| INFO doc finished [took 25.1264s]
20/11/23 16:22:29| INFO atc_mc finished [took 41.8054s]
20/11/23 16:22:32| INFO mul_sld finished [took 110.8812s]
20/11/23 16:22:34| INFO binis_sld finished [took 113.6167s]
20/11/23 16:22:39| INFO binis_sld_lsvc finished [took 126.6509s]
20/11/23 16:22:41| INFO mulis_sld_lsvc finished [took 124.2538s]
20/11/23 16:22:49| INFO bin_sld_lsvc finished [took 125.7169s]
20/11/23 16:22:49| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 144.4944s]
20/11/23 16:22:49| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 16:24:16| INFO binis_pacc finished [took 67.2570s]
20/11/23 16:24:25| INFO mulis_pacc finished [took 75.8195s]
20/11/23 16:24:37| INFO binis_sld finished [took 80.6286s]
20/11/23 16:24:48| INFO mul_sld finished [took 95.5926s]
20/11/23 16:24:51| INFO bin_sld finished [took 106.6947s]
20/11/23 16:24:53| INFO mulis_sld finished [took 94.7438s]
20/11/23 16:24:55| INFO ref finished [took 33.8797s]
20/11/23 16:25:03| INFO binis_sld_lsvc finished [took 113.1204s]
20/11/23 16:25:03| INFO bin_sld_lsvc finished [took 104.5985s]
20/11/23 16:25:04| INFO doc finished [took 22.4330s]
20/11/23 16:25:06| INFO atc_mc finished [took 35.5340s]
20/11/23 16:25:09| INFO mulis_sld_lsvc finished [took 117.0398s]
20/11/23 16:25:17| INFO mul_sld_lsvc finished [took 131.3475s]
20/11/23 16:25:17| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 148.2142s]
20/11/23 16:25:17| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 16:26:24| INFO binis_pacc finished [took 56.5417s]
20/11/23 16:26:40| INFO mulis_pacc finished [took 70.3333s]
20/11/23 16:27:00| INFO ref finished [took 32.1253s]
20/11/23 16:27:08| INFO binis_sld finished [took 91.9609s]
20/11/23 16:27:09| INFO bin_sld finished [took 108.6075s]
20/11/23 16:27:09| INFO mulis_sld finished [took 92.1912s]
20/11/23 16:27:15| INFO atc_mc finished [took 32.5400s]
20/11/23 16:27:19| INFO mul_sld finished [took 105.1496s]
20/11/23 16:27:21| INFO bin_sld_lsvc finished [took 103.3958s]
20/11/23 16:27:23| INFO binis_sld_lsvc finished [took 115.1183s]
20/11/23 16:27:24| INFO mulis_sld_lsvc finished [took 109.1526s]
20/11/23 16:27:24| INFO doc finished [took 20.6259s]
20/11/23 16:27:30| INFO mul_sld_lsvc finished [took 123.4159s]
20/11/23 16:27:30| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 132.9986s]
20/11/23 16:27:30| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 16:28:40| INFO binis_pacc finished [took 61.1255s]
20/11/23 16:28:59| INFO mulis_pacc finished [took 74.3788s]
20/11/23 16:29:11| INFO bin_sld finished [took 95.1233s]
20/11/23 16:29:14| INFO ref finished [took 31.6178s]
20/11/23 16:29:18| INFO mulis_sld finished [took 89.3817s]
20/11/23 16:29:20| INFO binis_sld finished [took 93.2534s]
20/11/23 16:29:25| INFO binis_sld_lsvc finished [took 100.9105s]
20/11/23 16:29:30| INFO mul_sld finished [took 103.5871s]
20/11/23 16:29:35| INFO atc_mc finished [took 31.9767s]
20/11/23 16:29:36| INFO doc finished [took 22.3716s]
20/11/23 16:29:37| INFO bin_sld_lsvc finished [took 107.9102s]
20/11/23 16:29:37| INFO mulis_sld_lsvc finished [took 111.3864s]
20/11/23 16:29:55| INFO mul_sld_lsvc finished [took 139.2869s]
20/11/23 16:29:55| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 144.9817s]
20/11/23 16:29:55| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 16:31:05| INFO binis_pacc finished [took 60.5786s]
20/11/23 16:31:16| INFO mulis_pacc finished [took 68.4164s]
20/11/23 16:31:36| INFO binis_sld finished [took 84.5236s]
20/11/23 16:31:37| INFO ref finished [took 30.2524s]
20/11/23 16:31:43| INFO mulis_sld finished [took 92.2488s]
20/11/23 16:31:48| INFO bin_sld finished [took 110.6112s]
20/11/23 16:31:56| INFO mul_sld finished [took 106.2110s]
20/11/23 16:31:56| INFO bin_sld_lsvc finished [took 102.1058s]
20/11/23 16:31:57| INFO atc_mc finished [took 37.3810s]
20/11/23 16:31:59| INFO binis_sld_lsvc finished [took 114.4642s]
20/11/23 16:32:03| INFO doc finished [took 24.5658s]
20/11/23 16:32:03| INFO mulis_sld_lsvc finished [took 115.0516s]
20/11/23 16:32:05| INFO mul_sld_lsvc finished [took 124.4764s]
20/11/23 16:32:05| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 129.9468s]
20/11/23 16:32:05| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 16:33:19| INFO mulis_pacc finished [took 56.6491s]
20/11/23 16:33:25| INFO binis_pacc finished [took 69.3831s]
20/11/23 16:33:53| INFO mulis_sld finished [took 87.7702s]
20/11/23 16:33:58| INFO ref finished [took 35.6316s]
20/11/23 16:33:59| INFO bin_sld finished [took 110.8959s]
20/11/23 16:34:01| INFO binis_sld finished [took 97.1247s]
20/11/23 16:34:04| INFO mul_sld finished [took 100.8488s]
20/11/23 16:34:09| INFO atc_mc finished [took 40.2958s]
20/11/23 16:34:09| INFO mulis_sld_lsvc finished [took 106.2545s]
20/11/23 16:34:13| INFO mul_sld_lsvc finished [took 121.0396s]
20/11/23 16:34:15| INFO doc finished [took 18.5751s]
20/11/23 16:34:19| INFO bin_sld_lsvc finished [took 112.7637s]
20/11/23 16:34:20| INFO binis_sld_lsvc finished [took 122.6503s]
20/11/23 16:34:20| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 135.0863s]
20/11/23 16:34:20| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 16:35:39| INFO binis_pacc finished [took 71.0317s]
20/11/23 16:35:48| INFO mulis_pacc finished [took 71.6197s]
20/11/23 16:36:02| INFO mul_sld finished [took 82.7842s]
20/11/23 16:36:06| INFO mulis_sld finished [took 84.1643s]
20/11/23 16:36:16| INFO ref finished [took 33.3506s]
20/11/23 16:36:24| INFO doc finished [took 18.9986s]
20/11/23 16:36:24| INFO binis_sld finished [took 104.1811s]
20/11/23 16:36:29| INFO binis_sld_lsvc finished [took 113.3393s]
20/11/23 16:36:30| INFO mul_sld_lsvc finished [took 120.0368s]
20/11/23 16:36:30| INFO atc_mc finished [took 36.4089s]
20/11/23 16:36:31| INFO bin_sld finished [took 125.6791s]
20/11/23 16:36:33| INFO mulis_sld_lsvc finished [took 114.7882s]
20/11/23 16:36:33| INFO bin_sld_lsvc finished [took 109.5191s]
20/11/23 16:36:33| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 132.7449s]
20/11/23 16:36:33| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 16:36:38| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:36:40| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:36:41| WARNING Method binis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
20/11/23 16:36:43| WARNING Method mulis_pacc failed. Exception: The least populated class in y has only 1 member, which is too few. The minimum number of groups for any class cannot be less than 2.
20/11/23 16:36:44| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:36:50| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:37:23| INFO doc finished [took 31.9988s]
20/11/23 16:37:29| INFO ref finished [took 39.8584s]
20/11/23 16:37:35| INFO mulis_sld finished [took 46.5992s]
20/11/23 16:37:36| INFO atc_mc finished [took 44.0758s]
20/11/23 16:37:42| INFO bin_sld finished [took 68.5161s]
20/11/23 16:37:44| INFO binis_sld finished [took 56.3771s]
20/11/23 16:37:51| INFO mul_sld finished [took 64.5113s]
20/11/23 16:37:51| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 78.2927s]
----------------------------------------------------------------------------------------------------
20/11/23 16:39:52| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 16:40:01| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 16:40:07| WARNING Method mul_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:40:14| WARNING Method mulis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:40:20| WARNING Method binis_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:40:28| WARNING Method bin_sld_lsvc failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
20/11/23 16:40:59| INFO doc finished [took 31.4421s]
20/11/23 16:41:07| INFO binis_pacc finished [took 60.0165s]
20/11/23 16:41:09| INFO ref finished [took 46.1236s]
20/11/23 16:41:12| INFO mulis_sld finished [took 52.2533s]
20/11/23 16:41:12| INFO atc_mc finished [took 48.9797s]
20/11/23 16:41:13| INFO mulis_pacc finished [took 62.0733s]
20/11/23 16:41:32| INFO bin_sld finished [took 87.5608s]
20/11/23 16:41:41| INFO binis_sld finished [took 83.9275s]
20/11/23 16:41:55| INFO mul_sld finished [took 98.6353s]
20/11/23 16:41:55| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 113.6897s]
20/11/23 16:41:55| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 16:43:00| INFO binis_pacc finished [took 56.3906s]
20/11/23 16:43:18| INFO mulis_pacc finished [took 71.0430s]
20/11/23 16:43:18| INFO mulis_sld finished [took 64.2580s]
----------------------------------------------------------------------------------------------------
20/11/23 17:54:08| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 17:54:17| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 17:54:32| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 17:54:49| INFO doc finished [took 22.1930s]
20/11/23 17:54:50| INFO ref finished [took 26.9221s]
20/11/23 17:54:55| INFO atc_mc finished [took 30.8531s]
20/11/23 17:54:59| INFO mulis_sld finished [took 38.5919s]
20/11/23 17:55:20| INFO binis_sld finished [took 60.1665s]
20/11/23 17:55:20| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 62.4096s]
20/11/23 17:55:20| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 17:55:38| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 17:55:54| INFO doc finished [took 25.5699s]
20/11/23 17:55:56| INFO ref finished [took 28.1285s]
20/11/23 17:56:02| INFO atc_mc finished [took 33.8416s]
20/11/23 17:56:07| INFO mulis_sld finished [took 41.0999s]
20/11/23 17:56:24| INFO binis_sld finished [took 60.9157s]
20/11/23 17:56:24| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 64.1137s]
20/11/23 17:56:24| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 17:56:50| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 17:57:06| INFO doc finished [took 25.5999s]
20/11/23 17:57:06| INFO ref finished [took 29.8924s]
20/11/23 17:57:13| INFO atc_mc finished [took 33.3073s]
20/11/23 17:57:22| INFO mulis_sld finished [took 45.9230s]
20/11/23 17:57:23| INFO binis_sld finished [took 51.7170s]
20/11/23 17:57:23| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 59.2357s]
20/11/23 17:57:23| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 17:57:42| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 17:57:59| INFO ref finished [took 28.4902s]
20/11/23 17:58:00| INFO doc finished [took 24.7919s]
20/11/23 17:58:07| INFO atc_mc finished [took 33.0023s]
20/11/23 17:58:15| INFO binis_sld finished [took 49.1123s]
20/11/23 17:58:16| INFO mulis_sld finished [took 46.2953s]
20/11/23 17:58:16| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 52.7729s]
20/11/23 17:58:16| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 17:58:35| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 17:58:52| INFO doc finished [took 27.2607s]
20/11/23 17:58:54| INFO ref finished [took 29.7357s]
20/11/23 17:59:00| INFO atc_mc finished [took 35.9290s]
20/11/23 17:59:07| INFO binis_sld finished [took 46.0594s]
20/11/23 17:59:09| INFO mulis_sld finished [took 45.6041s]
20/11/23 17:59:09| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 53.4419s]
20/11/23 17:59:09| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 17:59:28| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 17:59:45| INFO ref finished [took 29.9295s]
20/11/23 17:59:46| INFO doc finished [took 27.2263s]
20/11/23 17:59:52| INFO atc_mc finished [took 34.2065s]
20/11/23 18:00:00| INFO mulis_sld finished [took 45.1628s]
20/11/23 18:00:02| INFO binis_sld finished [took 50.0154s]
20/11/23 18:00:02| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 52.5545s]
20/11/23 18:00:02| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 18:00:22| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 18:00:39| INFO ref finished [took 28.8017s]
20/11/23 18:00:40| INFO doc finished [took 26.7119s]
20/11/23 18:00:46| INFO atc_mc finished [took 33.8038s]
20/11/23 18:00:53| INFO mulis_sld finished [took 41.8696s]
20/11/23 18:00:55| INFO binis_sld finished [took 47.8974s]
20/11/23 18:00:55| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 53.2758s]
20/11/23 18:00:55| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 18:01:15| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 18:01:32| INFO doc finished [took 25.2702s]
20/11/23 18:01:33| INFO ref finished [took 27.2995s]
20/11/23 18:01:39| INFO atc_mc finished [took 34.5732s]
20/11/23 18:01:44| INFO mulis_sld finished [took 42.0224s]
20/11/23 18:01:57| INFO binis_sld finished [took 56.5545s]
20/11/23 18:01:57| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 61.9624s]
20/11/23 18:01:57| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 18:02:13| WARNING Method gde failed. Exception: unsupported operand type(s) for -: 'NoneType' and 'float'
20/11/23 18:02:29| INFO doc finished [took 23.7766s]
20/11/23 18:02:30| INFO ref finished [took 27.8049s]
20/11/23 18:02:36| INFO atc_mc finished [took 32.3633s]
20/11/23 18:02:40| INFO mulis_sld finished [took 38.5419s]
20/11/23 18:02:48| INFO binis_sld finished [took 49.6938s]
20/11/23 18:02:48| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 51.5200s]
----------------------------------------------------------------------------------------------------
20/11/23 19:04:50| INFO dataset imdb_9prevs [pool size: 10]
20/11/23 19:04:59| INFO Dataset sample 0.10 of dataset imdb_9prevs started
20/11/23 19:05:30| INFO gde finished [took 22.6764s]
20/11/23 19:05:32| INFO doc finished [took 23.9458s]
20/11/23 19:05:32| INFO ref finished [took 26.8365s]
20/11/23 19:05:39| INFO atc_mc finished [took 31.2826s]
20/11/23 19:05:42| INFO mulis_sld finished [took 38.4194s]
20/11/23 19:06:03| INFO binis_sld finished [took 61.7880s]
20/11/23 19:06:03| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 63.3748s]
20/11/23 19:06:03| INFO Dataset sample 0.20 of dataset imdb_9prevs started
20/11/23 19:06:39| INFO gde finished [took 25.7095s]
20/11/23 19:06:40| INFO doc finished [took 27.2498s]
20/11/23 19:06:40| INFO ref finished [took 29.7663s]
20/11/23 19:06:47| INFO atc_mc finished [took 34.9179s]
20/11/23 19:06:51| INFO mulis_sld finished [took 43.1263s]
20/11/23 19:07:09| INFO binis_sld finished [took 63.2674s]
20/11/23 19:07:09| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 66.1754s]
20/11/23 19:07:09| INFO Dataset sample 0.30 of dataset imdb_9prevs started
20/11/23 19:07:51| INFO gde finished [took 26.1793s]
20/11/23 19:07:52| INFO doc finished [took 27.9139s]
20/11/23 19:07:53| INFO ref finished [took 30.6394s]
20/11/23 19:07:59| INFO atc_mc finished [took 35.4558s]
20/11/23 19:08:07| INFO mulis_sld finished [took 46.8600s]
20/11/23 19:08:09| INFO binis_sld finished [took 50.1284s]
20/11/23 19:08:09| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 60.4938s]
20/11/23 19:08:09| INFO Dataset sample 0.40 of dataset imdb_9prevs started
20/11/23 19:08:45| INFO gde finished [took 23.6274s]
20/11/23 19:08:48| INFO doc finished [took 25.9605s]
20/11/23 19:08:48| INFO ref finished [took 29.8124s]
20/11/23 19:08:54| INFO atc_mc finished [took 35.2500s]
20/11/23 19:09:03| INFO binis_sld finished [took 49.0567s]
20/11/23 19:09:04| INFO mulis_sld finished [took 47.7165s]
20/11/23 19:09:04| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 54.3085s]
20/11/23 19:09:04| INFO Dataset sample 0.50 of dataset imdb_9prevs started
20/11/23 19:09:40| INFO gde finished [took 25.1901s]
20/11/23 19:09:42| INFO ref finished [took 30.2374s]
20/11/23 19:09:42| INFO doc finished [took 27.0097s]
20/11/23 19:09:49| INFO atc_mc finished [took 35.6533s]
20/11/23 19:09:57| INFO binis_sld finished [took 51.2408s]
20/11/23 19:09:58| INFO mulis_sld finished [took 47.8818s]
20/11/23 19:09:58| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 53.8944s]
20/11/23 19:09:58| INFO Dataset sample 0.60 of dataset imdb_9prevs started
20/11/23 19:10:33| INFO gde finished [took 26.1887s]
20/11/23 19:10:35| INFO ref finished [took 30.7697s]
20/11/23 19:10:35| INFO doc finished [took 28.8377s]
20/11/23 19:10:41| INFO atc_mc finished [took 35.2992s]
20/11/23 19:10:50| INFO mulis_sld finished [took 46.3602s]
20/11/23 19:10:51| INFO binis_sld finished [took 49.7729s]
20/11/23 19:10:51| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 53.2819s]
20/11/23 19:10:51| INFO Dataset sample 0.70 of dataset imdb_9prevs started
20/11/23 19:11:28| INFO gde finished [took 25.5777s]
20/11/23 19:11:30| INFO ref finished [took 30.2012s]
20/11/23 19:11:30| INFO doc finished [took 27.1812s]
20/11/23 19:11:37| INFO atc_mc finished [took 34.7357s]
20/11/23 19:11:44| INFO mulis_sld finished [took 45.5250s]
20/11/23 19:11:46| INFO binis_sld finished [took 48.4075s]
20/11/23 19:11:46| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 54.8955s]
20/11/23 19:11:46| INFO Dataset sample 0.80 of dataset imdb_9prevs started
20/11/23 19:12:22| INFO gde finished [took 23.6588s]
20/11/23 19:12:23| INFO doc finished [took 24.7034s]
20/11/23 19:12:23| INFO ref finished [took 28.6837s]
20/11/23 19:12:30| INFO atc_mc finished [took 33.4209s]
20/11/23 19:12:36| INFO mulis_sld finished [took 42.6935s]
20/11/23 19:12:48| INFO binis_sld finished [took 57.9237s]
20/11/23 19:12:48| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 61.9101s]
20/11/23 19:12:48| INFO Dataset sample 0.90 of dataset imdb_9prevs started
20/11/23 19:13:19| INFO gde finished [took 22.9166s]
20/11/23 19:13:21| INFO doc finished [took 25.9356s]
20/11/23 19:13:21| INFO ref finished [took 29.0515s]
20/11/23 19:13:28| INFO atc_mc finished [took 34.1252s]
20/11/23 19:13:32| INFO mulis_sld finished [took 39.8746s]
20/11/23 19:13:40| INFO binis_sld finished [took 49.9334s]
20/11/23 19:13:40| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 52.5409s]
----------------------------------------------------------------------------------------------------
20/11/23 23:55:08| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3w_lsd does not exist'
----------------------------------------------------------------------------------------------------
20/11/23 23:55:34| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3wc_lsd does not exist'
----------------------------------------------------------------------------------------------------
20/11/23 23:56:01| INFO dataset imdb [pool size: 10]
20/11/23 23:56:07| INFO Dataset sample 0.10 of dataset imdb started
20/11/23 23:56:53| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
20/11/23 23:57:15| INFO m3wis_sld finished [took 64.0465s]
20/11/23 23:57:17| INFO mulis_sld finished [took 66.0963s]
20/11/23 23:57:22| INFO m3wc_sld finished [took 70.8372s]
20/11/23 23:57:28| INFO m3wmc_sld finished [took 64.7279s]
20/11/23 23:57:30| INFO mulmc_sld finished [took 75.4552s]
20/11/23 23:57:30| INFO mulc_sld finished [took 70.0115s]
20/11/23 23:57:52| INFO binmc_sld finished [took 100.1785s]
20/11/23 23:57:53| INFO binis_sld finished [took 104.1115s]
20/11/23 23:58:34| INFO ref finished [took 38.6661s]
20/11/23 23:58:34| INFO bin_sld finished [took 98.8017s]
20/11/23 23:58:41| INFO mulne_sld finished [took 68.8498s]
20/11/23 23:59:00| INFO m3wne_sld finished [took 64.5812s]
20/11/23 23:59:03| INFO binne_sld finished [took 103.5451s]
20/11/23 23:59:03| INFO binc_sld finished [took 106.2723s]
20/11/23 23:59:28| INFO doc finished [took 49.3471s]
20/11/23 23:59:50| INFO atc_mc finished [took 73.2389s]
20/11/23 23:59:53| INFO gde finished [took 47.8691s]
21/11/23 00:00:30| INFO mul_sld finished [took 176.6108s]
21/11/23 00:00:34| INFO m3w_sld finished [took 183.3227s]
----------------------------------------------------------------------------------------------------
21/11/23 12:29:26| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:29:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
21/11/23 12:29:33| WARNING Method mulmc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
21/11/23 12:29:34| WARNING Method m3wis_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
21/11/23 12:29:35| WARNING Method m3wc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q'
----------------------------------------------------------------------------------------------------
21/11/23 12:29:53| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:30:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
21/11/23 12:30:06| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
----------------------------------------------------------------------------------------------------
21/11/23 12:31:39| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:31:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
21/11/23 12:31:49| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
----------------------------------------------------------------------------------------------------
21/11/23 12:32:07| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:32:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
21/11/23 12:32:19| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined
----------------------------------------------------------------------------------------------------
21/11/23 12:33:38| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:33:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
----------------------------------------------------------------------------------------------------
21/11/23 12:40:26| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:40:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
----------------------------------------------------------------------------------------------------
21/11/23 12:43:19| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:43:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
----------------------------------------------------------------------------------------------------
21/11/23 12:46:40| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 12:46:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
21/11/23 14:31:59| ERROR estimate comparison failed. Exceprion: [Errno 2] No such file or directory: 'output/add/mandoline'
----------------------------------------------------------------------------------------------------
21/11/23 14:33:02| INFO dataset rcv1_CCAT [pool size: 10]
21/11/23 14:33:06| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
21/11/23 14:33:41| INFO ref finished [took 32.5095s]
21/11/23 14:44:47| INFO mandoline finished [took 695.3280s]
21/11/23 14:44:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 700.7217s]
21/11/23 14:44:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
21/11/23 14:45:21| INFO ref finished [took 30.8301s]
21/11/23 14:56:12| INFO mandoline finished [took 679.5898s]
21/11/23 14:56:12| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 685.3558s]
21/11/23 14:56:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
21/11/23 14:56:45| INFO ref finished [took 29.9331s]
21/11/23 15:07:41| INFO mandoline finished [took 684.4579s]
21/11/23 15:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 689.1060s]
21/11/23 15:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
21/11/23 15:08:13| INFO ref finished [took 29.6161s]
21/11/23 15:18:50| INFO mandoline finished [took 665.9347s]
21/11/23 15:18:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 669.0968s]
21/11/23 15:18:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
21/11/23 15:19:24| INFO ref finished [took 30.2475s]
21/11/23 15:29:58| INFO mandoline finished [took 662.8145s]
21/11/23 15:29:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 667.2259s]
21/11/23 15:29:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
21/11/23 15:30:30| INFO ref finished [took 30.2155s]
21/11/23 15:42:54| INFO mandoline finished [took 772.9461s]
21/11/23 15:42:54| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 776.5262s]
21/11/23 15:42:54| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
21/11/23 15:43:35| INFO ref finished [took 35.6520s]
21/11/23 16:06:02| INFO mandoline finished [took 1381.6871s]
21/11/23 16:06:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 1387.9846s]
21/11/23 16:06:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
21/11/23 16:06:46| INFO ref finished [took 40.1253s]
21/11/23 16:32:55| INFO mandoline finished [took 1605.1647s]
21/11/23 16:32:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 1613.0689s]
21/11/23 16:32:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
21/11/23 16:33:41| INFO ref finished [took 39.0610s]
21/11/23 16:54:40| INFO mandoline finished [took 1296.7300s]
21/11/23 16:54:40| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 1304.5258s]
----------------------------------------------------------------------------------------------------
21/11/23 17:40:45| INFO dataset imdb [pool size: 10]
21/11/23 17:40:51| INFO Dataset sample 0.10 of dataset imdb started
21/11/23 17:41:02| INFO ref finished [took 10.1857s]
21/11/23 17:55:21| INFO mandoline finished [took 868.9696s]
21/11/23 17:55:21| INFO Dataset sample 0.10 of dataset imdb finished [took 870.0990s]
21/11/23 17:55:21| INFO Dataset sample 0.20 of dataset imdb started
21/11/23 17:55:32| INFO ref finished [took 9.7684s]
21/11/23 18:10:59| INFO mandoline finished [took 937.2745s]
21/11/23 18:10:59| INFO Dataset sample 0.20 of dataset imdb finished [took 938.5430s]
21/11/23 18:10:59| INFO Dataset sample 0.30 of dataset imdb started
21/11/23 18:11:15| INFO ref finished [took 11.1052s]
21/11/23 18:26:34| INFO mandoline finished [took 929.6805s]
21/11/23 18:26:34| INFO Dataset sample 0.30 of dataset imdb finished [took 934.4872s]
21/11/23 18:26:34| INFO Dataset sample 0.40 of dataset imdb started
21/11/23 18:26:49| INFO ref finished [took 12.7260s]
21/11/23 18:42:32| INFO mandoline finished [took 955.8333s]
21/11/23 18:42:32| INFO Dataset sample 0.40 of dataset imdb finished [took 958.1168s]
21/11/23 18:42:32| INFO Dataset sample 0.50 of dataset imdb started
21/11/23 18:42:43| INFO ref finished [took 9.5449s]
21/11/23 18:58:03| INFO mandoline finished [took 929.2836s]
21/11/23 18:58:03| INFO Dataset sample 0.50 of dataset imdb finished [took 931.1510s]
21/11/23 18:58:03| INFO Dataset sample 0.60 of dataset imdb started
21/11/23 18:58:16| INFO ref finished [took 10.1241s]
21/11/23 19:14:33| INFO mandoline finished [took 988.8207s]
21/11/23 19:14:33| INFO Dataset sample 0.60 of dataset imdb finished [took 990.2440s]
21/11/23 19:14:33| INFO Dataset sample 0.70 of dataset imdb started
21/11/23 19:14:45| INFO ref finished [took 9.4284s]
21/11/23 19:28:03| INFO mandoline finished [took 807.4508s]
21/11/23 19:28:03| INFO Dataset sample 0.70 of dataset imdb finished [took 809.2394s]
21/11/23 19:28:03| INFO Dataset sample 0.80 of dataset imdb started
21/11/23 19:28:14| INFO ref finished [took 8.6557s]
21/11/23 19:41:31| INFO mandoline finished [took 806.2654s]
21/11/23 19:41:31| INFO Dataset sample 0.80 of dataset imdb finished [took 808.4168s]
21/11/23 19:41:31| INFO Dataset sample 0.90 of dataset imdb started
21/11/23 19:41:42| INFO ref finished [took 8.9919s]
21/11/23 19:56:51| INFO mandoline finished [took 918.6407s]
21/11/23 19:56:51| INFO Dataset sample 0.90 of dataset imdb finished [took 919.6847s]
----------------------------------------------------------------------------------------------------
22/11/23 11:58:00| INFO dataset imdb [pool size: 10]
22/11/23 11:58:06| INFO Dataset sample 0.10 of dataset imdb started
22/11/23 11:58:38| INFO ref finished [took 20.1246s]
22/11/23 11:58:43| INFO m3wc_sld finished [took 35.2670s]
22/11/23 11:58:45| INFO m3wne_sld finished [took 27.2402s]
22/11/23 11:58:45| INFO m3wmc_sld finished [took 33.7730s]
22/11/23 11:58:45| INFO m3wis_sld finished [took 28.6075s]
22/11/23 11:58:45| INFO m3w_sld finished [took 37.6104s]
22/11/23 11:58:45| INFO Dataset sample 0.10 of dataset imdb finished [took 39.1052s]
22/11/23 11:58:45| INFO Dataset sample 0.20 of dataset imdb started
22/11/23 11:59:21| INFO ref finished [took 27.0119s]
22/11/23 11:59:26| INFO m3wc_sld finished [took 33.1978s]
22/11/23 11:59:27| INFO m3wis_sld finished [took 33.6313s]
22/11/23 11:59:27| INFO m3w_sld finished [took 39.0008s]
22/11/23 11:59:27| INFO m3wne_sld finished [took 34.7504s]
22/11/23 11:59:27| INFO m3wmc_sld finished [took 33.5540s]
22/11/23 11:59:27| INFO Dataset sample 0.20 of dataset imdb finished [took 42.0252s]
22/11/23 11:59:27| INFO Dataset sample 0.30 of dataset imdb started
22/11/23 12:00:07| INFO ref finished [took 27.3387s]
22/11/23 12:00:14| INFO m3w_sld finished [took 38.0511s]
22/11/23 12:00:14| INFO m3wmc_sld finished [took 32.2840s]
22/11/23 12:00:14| INFO m3wis_sld finished [took 34.7049s]
22/11/23 12:00:14| INFO m3wne_sld finished [took 35.2958s]
22/11/23 12:00:15| INFO m3wc_sld finished [took 38.6975s]
22/11/23 12:00:15| INFO Dataset sample 0.30 of dataset imdb finished [took 47.1668s]
22/11/23 12:00:15| INFO Dataset sample 0.40 of dataset imdb started
22/11/23 12:00:51| INFO ref finished [took 28.4562s]
22/11/23 12:00:58| INFO m3w_sld finished [took 36.1721s]
22/11/23 12:00:58| INFO m3wis_sld finished [took 36.6024s]
22/11/23 12:00:59| INFO m3wmc_sld finished [took 36.8160s]
22/11/23 12:00:59| INFO m3wc_sld finished [took 36.1838s]
22/11/23 12:01:00| INFO m3wne_sld finished [took 39.9058s]
22/11/23 12:01:00| INFO Dataset sample 0.40 of dataset imdb finished [took 45.1717s]
22/11/23 12:01:00| INFO Dataset sample 0.50 of dataset imdb started
22/11/23 12:01:38| INFO ref finished [took 31.1026s]
22/11/23 12:01:45| INFO m3w_sld finished [took 41.1692s]
22/11/23 12:01:45| INFO m3wmc_sld finished [took 38.9601s]
22/11/23 12:01:45| INFO m3wis_sld finished [took 38.4818s]
22/11/23 12:01:45| INFO m3wne_sld finished [took 38.5578s]
22/11/23 12:01:46| INFO m3wc_sld finished [took 39.0842s]
22/11/23 12:01:46| INFO Dataset sample 0.50 of dataset imdb finished [took 45.9125s]
22/11/23 12:01:46| INFO Dataset sample 0.60 of dataset imdb started
22/11/23 12:02:22| INFO ref finished [took 29.8625s]
22/11/23 12:02:28| INFO m3w_sld finished [took 39.2066s]
22/11/23 12:02:28| INFO m3wmc_sld finished [took 36.8822s]
22/11/23 12:02:28| INFO m3wc_sld finished [took 39.2907s]
22/11/23 12:02:29| INFO m3wis_sld finished [took 36.4195s]
22/11/23 12:02:29| INFO m3wne_sld finished [took 37.7176s]
22/11/23 12:02:29| INFO Dataset sample 0.60 of dataset imdb finished [took 43.7333s]
22/11/23 12:02:29| INFO Dataset sample 0.70 of dataset imdb started
22/11/23 12:03:05| INFO ref finished [took 25.2303s]
22/11/23 12:03:11| INFO m3wne_sld finished [took 34.4202s]
22/11/23 12:03:11| INFO m3w_sld finished [took 40.1097s]
22/11/23 12:03:12| INFO m3wmc_sld finished [took 34.2697s]
22/11/23 12:03:12| INFO m3wc_sld finished [took 37.7114s]
22/11/23 12:03:12| INFO m3wis_sld finished [took 34.4787s]
22/11/23 12:03:12| INFO Dataset sample 0.70 of dataset imdb finished [took 42.6965s]
22/11/23 12:03:12| INFO Dataset sample 0.80 of dataset imdb started
22/11/23 12:03:48| INFO ref finished [took 27.4618s]
22/11/23 12:03:54| INFO m3w_sld finished [took 37.2402s]
22/11/23 12:03:54| INFO m3wmc_sld finished [took 35.9695s]
22/11/23 12:03:54| INFO m3wc_sld finished [took 36.8594s]
22/11/23 12:03:55| INFO m3wis_sld finished [took 35.6391s]
22/11/23 12:03:55| INFO m3wne_sld finished [took 36.2462s]
22/11/23 12:03:55| INFO Dataset sample 0.80 of dataset imdb finished [took 42.7636s]
22/11/23 12:03:55| INFO Dataset sample 0.90 of dataset imdb started
22/11/23 12:04:27| INFO ref finished [took 25.3402s]
22/11/23 12:04:33| INFO m3wc_sld finished [took 34.4753s]
22/11/23 12:04:33| INFO m3wis_sld finished [took 32.2229s]
22/11/23 12:04:34| INFO m3wne_sld finished [took 32.8757s]
22/11/23 12:04:34| INFO m3wmc_sld finished [took 35.6489s]
22/11/23 12:04:35| INFO m3w_sld finished [took 38.3222s]
22/11/23 12:04:35| INFO Dataset sample 0.90 of dataset imdb finished [took 39.8562s]
----------------------------------------------------------------------------------------------------
22/11/23 12:05:22| INFO dataset rcv1_CCAT [pool size: 10]
22/11/23 12:05:27| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
22/11/23 12:06:24| INFO m3w_sld finished [took 52.6427s]
22/11/23 12:06:24| INFO m3wc_sld finished [took 50.3506s]
22/11/23 12:06:28| INFO m3wmc_sld finished [took 48.6052s]
22/11/23 12:06:32| INFO ref finished [took 37.1292s]
22/11/23 12:06:33| INFO m3wne_sld finished [took 46.1025s]
22/11/23 12:06:34| INFO m3wis_sld finished [took 41.4149s]
22/11/23 12:06:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 66.9386s]
22/11/23 12:06:34| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
22/11/23 12:07:32| INFO m3w_sld finished [took 56.0148s]
22/11/23 12:07:34| INFO m3wc_sld finished [took 54.0796s]
22/11/23 12:07:35| INFO ref finished [took 34.9967s]
22/11/23 12:07:36| INFO m3wmc_sld finished [took 50.7714s]
22/11/23 12:07:38| INFO m3wis_sld finished [took 43.3932s]
22/11/23 12:07:38| INFO m3wne_sld finished [took 47.1640s]
22/11/23 12:07:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 64.1426s]
22/11/23 12:07:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
22/11/23 12:08:40| INFO m3w_sld finished [took 59.3658s]
22/11/23 12:08:43| INFO m3wc_sld finished [took 57.4079s]
22/11/23 12:08:43| INFO m3wmc_sld finished [took 53.5983s]
22/11/23 12:08:45| INFO m3wne_sld finished [took 49.3882s]
22/11/23 12:08:45| INFO m3wis_sld finished [took 44.7063s]
22/11/23 12:08:48| INFO ref finished [took 40.8922s]
22/11/23 12:08:48| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 70.0364s]
22/11/23 12:08:48| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
22/11/23 12:09:44| INFO m3w_sld finished [took 53.9161s]
22/11/23 12:09:45| INFO ref finished [took 35.4661s]
22/11/23 12:09:46| INFO m3wc_sld finished [took 52.7661s]
22/11/23 12:09:46| INFO m3wmc_sld finished [took 49.8967s]
22/11/23 12:09:49| INFO m3wis_sld finished [took 44.1679s]
22/11/23 12:09:49| INFO m3wne_sld finished [took 48.3616s]
22/11/23 12:09:49| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 60.5859s]
22/11/23 12:09:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
22/11/23 12:10:49| INFO m3w_sld finished [took 57.4909s]
22/11/23 12:10:50| INFO ref finished [took 36.8919s]
22/11/23 12:10:51| INFO m3wc_sld finished [took 56.1011s]
22/11/23 12:10:52| INFO m3wmc_sld finished [took 53.3435s]
22/11/23 12:10:53| INFO m3wne_sld finished [took 47.5267s]
22/11/23 12:10:53| INFO m3wis_sld finished [took 44.3303s]
22/11/23 12:10:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 64.4169s]
22/11/23 12:10:53| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
22/11/23 12:11:56| INFO m3w_sld finished [took 60.2366s]
22/11/23 12:11:58| INFO ref finished [took 37.1789s]
22/11/23 12:11:59| INFO m3wmc_sld finished [took 55.4649s]
22/11/23 12:11:59| INFO m3wc_sld finished [took 59.3427s]
22/11/23 12:12:00| INFO m3wne_sld finished [took 50.7418s]
22/11/23 12:12:01| INFO m3wis_sld finished [took 42.9719s]
22/11/23 12:12:01| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 67.6149s]
22/11/23 12:12:01| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
22/11/23 12:12:58| INFO m3w_sld finished [took 53.9301s]
22/11/23 12:12:59| INFO m3wc_sld finished [took 51.7903s]
22/11/23 12:13:00| INFO m3wmc_sld finished [took 48.8750s]
22/11/23 12:13:00| INFO ref finished [took 35.0818s]
22/11/23 12:13:01| INFO m3wne_sld finished [took 46.3834s]
22/11/23 12:13:03| INFO m3wis_sld finished [took 43.9770s]
22/11/23 12:13:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 62.2156s]
22/11/23 12:13:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
22/11/23 12:14:03| INFO m3w_sld finished [took 56.4036s]
22/11/23 12:14:04| INFO m3wc_sld finished [took 55.2289s]
22/11/23 12:14:06| INFO ref finished [took 36.4420s]
22/11/23 12:14:06| INFO m3wmc_sld finished [took 50.8138s]
22/11/23 12:14:07| INFO m3wne_sld finished [took 46.9118s]
22/11/23 12:14:08| INFO m3wis_sld finished [took 44.0800s]
22/11/23 12:14:08| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 65.0563s]
22/11/23 12:14:08| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
22/11/23 12:15:06| INFO m3wc_sld finished [took 52.7883s]
22/11/23 12:15:07| INFO ref finished [took 34.8605s]
22/11/23 12:15:07| INFO m3w_sld finished [took 55.3486s]
22/11/23 12:15:08| INFO m3wmc_sld finished [took 48.5838s]
22/11/23 12:15:09| INFO m3wne_sld finished [took 45.3142s]
22/11/23 12:15:11| INFO m3wis_sld finished [took 42.3787s]
22/11/23 12:15:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 62.1067s]
----------------------------------------------------------------------------------------------------
22/11/23 12:20:20| INFO dataset imdb [pool size: 10]
22/11/23 12:20:26| INFO Dataset sample 0.10 of dataset imdb started
22/11/23 12:21:02| INFO ref finished [took 27.2824s]
22/11/23 12:21:10| INFO m3wmc_sld finished [took 40.5131s]
22/11/23 12:21:10| INFO m3wis_sld finished [took 38.9391s]
22/11/23 12:21:10| INFO m3wne_sld finished [took 40.2191s]
22/11/23 12:21:11| INFO m3wc_sld finished [took 42.5874s]
22/11/23 12:21:12| INFO m3w_sld finished [took 44.6187s]
22/11/23 12:26:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 356.1195s]
22/11/23 12:26:42| INFO m3w_sld_gs finished [took 367.0376s]
22/11/23 12:26:42| INFO Dataset sample 0.10 of dataset imdb finished [took 375.3288s]
22/11/23 12:26:42| INFO Dataset sample 0.20 of dataset imdb started
22/11/23 12:27:19| INFO ref finished [took 28.2644s]
22/11/23 12:27:27| INFO m3wc_sld finished [took 37.7470s]
22/11/23 12:27:27| INFO m3wmc_sld finished [took 37.3375s]
22/11/23 12:27:27| INFO m3wne_sld finished [took 38.6171s]
22/11/23 12:27:28| INFO m3w_sld finished [took 42.7249s]
22/11/23 12:27:29| INFO m3wis_sld finished [took 37.3483s]
22/11/23 12:32:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 349.3400s]
22/11/23 12:32:51| INFO m3w_sld_gs finished [took 360.3334s]
22/11/23 12:32:51| INFO Dataset sample 0.20 of dataset imdb finished [took 369.3504s]
22/11/23 12:32:51| INFO Dataset sample 0.30 of dataset imdb started
22/11/23 12:33:31| INFO ref finished [took 30.8008s]
22/11/23 12:33:41| INFO m3wmc_sld finished [took 39.3323s]
22/11/23 12:33:43| INFO m3w_sld finished [took 47.1306s]
22/11/23 12:33:44| INFO m3wis_sld finished [took 43.9691s]
22/11/23 12:33:44| INFO m3wne_sld finished [took 44.0094s]
22/11/23 12:33:45| INFO m3wc_sld finished [took 47.0569s]
22/11/23 12:39:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 365.5059s]
22/11/23 12:39:18| INFO m3w_sld_gs finished [took 376.6307s]
22/11/23 12:39:18| INFO Dataset sample 0.30 of dataset imdb finished [took 386.9991s]
22/11/23 12:39:18| INFO Dataset sample 0.40 of dataset imdb started
22/11/23 12:39:58| INFO ref finished [took 31.0332s]
22/11/23 12:40:07| INFO m3w_sld finished [took 44.3730s]
22/11/23 12:40:09| INFO m3wis_sld finished [took 45.8072s]
22/11/23 12:40:09| INFO m3wmc_sld finished [took 45.7513s]
22/11/23 12:40:10| INFO m3wc_sld finished [took 47.3221s]
22/11/23 12:40:11| INFO m3wne_sld finished [took 46.8383s]
22/11/23 12:45:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 381.3763s]
22/11/23 12:45:58| INFO m3w_sld_gs finished [took 392.5692s]
22/11/23 12:45:58| INFO Dataset sample 0.40 of dataset imdb finished [took 400.1518s]
22/11/23 12:45:58| INFO Dataset sample 0.50 of dataset imdb started
22/11/23 12:46:41| INFO ref finished [took 36.3806s]
22/11/23 12:46:52| INFO m3wmc_sld finished [took 46.1219s]
22/11/23 12:46:54| INFO m3w_sld finished [took 51.7617s]
22/11/23 12:46:54| INFO m3wne_sld finished [took 48.4856s]
22/11/23 12:46:54| INFO m3wc_sld finished [took 51.0148s]
22/11/23 12:46:55| INFO m3wis_sld finished [took 50.5689s]
22/11/23 12:52:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 379.4847s]
22/11/23 12:52:37| INFO m3w_sld_gs finished [took 391.8152s]
22/11/23 12:52:37| INFO Dataset sample 0.50 of dataset imdb finished [took 398.5833s]
22/11/23 12:52:37| INFO Dataset sample 0.60 of dataset imdb started
22/11/23 12:53:26| INFO ref finished [took 34.0442s]
22/11/23 12:53:37| INFO m3w_sld finished [took 57.4088s]
22/11/23 12:53:38| INFO m3wc_sld finished [took 55.0654s]
22/11/23 12:53:38| INFO m3wmc_sld finished [took 56.0394s]
22/11/23 12:53:39| INFO m3wis_sld finished [took 53.5200s]
22/11/23 12:53:40| INFO m3wne_sld finished [took 58.1464s]
22/11/23 13:00:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 448.9250s]
22/11/23 13:00:27| INFO m3w_sld_gs finished [took 459.7689s]
22/11/23 13:00:27| INFO Dataset sample 0.60 of dataset imdb finished [took 470.4828s]
22/11/23 13:00:27| INFO Dataset sample 0.70 of dataset imdb started
22/11/23 13:01:05| INFO ref finished [took 28.4229s]
22/11/23 13:01:15| INFO m3wmc_sld finished [took 41.4328s]
22/11/23 13:01:15| INFO m3w_sld finished [took 44.5048s]
22/11/23 13:01:15| INFO m3wis_sld finished [took 41.7876s]
22/11/23 13:01:15| INFO m3wne_sld finished [took 41.8161s]
22/11/23 13:01:17| INFO m3wc_sld finished [took 44.7471s]
22/11/23 13:06:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 370.9799s]
22/11/23 13:06:58| INFO m3w_sld_gs finished [took 381.6872s]
22/11/23 13:06:58| INFO Dataset sample 0.70 of dataset imdb finished [took 390.2966s]
22/11/23 13:06:58| INFO Dataset sample 0.80 of dataset imdb started
22/11/23 13:07:37| INFO ref finished [took 29.4671s]
22/11/23 13:07:47| INFO m3wis_sld finished [took 41.0866s]
22/11/23 13:07:47| INFO m3wmc_sld finished [took 40.2828s]
22/11/23 13:07:48| INFO m3wc_sld finished [took 43.2777s]
22/11/23 13:07:48| INFO m3w_sld finished [took 47.0649s]
22/11/23 13:07:49| INFO m3wne_sld finished [took 41.6009s]
22/11/23 13:13:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 354.9822s]
22/11/23 13:13:12| INFO m3w_sld_gs finished [took 365.6544s]
22/11/23 13:13:12| INFO Dataset sample 0.80 of dataset imdb finished [took 374.8787s]
22/11/23 13:13:13| INFO Dataset sample 0.90 of dataset imdb started
22/11/23 13:13:48| INFO ref finished [took 26.1526s]
22/11/23 13:13:55| INFO m3wc_sld finished [took 40.9106s]
22/11/23 13:13:56| INFO m3wis_sld finished [took 38.6163s]
22/11/23 13:13:57| INFO m3wne_sld finished [took 40.6622s]
22/11/23 13:13:58| INFO m3wmc_sld finished [took 41.5060s]
22/11/23 13:14:00| INFO m3w_sld finished [took 45.9820s]
22/11/23 13:19:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 348.7108s]
22/11/23 13:19:19| INFO m3w_sld_gs finished [took 359.5795s]
22/11/23 13:19:19| INFO Dataset sample 0.90 of dataset imdb finished [took 366.0801s]
----------------------------------------------------------------------------------------------------
22/11/23 14:09:35| INFO dataset rcv1_CCAT [pool size: 10]
22/11/23 14:09:40| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
----------------------------------------------------------------------------------------------------
22/11/23 14:25:46| INFO dataset cifar10_dog [pool size: 10]
22/11/23 14:25:46| INFO Dataset sample 0.10 of dataset cifar10_dog started
22/11/23 14:28:26| INFO ref finished [took 148.6634s]
22/11/23 14:29:51| INFO m3w_sld finished [took 241.8112s]
22/11/23 14:29:52| INFO m3wc_sld finished [took 241.8878s]
22/11/23 14:29:54| INFO m3wmc_sld finished [took 243.6131s]
22/11/23 14:29:55| INFO m3wne_sld finished [took 242.0939s]
22/11/23 14:29:58| INFO m3wis_sld finished [took 244.2566s]
22/11/23 14:33:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 449.7161s]
22/11/23 14:34:17| INFO m3w_sld_gs finished [took 500.5169s]
22/11/23 14:34:17| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 510.2785s]
22/11/23 14:34:17| INFO Dataset sample 0.20 of dataset cifar10_dog started
22/11/23 14:36:52| INFO ref finished [took 145.7727s]
22/11/23 14:38:07| INFO m3wne_sld finished [took 223.7816s]
22/11/23 14:38:12| INFO m3w_sld finished [took 232.4869s]
22/11/23 14:38:14| INFO m3wmc_sld finished [took 231.4455s]
22/11/23 14:38:15| INFO m3wis_sld finished [took 230.4596s]
22/11/23 14:38:15| INFO m3wc_sld finished [took 233.0071s]
22/11/23 14:41:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 437.3553s]
22/11/23 14:42:16| INFO m3w_sld_gs finished [took 471.2140s]
22/11/23 14:42:16| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 479.6461s]
22/11/23 14:42:16| INFO Dataset sample 0.30 of dataset cifar10_dog started
22/11/23 14:44:53| INFO ref finished [took 147.7523s]
22/11/23 14:46:05| INFO m3wmc_sld finished [took 224.0658s]
22/11/23 14:46:08| INFO m3w_sld finished [took 229.3098s]
22/11/23 14:46:10| INFO m3wne_sld finished [took 228.2859s]
22/11/23 14:46:11| INFO m3wc_sld finished [took 231.3908s]
22/11/23 14:46:13| INFO m3wis_sld finished [took 228.9895s]
----------------------------------------------------------------------------------------------------
22/11/23 22:39:25| INFO dataset imdb [pool size: 10]
22/11/23 22:39:31| INFO Dataset sample 0.10 of dataset imdb started
22/11/23 22:40:05| INFO ref finished [took 26.7125s]
22/11/23 22:40:15| INFO m3wne_sld finished [took 39.9900s]
22/11/23 22:40:16| INFO m3wmc_sld finished [took 41.6852s]
22/11/23 22:40:16| INFO m3wc_sld finished [took 42.1895s]
22/11/23 22:40:17| INFO m3wis_sld finished [took 40.8057s]
22/11/23 22:40:17| INFO m3w_sld finished [took 45.2795s]
22/11/23 22:45:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 372.6118s]
22/11/23 22:46:00| INFO m3w_sld_gs finished [took 383.2764s]
22/11/23 22:46:00| INFO Dataset sample 0.10 of dataset imdb finished [took 388.8456s]
22/11/23 22:46:00| INFO Dataset sample 0.20 of dataset imdb started
22/11/23 22:46:36| INFO ref finished [took 26.0360s]
22/11/23 22:46:42| INFO m3wne_sld finished [took 35.7751s]
22/11/23 22:46:43| INFO m3wc_sld finished [took 41.0112s]
22/11/23 22:46:44| INFO m3w_sld finished [took 42.4419s]
22/11/23 22:46:45| INFO m3wis_sld finished [took 37.4503s]
22/11/23 22:46:45| INFO m3wmc_sld finished [took 40.8884s]
22/11/23 22:53:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 417.0861s]
22/11/23 22:53:17| INFO m3w_sld_gs finished [took 428.8639s]
22/11/23 22:53:17| INFO Dataset sample 0.20 of dataset imdb finished [took 436.4691s]
22/11/23 22:53:17| INFO Dataset sample 0.30 of dataset imdb started
22/11/23 22:54:04| INFO ref finished [took 32.2664s]
22/11/23 22:54:15| INFO m3w_sld finished [took 51.8639s]
22/11/23 22:54:15| INFO m3wis_sld finished [took 44.8139s]
22/11/23 22:54:15| INFO m3wmc_sld finished [took 46.5044s]
22/11/23 22:54:15| INFO m3wc_sld finished [took 50.4231s]
22/11/23 22:54:16| INFO m3wne_sld finished [took 46.3459s]
22/11/23 23:00:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 411.8293s]
22/11/23 23:00:31| INFO m3w_sld_gs finished [took 422.5298s]
22/11/23 23:00:31| INFO Dataset sample 0.30 of dataset imdb finished [took 434.6217s]
22/11/23 23:00:31| INFO Dataset sample 0.40 of dataset imdb started
22/11/23 23:01:13| INFO ref finished [took 30.7259s]
22/11/23 23:01:21| INFO m3w_sld finished [took 48.4534s]
22/11/23 23:01:22| INFO m3wmc_sld finished [took 45.3415s]
22/11/23 23:01:22| INFO m3wc_sld finished [took 47.5734s]
22/11/23 23:01:24| INFO m3wis_sld finished [took 44.8038s]
22/11/23 23:01:25| INFO m3wne_sld finished [took 46.9841s]
22/11/23 23:06:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 380.7642s]
22/11/23 23:07:10| INFO m3w_sld_gs finished [took 391.7746s]
22/11/23 23:07:10| INFO Dataset sample 0.40 of dataset imdb finished [took 398.3842s]
22/11/23 23:07:10| INFO Dataset sample 0.50 of dataset imdb started
22/11/23 23:07:53| INFO ref finished [took 33.9676s]
22/11/23 23:08:01| INFO m3w_sld finished [took 49.9842s]
22/11/23 23:08:04| INFO m3wis_sld finished [took 47.8397s]
22/11/23 23:08:05| INFO m3wmc_sld finished [took 48.4244s]
22/11/23 23:08:05| INFO m3wc_sld finished [took 50.3583s]
22/11/23 23:08:06| INFO m3wne_sld finished [took 49.9964s]
22/11/23 23:13:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 387.4653s]
22/11/23 23:13:57| INFO m3w_sld_gs finished [took 398.5473s]
22/11/23 23:13:57| INFO Dataset sample 0.50 of dataset imdb finished [took 407.1600s]
22/11/23 23:13:57| INFO Dataset sample 0.60 of dataset imdb started
22/11/23 23:14:36| INFO ref finished [took 31.8305s]
22/11/23 23:14:46| INFO m3w_sld finished [took 47.2148s]
22/11/23 23:14:48| INFO m3wmc_sld finished [took 45.0544s]
22/11/23 23:14:49| INFO m3wis_sld finished [took 45.5847s]
22/11/23 23:14:49| INFO m3wne_sld finished [took 46.6914s]
22/11/23 23:14:49| INFO m3wc_sld finished [took 48.5027s]
22/11/23 23:20:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 385.6402s]
22/11/23 23:20:39| INFO m3w_sld_gs finished [took 396.1211s]
22/11/23 23:20:39| INFO Dataset sample 0.60 of dataset imdb finished [took 402.5207s]
22/11/23 23:20:39| INFO Dataset sample 0.70 of dataset imdb started
22/11/23 23:21:15| INFO ref finished [took 28.4956s]
22/11/23 23:21:26| INFO m3wis_sld finished [took 39.6972s]
22/11/23 23:21:27| INFO m3wne_sld finished [took 40.9912s]
22/11/23 23:21:27| INFO m3w_sld finished [took 45.7233s]
22/11/23 23:21:28| INFO m3wmc_sld finished [took 42.7001s]
22/11/23 23:21:29| INFO m3wc_sld finished [took 45.8509s]
22/11/23 23:27:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 379.2411s]
22/11/23 23:27:16| INFO m3w_sld_gs finished [took 389.5301s]
22/11/23 23:27:16| INFO Dataset sample 0.70 of dataset imdb finished [took 397.0096s]
22/11/23 23:27:16| INFO Dataset sample 0.80 of dataset imdb started
22/11/23 23:27:51| INFO ref finished [took 28.1018s]
22/11/23 23:28:00| INFO m3wis_sld finished [took 37.8200s]
22/11/23 23:28:00| INFO m3wc_sld finished [took 40.2210s]
22/11/23 23:28:00| INFO m3wne_sld finished [took 38.4939s]
22/11/23 23:28:01| INFO m3w_sld finished [took 42.3041s]
22/11/23 23:28:01| INFO m3wmc_sld finished [took 39.0396s]
22/11/23 23:33:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 344.2546s]
22/11/23 23:33:19| INFO m3w_sld_gs finished [took 354.4437s]
22/11/23 23:33:19| INFO Dataset sample 0.80 of dataset imdb finished [took 362.5184s]
22/11/23 23:33:19| INFO Dataset sample 0.90 of dataset imdb started
22/11/23 23:33:52| INFO ref finished [took 26.5296s]
22/11/23 23:34:00| INFO m3wc_sld finished [took 39.1261s]
22/11/23 23:34:00| INFO m3wis_sld finished [took 37.7493s]
22/11/23 23:34:01| INFO m3wne_sld finished [took 38.9486s]
22/11/23 23:34:03| INFO m3wmc_sld finished [took 39.5300s]
22/11/23 23:34:03| INFO m3w_sld finished [took 43.5324s]
22/11/23 23:39:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 339.8089s]
22/11/23 23:39:14| INFO m3w_sld_gs finished [took 349.9083s]
22/11/23 23:39:14| INFO Dataset sample 0.90 of dataset imdb finished [took 355.6212s]
----------------------------------------------------------------------------------------------------
23/11/23 01:39:20| INFO dataset cifar10_dog [pool size: 10]
23/11/23 01:39:40| INFO Dataset sample 0.10 of dataset cifar10_dog started
23/11/23 01:41:53| INFO ref finished [took 122.3468s]
23/11/23 01:42:57| INFO m3wne_sld finished [took 191.2357s]
23/11/23 01:42:57| INFO m3wmc_sld finished [took 193.1441s]
23/11/23 01:42:58| INFO m3w_sld finished [took 196.2437s]
23/11/23 01:42:59| INFO m3wc_sld finished [took 196.6874s]
23/11/23 01:43:01| INFO m3wis_sld finished [took 191.9054s]
23/11/23 01:45:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 352.3661s]
23/11/23 01:46:30| INFO m3w_sld_gs finished [took 399.1968s]
23/11/23 01:46:30| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 409.5722s]
23/11/23 01:46:30| INFO Dataset sample 0.20 of dataset cifar10_dog started
23/11/23 01:48:42| INFO ref finished [took 122.0379s]
23/11/23 01:49:46| INFO m3w_sld finished [took 194.6095s]
23/11/23 01:49:46| INFO m3wne_sld finished [took 191.4555s]
23/11/23 01:49:49| INFO m3wmc_sld finished [took 195.1906s]
23/11/23 01:49:50| INFO m3wis_sld finished [took 193.4222s]
23/11/23 01:49:51| INFO m3wc_sld finished [took 198.0330s]
23/11/23 01:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 367.8527s]
23/11/23 01:53:15| INFO m3w_sld_gs finished [took 397.7191s]
23/11/23 01:53:15| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 405.5805s]
23/11/23 01:53:15| INFO Dataset sample 0.30 of dataset cifar10_dog started
23/11/23 01:55:29| INFO ref finished [took 124.0739s]
23/11/23 01:56:29| INFO m3wmc_sld finished [took 189.5274s]
23/11/23 01:56:33| INFO m3wne_sld finished [took 193.1704s]
23/11/23 01:56:35| INFO m3wis_sld finished [took 194.7936s]
23/11/23 01:56:36| INFO m3w_sld finished [took 198.7475s]
23/11/23 01:56:39| INFO m3wc_sld finished [took 200.6006s]
23/11/23 01:59:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04338) [took 370.4179s]
23/11/23 02:00:04| INFO m3w_sld_gs finished [took 401.0379s]
23/11/23 02:00:04| INFO Dataset sample 0.30 of dataset cifar10_dog finished [took 408.3748s]
23/11/23 02:00:04| INFO Dataset sample 0.40 of dataset cifar10_dog started
23/11/23 02:02:16| INFO ref finished [took 122.2531s]
23/11/23 02:03:13| INFO m3wc_sld finished [took 186.7289s]
23/11/23 02:03:19| INFO m3w_sld finished [took 193.2497s]
23/11/23 02:03:23| INFO m3wis_sld finished [took 193.2067s]
23/11/23 02:03:24| INFO m3wne_sld finished [took 195.4547s]
23/11/23 02:03:25| INFO m3wmc_sld finished [took 197.0467s]
23/11/23 02:06:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04410) [took 356.4309s]
23/11/23 02:06:37| INFO m3w_sld_gs finished [took 385.9116s]
23/11/23 02:06:37| INFO Dataset sample 0.40 of dataset cifar10_dog finished [took 392.7862s]
23/11/23 02:06:37| INFO Dataset sample 0.50 of dataset cifar10_dog started
23/11/23 02:08:48| INFO ref finished [took 123.5860s]
23/11/23 02:09:46| INFO m3wmc_sld finished [took 186.2835s]
23/11/23 02:09:46| INFO m3wc_sld finished [took 187.1974s]
23/11/23 02:09:50| INFO m3wne_sld finished [took 188.7170s]
23/11/23 02:09:52| INFO m3w_sld finished [took 194.1977s]
23/11/23 02:09:55| INFO m3wis_sld finished [took 192.8132s]
23/11/23 02:12:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01831) [took 340.0441s]
23/11/23 02:12:53| INFO m3w_sld_gs finished [took 369.1645s]
23/11/23 02:12:53| INFO Dataset sample 0.50 of dataset cifar10_dog finished [took 376.4990s]
23/11/23 02:12:53| INFO Dataset sample 0.60 of dataset cifar10_dog started
23/11/23 02:15:15| INFO ref finished [took 131.0013s]
23/11/23 02:16:14| INFO m3w_sld finished [took 198.7240s]
23/11/23 02:16:15| INFO m3wc_sld finished [took 198.7629s]
23/11/23 02:16:15| INFO m3wne_sld finished [took 198.3437s]
23/11/23 02:16:16| INFO m3wmc_sld finished [took 198.2890s]
23/11/23 02:16:17| INFO m3wis_sld finished [took 197.8288s]
23/11/23 02:18:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02689) [took 355.2382s]
23/11/23 02:19:25| INFO m3w_sld_gs finished [took 384.4947s]
23/11/23 02:19:25| INFO Dataset sample 0.60 of dataset cifar10_dog finished [took 391.4588s]
23/11/23 02:19:25| INFO Dataset sample 0.70 of dataset cifar10_dog started
23/11/23 02:21:46| INFO ref finished [took 131.4153s]
23/11/23 02:22:43| INFO m3wc_sld finished [took 195.9914s]
23/11/23 02:22:45| INFO m3w_sld finished [took 199.2807s]
23/11/23 02:22:46| INFO m3wne_sld finished [took 196.1417s]
23/11/23 02:22:46| INFO m3wmc_sld finished [took 198.2491s]
23/11/23 02:22:48| INFO m3wis_sld finished [took 196.4384s]
23/11/23 02:25:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.09511) [took 342.4978s]
23/11/23 02:25:45| INFO m3w_sld_gs finished [took 371.9233s]
23/11/23 02:25:45| INFO Dataset sample 0.70 of dataset cifar10_dog finished [took 380.5433s]
23/11/23 02:25:45| INFO Dataset sample 0.80 of dataset cifar10_dog started
23/11/23 02:28:09| INFO ref finished [took 133.7020s]
23/11/23 02:29:05| INFO m3w_sld finished [took 198.9815s]
23/11/23 02:29:06| INFO m3wmc_sld finished [took 197.4938s]
23/11/23 02:29:08| INFO m3wne_sld finished [took 199.1607s]
23/11/23 02:29:09| INFO m3wc_sld finished [took 201.3328s]
23/11/23 02:29:10| INFO m3wis_sld finished [took 198.6220s]
23/11/23 02:31:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.09983) [took 353.7138s]
23/11/23 02:32:28| INFO m3w_sld_gs finished [took 394.1458s]
23/11/23 02:32:28| INFO Dataset sample 0.80 of dataset cifar10_dog finished [took 402.7554s]
23/11/23 02:32:28| INFO Dataset sample 0.90 of dataset cifar10_dog started
23/11/23 02:34:44| INFO ref finished [took 127.3193s]
23/11/23 02:35:47| INFO m3w_sld finished [took 197.5544s]
23/11/23 02:35:50| INFO m3wis_sld finished [took 195.8046s]
23/11/23 02:35:50| INFO m3wne_sld finished [took 198.0104s]
23/11/23 02:35:50| INFO m3wc_sld finished [took 199.2686s]
23/11/23 02:35:51| INFO m3wmc_sld finished [took 199.5645s]
23/11/23 02:38:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.12245) [took 352.2626s]
23/11/23 02:38:58| INFO m3w_sld_gs finished [took 381.4130s]
23/11/23 02:38:58| INFO Dataset sample 0.90 of dataset cifar10_dog finished [took 389.9326s]
----------------------------------------------------------------------------------------------------
23/11/23 14:13:03| INFO dataset imdb_1prevs [pool size: 10]
23/11/23 14:13:10| INFO Dataset sample 0.50 of dataset imdb_1prevs started
23/11/23 14:13:56| INFO doc finished [took 32.5461s]
23/11/23 14:13:56| INFO ref finished [took 34.5929s]
23/11/23 14:13:59| INFO atc_mc finished [took 39.7904s]
23/11/23 14:14:04| INFO bin_sld finished [took 50.6471s]
23/11/23 14:14:13| INFO mul_sld finished [took 59.7841s]
23/11/23 14:24:13| INFO bin_kde finished [took 655.6011s]
23/11/23 14:30:41| INFO mul_kde finished [took 1042.5184s]
23/11/23 14:30:41| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1051.0188s]
----------------------------------------------------------------------------------------------------
24/11/23 12:19:49| INFO dataset rcv1_CCAT [pool size: 10]
----------------------------------------------------------------------------------------------------
24/11/23 12:20:07| INFO dataset imdb_1prevs [pool size: 10]
24/11/23 12:20:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started
24/11/23 12:20:35| INFO ref finished [took 17.6023s]
24/11/23 12:20:37| INFO doc finished [took 15.1031s]
24/11/23 12:20:40| INFO atc_mc finished [took 17.6415s]
24/11/23 12:20:41| INFO m3w_sld finished [took 22.1866s]
24/11/23 12:20:46| INFO mul_sld finished [took 28.6670s]
24/11/23 12:20:46| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 31.7107s]
----------------------------------------------------------------------------------------------------
24/11/23 12:24:23| INFO dataset imdb_1prevs [pool size: 10]
24/11/23 12:24:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started
24/11/23 12:24:57| INFO ref finished [took 20.1484s]
24/11/23 12:24:58| INFO doc finished [took 16.2542s]
24/11/23 12:25:01| INFO atc_mc finished [took 22.3052s]
24/11/23 12:25:01| INFO bin_sld finished [took 29.3454s]
24/11/23 12:25:03| INFO m3w_sld finished [took 26.0132s]
24/11/23 12:25:07| INFO mul_sld finished [took 32.1549s]
24/11/23 12:25:07| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 37.5426s]
25/11/23 23:09:39| ERROR estimate comparison failed. Exception: 'Logger' object has no attribute '_Logger__is_setup'
----------------------------------------------------------------------------------------------------
25/11/23 23:15:10| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:15:32| INFO Dataset sample 0.50 of dataset imdb_1prevs started
25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
25/11/23 23:15:33| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2613s]
25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
25/11/23 23:15:56| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:16:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started
25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
25/11/23 23:16:03| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2083s]
25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
25/11/23 23:16:52| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs started
25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: Logger.__new__() takes 1 positional argument but 2 were given
25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2287s]
25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
25/11/23 23:18:22| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started
25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate)
25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.1994s]
25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
25/11/23 23:20:56| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:21:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started
25/11/23 23:21:12| INFO ref finished [took 8.3176s]
25/11/23 23:21:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.9240s]
----------------------------------------------------------------------------------------------------
25/11/23 23:24:20| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:24:27| INFO Dataset sample 0.50 of dataset imdb_1prevs started
25/11/23 23:24:36| INFO ref finished [took 8.2453s]
25/11/23 23:24:36| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.7846s]
----------------------------------------------------------------------------------------------------
25/11/23 23:27:01| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:27:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started
25/11/23 23:27:17| INFO ref finished [took 8.4169s]
25/11/23 23:27:17| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.6665s]
----------------------------------------------------------------------------------------------------
25/11/23 23:27:53| INFO dataset imdb_1prevs [pool size: 10]
25/11/23 23:28:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 00:07:05| INFO ref finished [took 15.0738s]
----------------------------------------------------------------------------------------------------
26/11/23 00:14:58| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 00:15:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 00:15:14| INFO ref finished [took 8.2365s]
26/11/23 00:15:14| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.3738s]
----------------------------------------------------------------------------------------------------
26/11/23 00:16:11| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 00:16:18| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 00:16:27| INFO ref finished [took 8.4293s]
26/11/23 00:16:27| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.8483s]
----------------------------------------------------------------------------------------------------
26/11/23 00:17:18| ERROR Evaluation over imdb_1prevs failed. Exception: 'Invalid estimator: estimator bin_pacc_gs does not exist'
----------------------------------------------------------------------------------------------------
26/11/23 00:17:31| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 00:17:37| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 00:17:56| INFO ref finished [took 11.7986s]
26/11/23 00:17:56| INFO doc finished [took 9.6139s]
26/11/23 00:18:02| INFO bin_sld finished [took 21.1728s]
26/11/23 00:18:02| INFO atc_mc finished [took 16.1916s]
----------------------------------------------------------------------------------------------------
26/11/23 00:18:47| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 00:18:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 00:19:11| INFO doc finished [took 9.3297s]
26/11/23 00:19:11| INFO ref finished [took 11.1819s]
26/11/23 00:19:16| INFO atc_mc finished [took 15.7185s]
26/11/23 00:19:17| INFO bin_sld finished [took 20.9569s]
26/11/23 00:23:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 278.5729s]
26/11/23 00:23:49| INFO bin_sld_gs finished [took 290.6389s]
26/11/23 00:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 296.2452s]
26/11/23 12:35:22| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:36:10| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:36:48| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:37:39| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:38:05| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:38:26| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:39:52| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:40:47| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:41:37| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
26/11/23 12:42:06| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str'
----------------------------------------------------------------------------------------------------
26/11/23 12:42:49| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 12:42:56| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 12:43:11| INFO doc finished [took 8.8286s]
26/11/23 12:43:12| INFO ref finished [took 10.1487s]
26/11/23 12:43:15| INFO atc_mc finished [took 12.7258s]
26/11/23 12:43:16| INFO bin_sld finished [took 17.9662s]
26/11/23 12:43:16| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 20.1537s]
----------------------------------------------------------------------------------------------------
26/11/23 12:51:42| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 12:51:49| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 12:52:03| INFO doc finished [took 8.3487s]
26/11/23 12:52:04| INFO ref finished [took 10.9200s]
26/11/23 12:52:08| INFO atc_mc finished [took 12.3923s]
26/11/23 12:52:08| INFO bin_sld finished [took 16.5288s]
26/11/23 12:52:08| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 19.5545s]
----------------------------------------------------------------------------------------------------
26/11/23 12:53:17| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 12:53:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started
26/11/23 12:53:38| INFO ref finished [took 10.3443s]
26/11/23 12:53:38| INFO doc finished [took 8.6077s]
26/11/23 12:53:41| INFO atc_mc finished [took 13.3207s]
26/11/23 12:53:42| INFO bin_sld finished [took 16.7658s]
26/11/23 12:53:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1411s]
----------------------------------------------------------------------------------------------------
26/11/23 12:53:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
26/11/23 12:56:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
26/11/23 12:57:15| INFO ref finished [took 31.0756s]
26/11/23 12:57:16| INFO doc finished [took 28.5057s]
26/11/23 12:57:17| INFO bin_sld finished [took 35.9361s]
26/11/23 12:57:18| INFO atc_mc finished [took 32.5660s]
26/11/23 12:57:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 38.8987s]
----------------------------------------------------------------------------------------------------
26/11/23 13:14:31| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 13:14:37| INFO Dataset sample 0.40 of dataset imdb_1prevs started
26/11/23 13:14:37| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:38| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.7827s]
26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
26/11/23 13:14:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
26/11/23 13:14:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
26/11/23 13:14:43| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:44| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:45| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:14:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 4.8912s]
26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: No objects to concatenate
----------------------------------------------------------------------------------------------------
26/11/23 13:28:23| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 13:28:29| INFO Dataset sample 0.40 of dataset imdb_1prevs started
26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:28:30| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.2838s]
26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data'
----------------------------------------------------------------------------------------------------
26/11/23 13:28:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
26/11/23 13:28:33| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items'
26/11/23 13:28:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1.4252s]
26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data'
----------------------------------------------------------------------------------------------------
26/11/23 13:31:08| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 13:31:15| INFO Dataset sample 0.40 of dataset imdb_1prevs started
26/11/23 13:31:29| INFO ref finished [took 10.9091s]
26/11/23 13:31:29| INFO doc finished [took 8.7695s]
26/11/23 13:31:33| INFO atc_mc finished [took 12.6925s]
26/11/23 13:31:33| INFO bin_sld finished [took 16.2455s]
26/11/23 13:31:33| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 18.0848s]
----------------------------------------------------------------------------------------------------
26/11/23 13:31:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
26/11/23 13:31:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
26/11/23 13:32:12| INFO ref finished [took 30.5893s]
26/11/23 13:32:13| INFO bin_sld finished [took 34.5529s]
26/11/23 13:32:14| INFO doc finished [took 28.3129s]
26/11/23 13:32:18| INFO atc_mc finished [took 35.3325s]
26/11/23 13:32:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 41.8520s]
----------------------------------------------------------------------------------------------------
26/11/23 13:56:17| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 13:56:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started
26/11/23 13:56:38| INFO ref finished [took 11.1801s]
26/11/23 13:56:38| INFO doc finished [took 8.8447s]
26/11/23 13:56:41| INFO atc_mc finished [took 13.4614s]
26/11/23 13:56:42| INFO bin_sld finished [took 17.2343s]
26/11/23 13:56:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1619s]
----------------------------------------------------------------------------------------------------
26/11/23 13:56:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
26/11/23 13:56:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
26/11/23 13:57:20| INFO ref finished [took 29.5824s]
26/11/23 13:57:21| INFO doc finished [took 27.7713s]
26/11/23 13:57:22| INFO bin_sld finished [took 34.0524s]
26/11/23 13:57:25| INFO atc_mc finished [took 33.7363s]
26/11/23 13:57:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 39.3207s]
----------------------------------------------------------------------------------------------------
26/11/23 14:00:26| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 14:00:33| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 14:01:26| INFO bin_sld finished [took 50.7765s]
26/11/23 14:01:34| INFO binmc_sld finished [took 44.2032s]
26/11/23 14:01:41| INFO m3w_sld finished [took 60.0964s]
26/11/23 14:01:43| INFO m3wc_sld finished [took 56.6741s]
26/11/23 14:01:46| INFO binc_sld finished [took 62.5976s]
26/11/23 14:01:53| INFO m3wmc_sld finished [took 57.1598s]
26/11/23 14:01:53| INFO mulc_sld finished [took 67.1949s]
26/11/23 14:01:59| INFO mulmc_sld finished [took 66.6559s]
26/11/23 14:02:01| INFO mul_sld finished [took 83.1596s]
26/11/23 14:02:01| INFO binne_sld finished [took 63.2790s]
26/11/23 14:03:31| INFO m3wne_sld finished [took 110.9529s]
26/11/23 14:03:36| INFO mulne_sld finished [took 126.4873s]
26/11/23 14:03:45| INFO binis_sld finished [took 120.7323s]
26/11/23 14:03:55| INFO m3wis_sld finished [took 120.8105s]
26/11/23 14:04:14| INFO mulis_sld finished [took 142.7732s]
26/11/23 14:18:23| INFO bin_kde finished [took 980.5554s]
26/11/23 14:19:06| INFO binc_kde finished [took 1015.1475s]
26/11/23 14:20:39| INFO binmc_kde finished [took 1011.1490s]
26/11/23 14:21:24| INFO binne_kde finished [took 1019.7832s]
26/11/23 14:28:57| INFO mul_kde finished [took 1615.1812s]
26/11/23 14:29:09| INFO m3w_kde finished [took 1620.8232s]
26/11/23 14:29:35| INFO ref finished [took 22.2471s]
26/11/23 14:30:16| INFO atc_mc finished [took 36.9250s]
26/11/23 14:30:39| INFO doc finished [took 17.6178s]
26/11/23 14:31:18| INFO m3wc_kde finished [took 1658.5121s]
26/11/23 14:32:33| INFO m3wmc_kde finished [took 1707.5099s]
26/11/23 14:32:54| INFO mulmc_kde finished [took 1739.1909s]
26/11/23 14:32:56| INFO mulc_kde finished [took 1843.3563s]
26/11/23 14:35:05| INFO binis_kde finished [took 860.8087s]
26/11/23 14:43:31| INFO m3wne_kde finished [took 1460.1224s]
26/11/23 14:45:54| INFO mulne_kde finished [took 1647.6246s]
26/11/23 14:46:25| INFO mulis_kde finished [took 1495.9289s]
26/11/23 14:47:44| INFO m3wis_kde finished [took 1124.0304s]
26/11/23 14:47:44| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2831.2208s]
----------------------------------------------------------------------------------------------------
26/11/23 16:21:38| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 16:21:45| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 16:22:10| INFO doc finished [took 18.6205s]
26/11/23 16:22:12| INFO ref finished [took 18.6199s]
26/11/23 16:22:15| INFO atc_mc finished [took 20.0159s]
26/11/23 16:22:16| INFO bin_sld finished [took 28.3344s]
26/11/23 16:22:17| INFO m3w_sld finished [took 24.3171s]
26/11/23 16:22:21| INFO mul_sld finished [took 29.6179s]
26/11/23 16:22:21| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 35.9986s]
----------------------------------------------------------------------------------------------------
26/11/23 16:23:08| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 16:23:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 16:23:40| INFO ref finished [took 16.8099s]
26/11/23 16:23:40| INFO doc finished [took 15.1661s]
26/11/23 16:23:43| INFO atc_mc finished [took 21.2824s]
26/11/23 16:23:44| INFO bin_sld finished [took 26.5138s]
26/11/23 16:23:45| INFO m3w_sld finished [took 24.8415s]
26/11/23 16:23:49| INFO mul_sld finished [took 28.7849s]
26/11/23 16:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 34.1335s]
----------------------------------------------------------------------------------------------------
26/11/23 16:24:00| INFO dataset imdb_1prevs [pool size: 10]
26/11/23 16:24:07| INFO Dataset sample 0.50 of dataset imdb_1prevs started
26/11/23 16:24:35| INFO ref finished [took 21.2039s]
26/11/23 16:24:35| INFO doc finished [took 16.5994s]
26/11/23 16:24:38| INFO atc_mc finished [took 21.2076s]
26/11/23 16:24:39| INFO bin_sld finished [took 28.2131s]
26/11/23 16:24:39| INFO m3w_sld finished [took 25.8440s]
26/11/23 16:24:43| INFO mul_sld finished [took 31.8643s]
26/11/23 16:24:43| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 36.6313s]
----------------------------------------------------------------------------------------------------
26/11/23 16:26:22| INFO dataset imdb [pool size: 10]
26/11/23 16:26:29| INFO Dataset sample 0.10 of dataset imdb started
26/11/23 16:26:46| INFO doc finished [took 11.3898s]
26/11/23 16:26:46| INFO ref finished [took 14.1952s]
26/11/23 16:26:49| INFO atc_mc finished [took 16.1407s]
26/11/23 16:26:52| INFO m3w_sld finished [took 20.3713s]
26/11/23 16:26:58| INFO bin_sld finished [took 28.5205s]
26/11/23 16:27:06| INFO mul_sld finished [took 35.8858s]
26/11/23 16:27:06| INFO Dataset sample 0.10 of dataset imdb finished [took 37.4182s]
26/11/23 16:27:06| INFO Dataset sample 0.20 of dataset imdb started
26/11/23 16:27:25| INFO ref finished [took 15.6790s]
26/11/23 16:27:25| INFO doc finished [took 13.8983s]
26/11/23 16:27:29| INFO atc_mc finished [took 18.4964s]
26/11/23 16:27:29| INFO m3w_sld finished [took 19.6282s]
26/11/23 16:27:37| INFO bin_sld finished [took 30.2087s]
26/11/23 16:27:41| INFO mul_sld finished [took 32.5278s]
26/11/23 16:27:41| INFO Dataset sample 0.20 of dataset imdb finished [took 34.2369s]
26/11/23 16:27:41| INFO Dataset sample 0.30 of dataset imdb started
26/11/23 16:27:59| INFO ref finished [took 14.1290s]
26/11/23 16:28:00| INFO doc finished [took 14.2235s]
26/11/23 16:28:04| INFO atc_mc finished [took 17.3388s]
26/11/23 16:28:05| INFO m3w_sld finished [took 20.9451s]
26/11/23 16:28:08| INFO bin_sld finished [took 25.7576s]
26/11/23 16:28:09| INFO mul_sld finished [took 26.4283s]
26/11/23 16:28:09| INFO Dataset sample 0.30 of dataset imdb finished [took 28.2265s]
26/11/23 16:28:09| INFO Dataset sample 0.40 of dataset imdb started
26/11/23 16:28:28| INFO doc finished [took 13.4465s]
26/11/23 16:28:28| INFO ref finished [took 16.2233s]
26/11/23 16:28:31| INFO atc_mc finished [took 17.8511s]
26/11/23 16:28:33| INFO m3w_sld finished [took 21.1365s]
26/11/23 16:28:36| INFO bin_sld finished [took 25.8370s]
26/11/23 16:28:38| INFO mul_sld finished [took 27.5821s]
26/11/23 16:28:38| INFO Dataset sample 0.40 of dataset imdb finished [took 29.5875s]
26/11/23 16:28:38| INFO Dataset sample 0.50 of dataset imdb started
26/11/23 16:28:59| INFO ref finished [took 17.4782s]
26/11/23 16:28:59| INFO doc finished [took 16.2926s]
26/11/23 16:29:03| INFO atc_mc finished [took 20.7857s]
26/11/23 16:29:04| INFO m3w_sld finished [took 23.5271s]
26/11/23 16:29:05| INFO bin_sld finished [took 25.8989s]
26/11/23 16:29:09| INFO mul_sld finished [took 28.5549s]
26/11/23 16:29:09| INFO Dataset sample 0.50 of dataset imdb finished [took 30.5951s]
26/11/23 16:29:09| INFO Dataset sample 0.60 of dataset imdb started
26/11/23 16:29:28| INFO doc finished [took 14.5227s]
26/11/23 16:29:29| INFO ref finished [took 17.3996s]
26/11/23 16:29:32| INFO atc_mc finished [took 18.4573s]
26/11/23 16:29:33| INFO m3w_sld finished [took 21.9935s]
26/11/23 16:29:35| INFO bin_sld finished [took 25.5923s]
26/11/23 16:29:37| INFO mul_sld finished [took 26.4603s]
26/11/23 16:29:37| INFO Dataset sample 0.60 of dataset imdb finished [took 28.1236s]
26/11/23 16:29:37| INFO Dataset sample 0.70 of dataset imdb started
26/11/23 16:29:57| INFO doc finished [took 14.5036s]
26/11/23 16:29:58| INFO ref finished [took 17.3913s]
26/11/23 16:30:02| INFO atc_mc finished [took 20.0928s]
26/11/23 16:30:03| INFO m3w_sld finished [took 22.2008s]
26/11/23 16:30:04| INFO bin_sld finished [took 25.7488s]
26/11/23 16:30:06| INFO mul_sld finished [took 26.0060s]
26/11/23 16:30:06| INFO Dataset sample 0.70 of dataset imdb finished [took 28.8196s]
26/11/23 16:30:06| INFO Dataset sample 0.80 of dataset imdb started
26/11/23 16:30:27| INFO ref finished [took 16.3992s]
26/11/23 16:30:27| INFO doc finished [took 15.5131s]
26/11/23 16:30:30| INFO m3w_sld finished [took 21.9561s]
26/11/23 16:30:31| INFO atc_mc finished [took 19.9598s]
26/11/23 16:30:35| INFO mul_sld finished [took 27.1376s]
26/11/23 16:30:36| INFO bin_sld finished [took 28.3528s]
26/11/23 16:30:36| INFO Dataset sample 0.80 of dataset imdb finished [took 29.8656s]
26/11/23 16:30:36| INFO Dataset sample 0.90 of dataset imdb started
26/11/23 16:30:53| INFO doc finished [took 13.1831s]
26/11/23 16:30:56| INFO ref finished [took 16.5231s]
26/11/23 16:30:59| INFO atc_mc finished [took 19.5031s]
26/11/23 16:31:02| INFO m3w_sld finished [took 23.6839s]
26/11/23 16:31:03| INFO bin_sld finished [took 26.3150s]
26/11/23 16:31:07| INFO mul_sld finished [took 29.8139s]
26/11/23 16:31:07| INFO Dataset sample 0.90 of dataset imdb finished [took 31.3702s]
----------------------------------------------------------------------------------------------------
01/12/23 13:54:59| INFO dataset imdb [pool size: 10]
01/12/23 13:55:08| INFO Dataset sample 0.10 of dataset imdb started
01/12/23 14:25:09| INFO mulne_kde finished [took 1784.2396s]
01/12/23 14:25:38| INFO binis_kde finished [took 1807.5182s]
01/12/23 14:29:00| INFO binmc_kde finished [took 2025.9753s]
01/12/23 14:29:25| INFO ref finished [took 21.8991s]
01/12/23 14:30:14| INFO binne_kde finished [took 2093.4323s]
01/12/23 14:30:28| INFO binc_kde finished [took 2117.9434s]
01/12/23 14:30:55| INFO m3wc_kde finished [took 2142.4674s]
01/12/23 14:31:09| INFO m3wmc_kde finished [took 2146.9921s]
01/12/23 14:32:07| INFO m3wne_kde finished [took 2199.8654s]
01/12/23 14:33:06| INFO mulc_kde finished [took 2275.1375s]
01/12/23 14:33:17| INFO mulmc_kde finished [took 2277.2117s]
01/12/23 14:47:24| INFO m3wis_kde finished [took 1303.3052s]
01/12/23 14:49:25| INFO mulis_kde finished [took 1453.3031s]
01/12/23 14:49:25| INFO Dataset sample 0.10 of dataset imdb finished [took 3256.6418s]
01/12/23 14:49:25| INFO Dataset sample 0.20 of dataset imdb started
01/12/23 15:16:04| INFO binne_kde finished [took 1581.6391s]
01/12/23 15:18:57| INFO binmc_kde finished [took 1762.9854s]
01/12/23 15:21:34| INFO binc_kde finished [took 1927.1757s]
01/12/23 15:21:49| INFO binis_kde finished [took 1920.8730s]
01/12/23 15:21:53| INFO ref finished [took 15.7471s]
01/12/23 15:24:31| INFO mulc_kde finished [took 2100.6943s]
01/12/23 15:26:16| INFO m3wmc_kde finished [took 2196.5003s]
01/12/23 15:27:28| INFO m3wc_kde finished [took 2276.3097s]
01/12/23 15:27:36| INFO m3wne_kde finished [took 2270.1747s]
01/12/23 15:27:40| INFO mulmc_kde finished [took 2283.3627s]
01/12/23 15:29:27| INFO mulne_kde finished [took 2384.2063s]
01/12/23 15:40:41| INFO m3wis_kde finished [took 1301.3973s]
01/12/23 15:41:08| INFO mulis_kde finished [took 1501.5348s]
01/12/23 15:41:08| INFO Dataset sample 0.20 of dataset imdb finished [took 3103.7733s]
01/12/23 15:41:08| INFO Dataset sample 0.30 of dataset imdb started
01/12/23 16:04:28| INFO binis_kde finished [took 1366.8039s]
01/12/23 16:04:40| INFO binc_kde finished [took 1401.4710s]
01/12/23 16:05:28| INFO binmc_kde finished [took 1442.8442s]
01/12/23 16:06:23| INFO ref finished [took 51.3341s]
01/12/23 16:07:09| INFO binne_kde finished [took 1530.9045s]
01/12/23 16:13:51| INFO m3wne_kde finished [took 1933.3162s]
----------------------------------------------------------------------------------------------------
01/12/23 18:21:57| INFO dataset imdb [pool size: 10]
01/12/23 18:22:07| INFO Dataset sample 0.10 of dataset imdb started
01/12/23 18:50:37| INFO binc_kde finished [took 1706.5886s]
01/12/23 18:52:36| INFO binmc_kde finished [took 1820.5862s]
01/12/23 18:56:15| INFO m3wmc_kde finished [took 2036.4647s]
01/12/23 18:56:29| INFO binne_kde finished [took 2048.2804s]
01/12/23 18:56:39| INFO ref finished [took 21.8280s]
01/12/23 18:57:01| INFO binis_kde finished [took 2072.7774s]
01/12/23 18:57:30| INFO m3wne_kde finished [took 2102.2886s]
01/12/23 18:58:44| INFO m3wc_kde finished [took 2191.0064s]
01/12/23 18:59:53| INFO mulc_kde finished [took 2262.2343s]
01/12/23 18:59:59| INFO mulmc_kde finished [took 2262.9224s]
01/12/23 19:00:18| INFO mulne_kde finished [took 2274.0423s]
01/12/23 19:14:14| INFO m3wis_kde finished [took 1295.2629s]
01/12/23 19:14:31| INFO mulis_kde finished [took 1431.9817s]
01/12/23 19:14:31| INFO Dataset sample 0.10 of dataset imdb finished [took 3143.5700s]
01/12/23 19:14:31| INFO Dataset sample 0.20 of dataset imdb started
01/12/23 19:39:40| INFO binmc_kde finished [took 1500.5564s]
01/12/23 19:43:03| INFO binc_kde finished [took 1709.7831s]
01/12/23 19:46:22| INFO binne_kde finished [took 1891.8064s]
01/12/23 19:46:47| INFO ref finished [took 22.5267s]
01/12/23 19:47:05| INFO binis_kde finished [took 1930.1456s]
01/12/23 19:49:49| INFO m3wmc_kde finished [took 2102.5841s]
01/12/23 19:51:52| INFO m3wne_kde finished [took 2219.0501s]
01/12/23 19:52:52| INFO mulmc_kde finished [took 2287.4877s]
01/12/23 19:52:59| INFO m3wc_kde finished [took 2301.4907s]
01/12/23 19:53:28| INFO mulne_kde finished [took 2316.1302s]
01/12/23 19:54:25| INFO mulc_kde finished [took 2388.3932s]
01/12/23 20:04:54| INFO m3wis_kde finished [took 1308.9256s]
01/12/23 20:04:55| INFO mulis_kde finished [took 1512.2329s]
01/12/23 20:04:55| INFO Dataset sample 0.20 of dataset imdb finished [took 3023.6976s]
01/12/23 20:04:55| INFO Dataset sample 0.30 of dataset imdb started
01/12/23 20:26:29| INFO binne_kde finished [took 1268.0784s]
01/12/23 20:30:04| INFO binc_kde finished [took 1500.0161s]
01/12/23 20:31:44| INFO binmc_kde finished [took 1588.5256s]
01/12/23 20:31:57| INFO binis_kde finished [took 1590.5881s]
01/12/23 20:32:15| INFO ref finished [took 24.4343s]
01/12/23 20:38:06| INFO m3wmc_kde finished [took 1966.6377s]
01/12/23 20:39:15| INFO m3wne_kde finished [took 2030.6260s]
01/12/23 20:40:49| INFO mulne_kde finished [took 2128.2181s]
01/12/23 20:41:16| INFO m3wc_kde finished [took 2163.7005s]
01/12/23 20:42:37| INFO mulc_kde finished [took 2247.9966s]
01/12/23 20:42:43| INFO mulmc_kde finished [took 2247.7458s]
01/12/23 20:49:17| INFO mulis_kde finished [took 1363.6187s]
01/12/23 20:49:23| INFO m3wis_kde finished [took 1153.9556s]
01/12/23 20:49:23| INFO Dataset sample 0.30 of dataset imdb finished [took 2668.2451s]
01/12/23 20:49:23| INFO Dataset sample 0.40 of dataset imdb started
01/12/23 21:10:59| INFO binmc_kde finished [took 1285.4129s]
01/12/23 21:12:38| INFO binne_kde finished [took 1376.7088s]
01/12/23 21:13:07| INFO binis_kde finished [took 1401.9612s]
01/12/23 21:14:15| INFO ref finished [took 65.1830s]
01/12/23 21:14:22| INFO binc_kde finished [took 1496.5997s]
01/12/23 21:24:28| INFO m3wne_kde finished [took 2083.4824s]
01/12/23 21:25:05| INFO m3wmc_kde finished [took 2124.5631s]
01/12/23 21:25:12| INFO mulc_kde finished [took 2141.3353s]
01/12/23 21:25:26| INFO m3wc_kde finished [took 2154.8556s]
01/12/23 21:25:50| INFO mulne_kde finished [took 2166.5927s]
01/12/23 21:26:45| INFO mulmc_kde finished [took 2226.9142s]
01/12/23 21:33:02| INFO m3wis_kde finished [took 1220.7114s]
01/12/23 21:36:33| INFO mulis_kde finished [took 1530.5513s]
01/12/23 21:36:33| INFO Dataset sample 0.40 of dataset imdb finished [took 2829.7239s]
01/12/23 21:36:33| INFO Dataset sample 0.50 of dataset imdb started
01/12/23 21:56:58| INFO binis_kde finished [took 1203.7161s]
01/12/23 22:00:31| INFO binmc_kde finished [took 1426.3880s]
01/12/23 22:02:10| INFO binne_kde finished [took 1520.3419s]
01/12/23 22:02:19| INFO binc_kde finished [took 1542.3005s]
01/12/23 22:02:50| INFO ref finished [took 36.3649s]
01/12/23 22:11:58| INFO mulmc_kde finished [took 2111.4195s]
01/12/23 22:12:07| INFO m3wmc_kde finished [took 2118.2852s]
01/12/23 22:13:30| INFO mulc_kde finished [took 2208.3781s]
01/12/23 22:14:07| INFO m3wc_kde finished [took 2244.1561s]
01/12/23 22:15:08| INFO m3wne_kde finished [took 2296.1708s]
01/12/23 22:17:44| INFO mulne_kde finished [took 2451.5672s]
01/12/23 22:21:16| INFO m3wis_kde finished [took 1242.4087s]
01/12/23 22:24:44| INFO mulis_kde finished [took 1662.3152s]
01/12/23 22:24:44| INFO Dataset sample 0.50 of dataset imdb finished [took 2891.5947s]
01/12/23 22:24:44| INFO Dataset sample 0.60 of dataset imdb started
01/12/23 22:45:18| INFO binmc_kde finished [took 1224.1958s]
01/12/23 22:49:07| INFO binc_kde finished [took 1458.2729s]
01/12/23 22:50:16| INFO binis_kde finished [took 1511.4846s]
01/12/23 22:50:43| INFO binne_kde finished [took 1543.7325s]
01/12/23 22:51:11| INFO ref finished [took 51.3574s]
01/12/23 22:59:17| INFO m3wmc_kde finished [took 2058.6874s]
01/12/23 23:00:03| INFO m3wne_kde finished [took 2101.3192s]
01/12/23 23:00:23| INFO m3wc_kde finished [took 2131.2866s]
01/12/23 23:01:20| INFO mulc_kde finished [took 2189.7927s]
01/12/23 23:01:53| INFO mulne_kde finished [took 2211.3025s]
01/12/23 23:03:08| INFO mulmc_kde finished [took 2293.1507s]
01/12/23 23:10:49| INFO mulis_kde finished [took 1528.5096s]
01/12/23 23:11:06| INFO m3wis_kde finished [took 1315.9825s]
01/12/23 23:11:06| INFO Dataset sample 0.60 of dataset imdb finished [took 2781.4374s]
01/12/23 23:11:06| INFO Dataset sample 0.70 of dataset imdb started
01/12/23 23:33:48| INFO binc_kde finished [took 1355.1966s]
01/12/23 23:35:32| INFO binmc_kde finished [took 1453.0897s]
01/12/23 23:38:10| INFO binis_kde finished [took 1598.4096s]
01/12/23 23:38:16| INFO binne_kde finished [took 1611.4019s]
01/12/23 23:38:27| INFO ref finished [took 15.2100s]
01/12/23 23:44:52| INFO m3wc_kde finished [took 2015.0731s]
01/12/23 23:45:09| INFO m3wne_kde finished [took 2017.5109s]
01/12/23 23:45:30| INFO mulc_kde finished [took 2056.8182s]
01/12/23 23:46:50| INFO m3wmc_kde finished [took 2127.1659s]
01/12/23 23:46:50| INFO mulne_kde finished [took 2125.9269s]
01/12/23 23:47:38| INFO mulmc_kde finished [took 2177.8423s]
01/12/23 23:56:32| INFO m3wis_kde finished [took 1255.8876s]
01/12/23 23:58:21| INFO mulis_kde finished [took 1469.0681s]
01/12/23 23:58:21| INFO Dataset sample 0.70 of dataset imdb finished [took 2835.5340s]
01/12/23 23:58:21| INFO Dataset sample 0.80 of dataset imdb started
02/12/23 00:24:23| INFO binmc_kde finished [took 1549.6430s]
02/12/23 00:29:10| INFO binc_kde finished [took 1841.0256s]
02/12/23 00:30:16| INFO binis_kde finished [took 1890.9615s]
02/12/23 00:30:44| INFO binne_kde finished [took 1925.4790s]
02/12/23 00:31:08| INFO ref finished [took 47.7333s]
02/12/23 00:34:01| INFO mulc_kde finished [took 2130.3719s]
02/12/23 00:35:42| INFO m3wc_kde finished [took 2229.0964s]
02/12/23 00:36:27| INFO m3wmc_kde finished [took 2268.4119s]
02/12/23 00:36:57| INFO mulmc_kde finished [took 2298.7597s]
02/12/23 00:37:29| INFO m3wne_kde finished [took 2326.2628s]
02/12/23 00:37:29| INFO mulne_kde finished [took 2329.6249s]
02/12/23 00:48:55| INFO mulis_kde finished [took 1469.1650s]
02/12/23 00:50:46| INFO m3wis_kde finished [took 1292.8524s]
02/12/23 00:50:46| INFO Dataset sample 0.80 of dataset imdb finished [took 3144.8910s]
02/12/23 00:50:46| INFO Dataset sample 0.90 of dataset imdb started
02/12/23 00:50:53| WARNING Method binc_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/12/23 00:50:57| WARNING Method binmc_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/12/23 00:51:02| WARNING Method binne_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/12/23 00:51:06| WARNING Method binis_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/12/23 00:53:57| INFO ref finished [took 168.0862s]
02/12/23 01:18:24| INFO m3wis_kde finished [took 1637.6993s]
02/12/23 01:18:28| INFO m3wne_kde finished [took 1647.6238s]
02/12/23 01:20:08| INFO mulne_kde finished [took 1748.9920s]
02/12/23 01:20:13| INFO mulis_kde finished [took 1747.1976s]
02/12/23 01:23:55| INFO m3wmc_kde finished [took 1979.8881s]
02/12/23 01:24:07| INFO m3wc_kde finished [took 1994.4665s]
02/12/23 01:25:48| INFO mulmc_kde finished [took 2091.6110s]
02/12/23 01:26:11| INFO mulc_kde finished [took 2119.6896s]
02/12/23 01:26:11| INFO Dataset sample 0.90 of dataset imdb finished [took 2124.3824s]
----------------------------------------------------------------------------------------------------
02/12/23 02:29:51| INFO dataset rcv1_CCAT [pool size: 10]
02/12/23 02:29:58| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
02/12/23 02:41:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 678.6627s]
02/12/23 02:50:11| INFO bin_kde_gs finished [took 1212.1667s]
02/12/23 03:29:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00545) [took 2338.3281s]
02/12/23 03:40:50| INFO mul_kde_gs finished [took 3037.8696s]
02/12/23 04:08:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00554) [took 1684.0982s]
02/12/23 04:19:40| INFO m3w_kde_gs finished [took 2329.2674s]
02/12/23 04:20:23| INFO ref finished [took 41.7299s]
02/12/23 04:20:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 6624.0835s]
02/12/23 04:20:23| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
02/12/23 04:31:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00782) [took 687.4879s]
02/12/23 04:37:22| INFO bin_kde_gs finished [took 1018.6269s]
02/12/23 05:16:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00762) [took 2375.9919s]
02/12/23 05:27:09| INFO mul_kde_gs finished [took 2986.1810s]
02/12/23 05:56:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00655) [took 1746.1900s]
02/12/23 06:04:38| INFO m3w_kde_gs finished [took 2247.6554s]
02/12/23 06:05:21| INFO ref finished [took 42.2664s]
02/12/23 06:05:21| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 6298.2998s]
02/12/23 06:05:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
02/12/23 06:17:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00654) [took 704.6339s]
02/12/23 06:22:56| INFO bin_kde_gs finished [took 1054.1082s]
02/12/23 07:03:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00647) [took 2406.5336s]
02/12/23 07:13:52| INFO mul_kde_gs finished [took 3054.7693s]
02/12/23 07:43:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00892) [took 1748.3061s]
02/12/23 07:48:32| INFO m3w_kde_gs finished [took 2079.0127s]
02/12/23 07:49:15| INFO ref finished [took 41.8498s]
02/12/23 07:49:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 6234.5611s]
02/12/23 07:49:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
02/12/23 08:01:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': None} (score=0.00820) [took 723.5760s]
02/12/23 08:06:45| INFO bin_kde_gs finished [took 1048.7436s]
02/12/23 08:46:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00793) [took 2412.8263s]
02/12/23 08:53:42| INFO mul_kde_gs finished [took 2816.7286s]
02/12/23 09:22:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00980) [took 1729.6383s]
02/12/23 09:28:33| INFO m3w_kde_gs finished [took 2090.6283s]
02/12/23 09:29:15| INFO ref finished [took 41.5832s]
02/12/23 09:29:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5999.4102s]
02/12/23 09:29:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
02/12/23 09:41:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00673) [took 723.2626s]
02/12/23 09:46:10| INFO bin_kde_gs finished [took 1014.5615s]
02/12/23 10:26:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00732) [took 2390.7377s]
02/12/23 10:32:15| INFO mul_kde_gs finished [took 2763.9089s]
02/12/23 11:01:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00721) [took 1742.9075s]
02/12/23 11:08:24| INFO m3w_kde_gs finished [took 2167.7542s]
02/12/23 11:09:06| INFO ref finished [took 41.5670s]
02/12/23 11:09:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 5991.2116s]
02/12/23 11:09:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
02/12/23 11:21:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 737.0230s]
02/12/23 11:26:40| INFO bin_kde_gs finished [took 1053.0994s]
02/12/23 12:06:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00672) [took 2390.1566s]
02/12/23 12:12:17| INFO mul_kde_gs finished [took 2736.3476s]
02/12/23 12:41:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1724.9187s]
02/12/23 12:46:55| INFO m3w_kde_gs finished [took 2077.9967s]
02/12/23 12:47:38| INFO ref finished [took 41.4807s]
02/12/23 12:47:38| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5911.4946s]
02/12/23 12:47:38| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
02/12/23 12:59:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01396) [took 719.4160s]
02/12/23 13:04:12| INFO bin_kde_gs finished [took 993.9389s]
02/12/23 13:44:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 2386.8411s]
02/12/23 13:49:58| INFO mul_kde_gs finished [took 2744.4861s]
02/12/23 14:19:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1747.5299s]
02/12/23 14:24:26| INFO m3w_kde_gs finished [took 2067.4306s]
02/12/23 14:25:09| INFO ref finished [took 42.1164s]
02/12/23 14:25:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 5851.3441s]
02/12/23 14:25:09| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
02/12/23 14:36:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01177) [took 687.8548s]
02/12/23 14:42:19| INFO bin_kde_gs finished [took 1029.0040s]
02/12/23 15:22:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00967) [took 2412.4211s]
02/12/23 15:29:54| INFO mul_kde_gs finished [took 2853.9861s]
02/12/23 15:59:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00698) [took 1771.4988s]
02/12/23 16:06:05| INFO m3w_kde_gs finished [took 2170.3221s]
02/12/23 16:06:49| INFO ref finished [took 42.6194s]
02/12/23 16:06:49| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 6100.0687s]
02/12/23 16:06:49| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
02/12/23 16:18:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 671.7126s]
02/12/23 16:24:27| INFO bin_kde_gs finished [took 1056.8041s]
02/12/23 17:04:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00771) [took 2374.8453s]
02/12/23 17:11:49| INFO mul_kde_gs finished [took 2841.7657s]
02/12/23 17:40:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00793) [took 1747.6369s]
02/12/23 17:50:10| INFO m3w_kde_gs finished [took 2299.3399s]
02/12/23 17:50:52| INFO ref finished [took 41.7143s]
02/12/23 17:50:52| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 6243.1663s]
----------------------------------------------------------------------------------------------------
04/12/23 17:18:04| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
04/12/23 17:18:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
04/12/23 17:19:04| INFO ref finished [took 42.9424s]
04/12/23 17:24:29| DEBUG [size=11] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 322.672s]
04/12/23 17:31:43| DEBUG [size=26] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 434.056s]
04/12/23 17:39:15| DEBUG [size=26] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 452.077s]
04/12/23 17:49:51| DEBUG [size=20] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 635.529s]
04/12/23 17:53:53| DEBUG [size=11] best score = 0.00905240; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 241.627s]
04/12/23 17:53:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 2086.0716s]
04/12/23 18:05:37| INFO mul_kde_gs finished [took 2790.3528s]
04/12/23 18:05:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 2839.4921s]
----------------------------------------------------------------------------------------------------
04/12/23 18:37:48| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
04/12/23 18:37:55| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
04/12/23 18:38:40| INFO ref finished [took 41.9417s]
04/12/23 21:39:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 10849.2308s]
04/12/23 21:51:09| INFO mul_kde_gs finished [took 11547.4592s]
04/12/23 21:51:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 11593.5962s]
----------------------------------------------------------------------------------------------------
04/12/23 22:36:03| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
04/12/23 22:36:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
04/12/23 22:37:00| INFO ref finished [took 42.0026s]
05/12/23 00:49:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 7927.5926s]
05/12/23 00:59:08| INFO m3w_kde_gs finished [took 8526.2972s]
05/12/23 00:59:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8572.7275s]
----------------------------------------------------------------------------------------------------
05/12/23 12:52:19| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 12:52:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 12:53:12| INFO ref finished [took 42.7053s]
05/12/23 13:26:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 1994.7488s]
05/12/23 13:36:30| INFO m3w_kde_gs finished [took 2596.3902s]
05/12/23 13:36:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 2643.3870s]
----------------------------------------------------------------------------------------------------
05/12/23 13:46:18| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 13:46:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 13:47:08| INFO ref finished [took 42.6504s]
05/12/23 13:51:14| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.255s]
05/12/23 13:51:14| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 244.255s]
05/12/23 13:51:14| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 244.255s]
05/12/23 14:06:32| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 917.711s]
05/12/23 14:06:32| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 917.711s]
05/12/23 14:06:32| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 917.712s]
05/12/23 14:26:46| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1214.170s]
05/12/23 14:26:46| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1214.171s]
05/12/23 14:26:46| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1214.171s]
05/12/23 14:41:10| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 863.872s]
05/12/23 14:41:10| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 863.873s]
05/12/23 14:41:10| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 863.873s]
05/12/23 14:41:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3240.1351s]
05/12/23 14:51:08| INFO m3w_kde_gs finished [took 3837.7844s]
05/12/23 14:51:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3885.0412s]
----------------------------------------------------------------------------------------------------
05/12/23 14:52:26| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 14:52:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 14:53:16| INFO ref finished [took 41.9985s]
----------------------------------------------------------------------------------------------------
05/12/23 16:50:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 16:50:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 16:51:29| INFO ref finished [took 42.6363s]
05/12/23 17:37:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00826) [took 2732.7712s]
05/12/23 17:53:18| INFO mul_kde_gs finished [took 3707.7810s]
05/12/23 17:53:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3754.8556s]
----------------------------------------------------------------------------------------------------
05/12/23 18:00:56| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 18:01:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 18:01:47| INFO ref finished [took 42.7892s]
05/12/23 18:06:57| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 307.946s]
05/12/23 18:06:57| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 307.947s]
05/12/23 18:06:57| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 307.947s]
05/12/23 18:27:25| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1228.160s]
05/12/23 18:27:25| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1228.161s]
05/12/23 18:27:25| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1228.161s]
05/12/23 18:43:53| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 987.684s]
05/12/23 18:43:53| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 987.685s]
05/12/23 18:43:53| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 987.685s]
05/12/23 18:57:06| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 792.645s]
05/12/23 18:57:06| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 792.646s]
05/12/23 18:57:06| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 792.647s]
05/12/23 19:33:42| DEBUG [size=116,place=1] best score = 0.00850188; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.591s]
05/12/23 19:33:42| DEBUG [size=116,place=2] best score = 0.00855144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.591s]
05/12/23 19:33:42| DEBUG [size=116,place=3] best score = 0.00907611; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.592s]
05/12/23 19:33:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 5513.1584s]
----------------------------------------------------------------------------------------------------
05/12/23 19:42:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 19:42:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 19:43:24| INFO ref finished [took 42.8445s]
05/12/23 19:45:28| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 121.590s]
05/12/23 19:45:28| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 121.591s]
05/12/23 19:45:28| DEBUG [size=11,place=3] best score = 0.01646321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 121.591s]
05/12/23 19:46:27| INFO mul_kde_gs finished [took 6278.0058s]
05/12/23 19:46:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 6325.4594s]
05/12/23 19:53:11| DEBUG [size=61,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 462.656s]
05/12/23 19:53:11| DEBUG [size=61,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 462.657s]
05/12/23 19:53:11| DEBUG [size=61,place=3] best score = 0.00995080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 462.657s]
05/12/23 20:00:09| DEBUG [size=48,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 417.603s]
05/12/23 20:00:09| DEBUG [size=48,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 417.604s]
05/12/23 20:00:09| DEBUG [size=48,place=3] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 417.604s]
05/12/23 20:04:29| DEBUG [size=31,place=1] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 259.906s]
05/12/23 20:04:29| DEBUG [size=31,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 259.906s]
05/12/23 20:04:29| DEBUG [size=31,place=3] best score = 0.01017431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 259.907s]
05/12/23 20:04:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1261.8840s]
05/12/23 20:13:12| INFO bin_kde_gs finished [took 1785.6589s]
05/12/23 20:18:23| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 308.469s]
05/12/23 20:18:23| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 308.470s]
05/12/23 20:18:23| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 308.470s]
05/12/23 20:38:50| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1227.880s]
05/12/23 20:38:50| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1227.881s]
05/12/23 20:38:50| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1227.881s]
05/12/23 20:55:24| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 993.709s]
05/12/23 20:55:24| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 993.710s]
05/12/23 20:55:24| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 993.710s]
05/12/23 21:08:21| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 776.399s]
05/12/23 21:08:21| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 776.400s]
05/12/23 21:08:21| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 776.400s]
05/12/23 21:44:50| DEBUG [size=116,place=1] best score = 0.00850188; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.553s]
05/12/23 21:44:50| DEBUG [size=116,place=2] best score = 0.00855144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.553s]
05/12/23 21:44:50| DEBUG [size=116,place=3] best score = 0.00907611; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.554s]
05/12/23 21:44:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 5496.1390s]
05/12/23 21:56:27| INFO mul_kde_gs finished [took 6192.4411s]
05/12/23 22:00:33| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 245.460s]
05/12/23 22:00:33| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 245.461s]
05/12/23 22:00:33| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 245.461s]
05/12/23 22:15:56| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 922.342s]
05/12/23 22:15:56| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 922.343s]
05/12/23 22:15:56| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 922.343s]
05/12/23 22:36:32| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1236.501s]
05/12/23 22:36:32| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1236.502s]
05/12/23 22:36:32| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1236.503s]
05/12/23 22:51:09| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 876.774s]
05/12/23 22:51:09| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 876.774s]
05/12/23 22:51:09| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 876.775s]
05/12/23 22:51:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.2069s]
05/12/23 23:01:08| INFO m3w_kde_gs finished [took 3879.7943s]
05/12/23 23:01:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 11908.8140s]
----------------------------------------------------------------------------------------------------
06/12/23 00:52:47| INFO dataset imdb_1prevs [pool size: 10]
06/12/23 00:52:57| INFO Dataset sample 0.50 of dataset imdb_1prevs started
06/12/23 00:53:14| INFO ref finished [took 14.2476s]
----------------------------------------------------------------------------------------------------
06/12/23 00:56:20| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
06/12/23 00:56:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/12/23 00:57:11| INFO ref finished [took 42.6922s]
06/12/23 00:59:08| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 115.324s]
06/12/23 00:59:08| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 115.325s]
06/12/23 00:59:32| WARNING Method bin_kde_gs failed. Exception: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.
The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15)}
----------------------------------------------------------------------------------------------------
06/12/23 01:01:08| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
06/12/23 01:01:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/12/23 01:04:05| INFO ref finished [took 145.8464s]
06/12/23 01:06:08| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 119.415s]
06/12/23 01:06:08| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 119.415s]
06/12/23 01:06:08| DEBUG [size=11,place=3] best score = 0.01646321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 119.416s]
06/12/23 01:13:57| DEBUG [size=61,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 468.558s]
06/12/23 01:13:57| DEBUG [size=61,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 468.558s]
06/12/23 01:13:57| DEBUG [size=61,place=3] best score = 0.00995080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 468.559s]
06/12/23 01:20:27| DEBUG [size=48,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 389.834s]
06/12/23 01:20:27| DEBUG [size=48,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 389.834s]
06/12/23 01:20:27| DEBUG [size=48,place=3] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 389.835s]
06/12/23 01:24:47| DEBUG [size=31,place=1] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 260.408s]
06/12/23 01:24:47| DEBUG [size=31,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 260.409s]
06/12/23 01:24:47| DEBUG [size=31,place=3] best score = 0.01017431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 260.409s]
06/12/23 01:24:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1238.3535s]
06/12/23 01:33:32| INFO bin_kde_gs finished [took 1762.8266s]
06/12/23 01:38:40| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 306.979s]
06/12/23 01:38:40| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 306.979s]
06/12/23 01:38:40| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 306.980s]
06/12/23 01:59:03| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1222.746s]
06/12/23 01:59:03| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1222.746s]
06/12/23 01:59:03| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1222.746s]
06/12/23 02:15:41| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 998.369s]
06/12/23 02:15:41| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 998.370s]
06/12/23 02:15:41| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 998.370s]
06/12/23 02:28:52| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 790.035s]
06/12/23 02:28:52| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 790.036s]
06/12/23 02:28:52| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 790.036s]
06/12/23 02:31:32| DEBUG [size=7,place=1] best score = 0.00979081; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 160.573s]
06/12/23 02:31:32| DEBUG [size=7,place=2] best score = 0.01108478; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 160.574s]
06/12/23 02:31:32| DEBUG [size=7,place=3] best score = 0.01419238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 160.574s]
06/12/23 02:31:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 3478.8290s]
06/12/23 02:43:10| INFO mul_kde_gs finished [took 4176.9895s]
06/12/23 02:47:09| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 236.577s]
06/12/23 02:47:09| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 236.578s]
06/12/23 02:47:09| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 236.578s]
06/12/23 03:02:27| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 918.686s]
06/12/23 03:02:27| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 918.687s]
06/12/23 03:02:27| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 918.687s]
06/12/23 03:22:58| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1230.591s]
06/12/23 03:22:58| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1230.592s]
06/12/23 03:22:58| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1230.592s]
06/12/23 03:37:37| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 878.946s]
06/12/23 03:37:37| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 878.947s]
06/12/23 03:37:37| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 878.947s]
06/12/23 03:37:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3264.9264s]
06/12/23 03:47:41| INFO m3w_kde_gs finished [took 3868.8568s]
06/12/23 03:47:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 9975.3172s]
----------------------------------------------------------------------------------------------------
06/12/23 07:24:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
06/12/23 07:24:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/12/23 07:25:27| INFO ref finished [took 42.6899s]
06/12/23 07:27:25| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 116.095s]
06/12/23 07:27:25| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 116.096s]
06/12/23 07:34:27| DEBUG [size=53,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 421.961s]
06/12/23 07:34:27| DEBUG [size=53,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 421.962s]
06/12/23 07:40:10| DEBUG [size=42,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 342.459s]
06/12/23 07:40:10| DEBUG [size=42,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 342.460s]
06/12/23 07:44:12| DEBUG [size=28,place=1] best score = 0.00966432; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 242.417s]
06/12/23 07:44:12| DEBUG [size=28,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 242.418s]
06/12/23 07:44:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1123.0478s]
06/12/23 07:53:00| INFO bin_kde_gs finished [took 1650.6192s]
06/12/23 07:58:09| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 307.294s]
06/12/23 07:58:09| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 307.294s]
06/12/23 08:08:04| DEBUG [size=34,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 595.564s]
06/12/23 08:08:04| DEBUG [size=34,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 595.565s]
06/12/23 08:23:26| DEBUG [size=44,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 921.538s]
06/12/23 08:23:26| DEBUG [size=44,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 921.539s]
06/12/23 08:35:20| DEBUG [size=26,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 714.391s]
06/12/23 08:35:20| DEBUG [size=26,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 714.391s]
06/12/23 08:37:59| DEBUG [size=7,place=1] best score = 0.01108478; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 159.134s]
06/12/23 08:37:59| DEBUG [size=7,place=2] best score = 0.01159448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 159.135s]
06/12/23 08:37:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 2698.0467s]
06/12/23 08:49:44| INFO mul_kde_gs finished [took 3403.1223s]
06/12/23 08:53:48| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 241.878s]
06/12/23 08:53:48| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 241.879s]
06/12/23 09:07:28| DEBUG [size=53,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 820.434s]
06/12/23 09:07:28| DEBUG [size=53,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 820.434s]
06/12/23 09:21:32| DEBUG [size=44,place=1] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 843.591s]
06/12/23 09:21:32| DEBUG [size=44,place=2] best score = 0.01092051; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 843.592s]
06/12/23 09:29:41| DEBUG [size=31,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 488.854s]
06/12/23 09:29:41| DEBUG [size=31,place=2] best score = 0.01116692; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 488.855s]
06/12/23 09:44:27| DEBUG [size=38,place=1] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 886.501s]
06/12/23 09:44:27| DEBUG [size=38,place=2] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 886.501s]
06/12/23 09:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.3852s]
06/12/23 09:54:28| INFO m3w_kde_gs finished [took 3881.4999s]
06/12/23 09:54:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8985.6777s]
----------------------------------------------------------------------------------------------------
06/12/23 10:18:18| INFO dataset imdb_1prevs [pool size: 10]
06/12/23 10:18:26| INFO Dataset sample 0.50 of dataset imdb_1prevs started
06/12/23 10:18:43| INFO ref finished [took 13.9549s]
06/12/23 10:20:34| DEBUG [size=11,place=1] best score = 0.01516442; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 107.968s]
06/12/23 10:20:34| DEBUG [size=11,place=2] best score = 0.01517113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 107.969s]
06/12/23 10:27:15| DEBUG [size=53,place=1] best score = 0.01456629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 401.313s]
06/12/23 10:27:15| DEBUG [size=53,place=2] best score = 0.01459773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 401.314s]
06/12/23 10:30:04| DEBUG [size=26,place=1] best score = 0.01448093; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 168.426s]
06/12/23 10:30:04| DEBUG [size=26,place=2] best score = 0.01455639; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 168.427s]
06/12/23 10:31:58| DEBUG [size=14,place=1] best score = 0.01391316; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.447s]
06/12/23 10:31:58| DEBUG [size=14,place=2] best score = 0.01433061; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 114.447s]
06/12/23 10:35:29| DEBUG [size=31,place=1] best score = 0.01384960; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 211.048s]
06/12/23 10:35:29| DEBUG [size=31,place=2] best score = 0.01416175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 211.049s]
06/12/23 10:38:53| DEBUG [size=30,place=1] best score = 0.01376984; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 203.549s]
06/12/23 10:38:53| DEBUG [size=30,place=2] best score = 0.01418146; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 203.550s]
06/12/23 10:40:21| DEBUG [size=12,place=1] best score = 0.01452207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 88.513s]
06/12/23 10:40:21| DEBUG [size=12,place=2] best score = 0.01475218; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 88.513s]
06/12/23 10:40:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01377) [took 1295.3940s]
06/12/23 10:49:20| INFO bin_kde_gs finished [took 1834.3418s]
06/12/23 10:54:10| DEBUG [size=11,place=1] best score = 0.01523861; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 285.914s]
06/12/23 10:54:10| DEBUG [size=11,place=2] best score = 0.01572268; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 285.914s]
06/12/23 11:11:14| DEBUG [size=53,place=1] best score = 0.01401501; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1024.004s]
06/12/23 11:11:14| DEBUG [size=53,place=2] best score = 0.01405130; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1024.004s]
06/12/23 11:22:29| DEBUG [size=28,place=1] best score = 0.01464886; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 675.731s]
06/12/23 11:22:29| DEBUG [size=28,place=2] best score = 0.01507494; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 675.732s]
06/12/23 11:22:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01402) [took 1985.7697s]
06/12/23 11:37:37| INFO mul_kde_gs finished [took 2893.5109s]
06/12/23 11:41:16| DEBUG [size=11,place=1] best score = 0.01983828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 215.284s]
06/12/23 11:41:16| DEBUG [size=11,place=2] best score = 0.02457123; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 215.285s]
06/12/23 11:55:56| DEBUG [size=52,place=1] best score = 0.01494157; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 880.681s]
06/12/23 11:55:56| DEBUG [size=52,place=2] best score = 0.01663461; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 880.682s]
06/12/23 12:10:16| DEBUG [size=42,place=1] best score = 0.01492032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 860.036s]
06/12/23 12:10:16| DEBUG [size=42,place=2] best score = 0.01557125; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 860.037s]
06/12/23 12:22:42| DEBUG [size=41,place=1] best score = 0.01988141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 745.919s]
06/12/23 12:22:42| DEBUG [size=41,place=2] best score = 0.02024648; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 745.920s]
06/12/23 12:22:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01492) [took 2702.0391s]
06/12/23 12:34:10| INFO m3w_kde_gs finished [took 3389.9230s]
06/12/23 12:34:10| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 8143.8399s]
----------------------------------------------------------------------------------------------------
06/12/23 12:49:28| INFO dataset imdb_1prevs [pool size: 10]
06/12/23 12:49:37| INFO Dataset sample 0.50 of dataset imdb_1prevs started
06/12/23 12:49:54| INFO ref finished [took 13.9777s]
06/12/23 13:05:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01418) [took 932.3132s]
06/12/23 13:14:10| INFO bin_kde_gs finished [took 1453.3685s]
06/12/23 13:54:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01391) [took 2441.0826s]
06/12/23 14:05:00| INFO mul_kde_gs finished [took 3046.6682s]
06/12/23 14:35:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01492) [took 1816.1801s]
06/12/23 14:46:50| INFO m3w_kde_gs finished [took 2507.6098s]
06/12/23 14:46:50| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 7033.5599s]
----------------------------------------------------------------------------------------------------
06/12/23 14:55:02| INFO dataset rcv1_CCAT [pool size: 10]
06/12/23 14:55:07| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
06/12/23 14:55:52| INFO ref finished [took 42.0390s]
06/12/23 14:57:15| DEBUG [size=11,place=1] best score = 0.00602932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 82.306s]
06/12/23 14:57:15| DEBUG [size=11,place=2] best score = 0.00667302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 82.307s]
06/12/23 14:59:52| DEBUG [size=34,place=1] best score = 0.00551992; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 156.968s]
06/12/23 14:59:52| DEBUG [size=34,place=2] best score = 0.00601292; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 156.968s]
06/12/23 15:02:26| DEBUG [size=27,place=1] best score = 0.00539687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 154.371s]
06/12/23 15:02:26| DEBUG [size=27,place=2] best score = 0.00539932; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 154.371s]
06/12/23 15:03:58| DEBUG [size=14,place=1] best score = 0.00677940; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 91.664s]
06/12/23 15:03:58| DEBUG [size=14,place=2] best score = 0.00678020; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 91.664s]
06/12/23 15:03:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 485.4263s]
06/12/23 15:12:57| INFO bin_kde_gs finished [took 1024.0449s]
06/12/23 15:17:15| DEBUG [size=11,place=1] best score = 0.00613548; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 257.107s]
06/12/23 15:17:15| DEBUG [size=11,place=2] best score = 0.00672779; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 257.108s]
06/12/23 15:23:57| DEBUG [size=34,place=1] best score = 0.00564624; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 402.519s]
06/12/23 15:23:57| DEBUG [size=34,place=2] best score = 0.00607007; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 402.520s]
06/12/23 15:31:17| DEBUG [size=27,place=1] best score = 0.00545419; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 439.372s]
06/12/23 15:31:17| DEBUG [size=27,place=2] best score = 0.00545887; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 439.372s]
06/12/23 15:35:48| DEBUG [size=14,place=1] best score = 0.00668937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 271.339s]
06/12/23 15:35:48| DEBUG [size=14,place=2] best score = 0.00669316; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 271.340s]
06/12/23 15:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00545) [took 1370.4529s]
06/12/23 15:47:28| INFO mul_kde_gs finished [took 2070.4901s]
06/12/23 15:50:40| DEBUG [size=11,place=1] best score = 0.00670495; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 190.935s]
06/12/23 15:50:40| DEBUG [size=11,place=2] best score = 0.00730473; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 190.936s]
06/12/23 15:55:45| DEBUG [size=34,place=1] best score = 0.00561807; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 304.792s]
06/12/23 15:55:45| DEBUG [size=34,place=2] best score = 0.00632502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 304.792s]
06/12/23 16:06:04| DEBUG [size=40,place=1] best score = 0.00554029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 618.960s]
06/12/23 16:06:04| DEBUG [size=40,place=2] best score = 0.00555065; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 618.960s]
06/12/23 16:08:37| DEBUG [size=12,place=1] best score = 0.00715749; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 153.260s]
06/12/23 16:08:37| DEBUG [size=12,place=2] best score = 0.00721012; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 153.260s]
06/12/23 16:08:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00554) [took 1268.0695s]
06/12/23 16:19:20| INFO m3w_kde_gs finished [took 1910.7931s]
06/12/23 16:19:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 5052.5539s]
06/12/23 16:19:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
06/12/23 16:20:04| INFO ref finished [took 42.1861s]
06/12/23 16:21:27| DEBUG [size=11,place=1] best score = 0.00877295; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.787s]
06/12/23 16:21:27| DEBUG [size=11,place=2] best score = 0.01034238; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.787s]
06/12/23 16:23:48| DEBUG [size=34,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.952s]
06/12/23 16:23:48| DEBUG [size=34,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 140.953s]
06/12/23 16:25:12| DEBUG [size=16,place=1] best score = 0.00897360; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.427s]
06/12/23 16:25:12| DEBUG [size=16,place=2] best score = 0.00902213; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 83.427s]
06/12/23 16:25:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00823) [took 306.2752s]
06/12/23 16:30:37| INFO bin_kde_gs finished [took 631.1027s]
06/12/23 16:35:02| DEBUG [size=11,place=1] best score = 0.00843785; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 264.304s]
06/12/23 16:35:02| DEBUG [size=11,place=2] best score = 0.01088270; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 264.305s]
06/12/23 16:42:27| DEBUG [size=34,place=1] best score = 0.00770262; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 444.774s]
06/12/23 16:42:27| DEBUG [size=34,place=2] best score = 0.00829766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 444.774s]
06/12/23 16:46:54| DEBUG [size=27,place=1] best score = 0.00712900; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 267.091s]
06/12/23 16:46:54| DEBUG [size=27,place=2] best score = 0.00721351; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 267.092s]
06/12/23 16:50:51| DEBUG [size=14,place=1] best score = 0.00962609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 237.494s]
06/12/23 16:50:51| DEBUG [size=14,place=2] best score = 0.00965151; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 237.495s]
06/12/23 16:50:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00713) [took 1213.7795s]
06/12/23 16:58:26| INFO mul_kde_gs finished [took 1668.4962s]
06/12/23 17:01:44| DEBUG [size=11,place=1] best score = 0.00656810; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 197.366s]
06/12/23 17:01:44| DEBUG [size=11,place=2] best score = 0.00937283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 197.367s]
06/12/23 17:06:58| DEBUG [size=34,place=1] best score = 0.00654605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 313.218s]
06/12/23 17:06:58| DEBUG [size=34,place=2] best score = 0.00655798; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 313.218s]
06/12/23 17:10:07| DEBUG [size=16,place=1] best score = 0.00650015; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 188.929s]
06/12/23 17:10:07| DEBUG [size=16,place=2] best score = 0.00675639; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 188.930s]
06/12/23 17:15:29| DEBUG [size=36,place=1] best score = 0.00619897; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 322.931s]
06/12/23 17:15:29| DEBUG [size=36,place=2] best score = 0.00633939; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 322.931s]
06/12/23 17:17:52| DEBUG [size=12,place=1] best score = 0.00697026; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 142.283s]
06/12/23 17:17:52| DEBUG [size=12,place=2] best score = 0.00708904; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 142.284s]
06/12/23 17:17:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00620) [took 1164.8545s]
06/12/23 17:24:15| INFO m3w_kde_gs finished [took 1548.0391s]
06/12/23 17:24:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 3895.3485s]
06/12/23 17:24:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
06/12/23 17:25:01| INFO ref finished [took 43.1287s]
06/12/23 17:26:30| DEBUG [size=11,place=1] best score = 0.00787137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 88.059s]
06/12/23 17:26:30| DEBUG [size=11,place=2] best score = 0.00870996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 88.059s]
06/12/23 17:31:29| DEBUG [size=53,place=1] best score = 0.00668621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 298.105s]
06/12/23 17:31:29| DEBUG [size=53,place=2] best score = 0.00763604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 298.105s]
06/12/23 17:33:45| DEBUG [size=28,place=1] best score = 0.00653096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 136.397s]
06/12/23 17:33:45| DEBUG [size=28,place=2] best score = 0.00657012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 136.397s]
06/12/23 17:35:09| DEBUG [size=14,place=1] best score = 0.00677938; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 84.309s]
06/12/23 17:35:09| DEBUG [size=14,place=2] best score = 0.00681926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 84.309s]
06/12/23 17:35:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00653) [took 606.9843s]
06/12/23 17:41:00| INFO bin_kde_gs finished [took 957.2945s]
06/12/23 17:45:24| DEBUG [size=11,place=1] best score = 0.00798650; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 262.540s]
06/12/23 17:45:24| DEBUG [size=11,place=2] best score = 0.00907571; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 262.540s]
06/12/23 17:52:55| DEBUG [size=34,place=1] best score = 0.00690178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 451.674s]
06/12/23 17:52:55| DEBUG [size=34,place=2] best score = 0.00696244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 451.675s]
06/12/23 18:01:34| DEBUG [size=27,place=1] best score = 0.00639669; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 518.327s]
06/12/23 18:01:34| DEBUG [size=27,place=2] best score = 0.00643211; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 518.327s]
06/12/23 18:04:36| DEBUG [size=9,place=1] best score = 0.00877638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 181.895s]
06/12/23 18:04:36| DEBUG [size=9,place=2] best score = 0.00912455; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 181.895s]
06/12/23 18:04:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} (score=0.00640) [took 1414.5619s]
06/12/23 18:15:20| INFO mul_kde_gs finished [took 2058.7920s]
06/12/23 18:18:31| DEBUG [size=11,place=1] best score = 0.01227561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 189.295s]
06/12/23 18:18:31| DEBUG [size=11,place=2] best score = 0.01374865; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 189.296s]
06/12/23 18:34:04| DEBUG [size=51,place=1] best score = 0.00949937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 933.038s]
06/12/23 18:34:04| DEBUG [size=51,place=2] best score = 0.00956317; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 933.039s]
06/12/23 18:36:54| DEBUG [size=14,place=1] best score = 0.00794820; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.440s]
06/12/23 18:36:54| DEBUG [size=14,place=2] best score = 0.00809039; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.441s]
06/12/23 18:47:22| DEBUG [size=41,place=1] best score = 0.00835020; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 628.155s]
06/12/23 18:47:22| DEBUG [size=41,place=2] best score = 0.00955738; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 628.155s]
06/12/23 18:47:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00795) [took 1921.0423s]
06/12/23 18:53:21| INFO m3w_kde_gs finished [took 2279.5104s]
06/12/23 18:53:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 5345.6832s]
06/12/23 18:53:21| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
06/12/23 18:54:06| INFO ref finished [took 42.5508s]
06/12/23 18:55:34| DEBUG [size=11,place=1] best score = 0.01015108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 87.893s]
06/12/23 18:55:34| DEBUG [size=11,place=2] best score = 0.01025598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 87.894s]
06/12/23 19:03:01| DEBUG [size=53,place=1] best score = 0.00799537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 447.138s]
06/12/23 19:03:01| DEBUG [size=53,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 447.138s]
06/12/23 19:06:44| DEBUG [size=30,place=1] best score = 0.00833023; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 222.523s]
06/12/23 19:06:44| DEBUG [size=30,place=2] best score = 0.00835864; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 222.523s]
06/12/23 19:06:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00800) [took 757.6643s]
06/12/23 19:11:58| INFO bin_kde_gs finished [took 1071.5852s]
06/12/23 19:16:19| DEBUG [size=11,place=1] best score = 0.00814413; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 260.101s]
06/12/23 19:16:19| DEBUG [size=11,place=2] best score = 0.01262860; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 260.102s]
06/12/23 19:37:38| DEBUG [size=51,place=1] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1279.649s]
06/12/23 19:37:38| DEBUG [size=51,place=2] best score = 0.00816010; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 1279.649s]
06/12/23 19:49:56| DEBUG [size=32,place=1] best score = 0.00809142; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 738.148s]
06/12/23 19:49:56| DEBUG [size=32,place=2] best score = 0.00818346; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 738.148s]
06/12/23 19:49:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00790) [took 2278.0091s]
06/12/23 19:57:55| INFO mul_kde_gs finished [took 2756.7561s]
06/12/23 20:01:13| DEBUG [size=11,place=1] best score = 0.00992037; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 197.659s]
06/12/23 20:01:13| DEBUG [size=11,place=2] best score = 0.00998456; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 197.659s]
06/12/23 20:17:05| DEBUG [size=52,place=1] best score = 0.00986449; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 951.500s]
06/12/23 20:17:05| DEBUG [size=52,place=2] best score = 0.01011810; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 951.500s]
06/12/23 20:25:53| DEBUG [size=28,place=1] best score = 0.01108610; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': None} [took 528.500s]
06/12/23 20:25:53| DEBUG [size=28,place=2] best score = 0.01117151; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 528.501s]
06/12/23 20:25:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00986) [took 1677.7701s]
06/12/23 20:31:53| INFO m3w_kde_gs finished [took 2037.2582s]
06/12/23 20:31:53| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5912.1906s]
06/12/23 20:31:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
06/12/23 20:32:38| INFO ref finished [took 42.7275s]
06/12/23 20:34:07| DEBUG [size=11,place=1] best score = 0.00944409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 87.881s]
06/12/23 20:34:07| DEBUG [size=11,place=2] best score = 0.01488623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 87.881s]
06/12/23 20:39:26| DEBUG [size=52,place=1] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 318.488s]
06/12/23 20:39:26| DEBUG [size=52,place=2] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 318.489s]
06/12/23 20:40:48| DEBUG [size=16,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 82.710s]
06/12/23 20:40:48| DEBUG [size=16,place=2] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 82.711s]
06/12/23 20:44:25| DEBUG [size=41,place=1] best score = 0.00756091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 216.303s]
06/12/23 20:44:25| DEBUG [size=41,place=2] best score = 0.00776349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 216.304s]
06/12/23 20:44:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 705.4979s]
06/12/23 20:49:30| INFO bin_kde_gs finished [took 1010.8263s]
06/12/23 20:53:50| DEBUG [size=11,place=1] best score = 0.00908940; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 259.211s]
06/12/23 20:53:50| DEBUG [size=11,place=2] best score = 0.01014983; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.212s]
06/12/23 21:09:39| DEBUG [size=53,place=1] best score = 0.00732080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 949.019s]
06/12/23 21:09:39| DEBUG [size=53,place=2] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 949.019s]
06/12/23 21:14:23| DEBUG [size=16,place=1] best score = 0.00776338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 283.458s]
06/12/23 21:14:23| DEBUG [size=16,place=2] best score = 0.00815781; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 283.459s]
06/12/23 21:14:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00732) [took 1491.8018s]
06/12/23 21:20:32| INFO mul_kde_gs finished [took 1860.5691s]
06/12/23 21:23:55| DEBUG [size=11,place=1] best score = 0.01490044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 201.975s]
06/12/23 21:23:55| DEBUG [size=11,place=2] best score = 0.01750594; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 201.975s]
06/12/23 21:35:51| DEBUG [size=53,place=1] best score = 0.00721418; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 716.809s]
06/12/23 21:35:51| DEBUG [size=53,place=2] best score = 0.00863489; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 716.809s]
06/12/23 21:47:26| DEBUG [size=42,place=1] best score = 0.00842574; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 694.493s]
06/12/23 21:47:26| DEBUG [size=42,place=2] best score = 0.00994871; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 694.493s]
06/12/23 21:47:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00721) [took 1613.3855s]
06/12/23 21:54:29| INFO m3w_kde_gs finished [took 2036.1796s]
06/12/23 21:54:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 4955.8976s]
06/12/23 21:54:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
06/12/23 21:55:13| INFO ref finished [took 41.9264s]
06/12/23 21:56:44| DEBUG [size=11,place=1] best score = 0.00801773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 89.953s]
06/12/23 21:56:44| DEBUG [size=11,place=2] best score = 0.00949119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 89.954s]
06/12/23 22:02:01| DEBUG [size=53,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 317.189s]
06/12/23 22:02:01| DEBUG [size=53,place=2] best score = 0.00773818; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 317.190s]
06/12/23 22:05:53| DEBUG [size=25,place=1] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.874s]
06/12/23 22:05:53| DEBUG [size=25,place=2] best score = 0.00830387; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.874s]
06/12/23 22:10:26| DEBUG [size=42,place=1] best score = 0.00873883; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 272.864s]
06/12/23 22:10:26| DEBUG [size=42,place=2] best score = 0.00885092; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 272.865s]
06/12/23 22:10:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 911.9982s]
06/12/23 22:15:40| INFO bin_kde_gs finished [took 1225.9164s]
06/12/23 22:20:03| DEBUG [size=11,place=1] best score = 0.00953106; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 261.735s]
06/12/23 22:20:03| DEBUG [size=11,place=2] best score = 0.01215034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 261.735s]
06/12/23 22:35:45| DEBUG [size=52,place=1] best score = 0.00666116; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 942.880s]
06/12/23 22:35:45| DEBUG [size=52,place=2] best score = 0.00692231; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 942.880s]
06/12/23 22:40:03| DEBUG [size=16,place=1] best score = 0.00658864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 257.308s]
06/12/23 22:40:03| DEBUG [size=16,place=2] best score = 0.00702947; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 257.308s]
06/12/23 22:47:38| DEBUG [size=21,place=1] best score = 0.00665545; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 455.087s]
06/12/23 22:47:38| DEBUG [size=21,place=2] best score = 0.00671856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 455.087s]
06/12/23 22:47:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00659) [took 1917.1250s]
06/12/23 22:53:27| INFO mul_kde_gs finished [took 2265.8229s]
06/12/23 22:56:47| DEBUG [size=11,place=1] best score = 0.00790798; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 199.449s]
06/12/23 22:56:47| DEBUG [size=11,place=2] best score = 0.01111607; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.449s]
06/12/23 23:12:32| DEBUG [size=52,place=1] best score = 0.00636292; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 945.350s]
06/12/23 23:12:32| DEBUG [size=52,place=2] best score = 0.00735277; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 945.351s]
06/12/23 23:21:00| DEBUG [size=27,place=1] best score = 0.00868099; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 507.816s]
06/12/23 23:21:00| DEBUG [size=27,place=2] best score = 0.00889703; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 507.817s]
06/12/23 23:21:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1652.7262s]
06/12/23 23:26:52| INFO m3w_kde_gs finished [took 2004.8016s]
06/12/23 23:26:52| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5543.1320s]
06/12/23 23:26:52| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
06/12/23 23:27:37| INFO ref finished [took 42.7834s]
06/12/23 23:29:04| DEBUG [size=11,place=1] best score = 0.02044638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 85.575s]
06/12/23 23:29:04| DEBUG [size=11,place=2] best score = 0.02649992; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 85.576s]
06/12/23 23:31:18| DEBUG [size=34,place=1] best score = 0.01681116; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 133.969s]
06/12/23 23:31:18| DEBUG [size=34,place=2] best score = 0.01990784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 133.969s]
06/12/23 23:33:36| DEBUG [size=27,place=1] best score = 0.01648175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 137.937s]
06/12/23 23:33:36| DEBUG [size=27,place=2] best score = 0.01667989; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 137.937s]
06/12/23 23:35:51| DEBUG [size=31,place=1] best score = 0.01643511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 134.578s]
06/12/23 23:35:51| DEBUG [size=31,place=2] best score = 0.01667104; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 134.578s]
06/12/23 23:37:06| DEBUG [size=13,place=1] best score = 0.02074673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 75.290s]
06/12/23 23:37:06| DEBUG [size=13,place=2] best score = 0.02074980; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 75.290s]
06/12/23 23:37:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01644) [took 567.4631s]
06/12/23 23:42:17| INFO bin_kde_gs finished [took 878.2155s]
06/12/23 23:46:28| DEBUG [size=11,place=1] best score = 0.01733881; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 250.398s]
06/12/23 23:46:28| DEBUG [size=11,place=2] best score = 0.02695603; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 250.398s]
06/12/23 23:54:02| DEBUG [size=34,place=1] best score = 0.01492009; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 453.709s]
06/12/23 23:54:02| DEBUG [size=34,place=2] best score = 0.01546575; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 453.710s]
06/12/23 23:58:25| DEBUG [size=16,place=1] best score = 0.01143110; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 263.380s]
06/12/23 23:58:25| DEBUG [size=16,place=2] best score = 0.01472725; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 263.380s]
07/12/23 00:00:49| DEBUG [size=20,place=1] best score = 0.01164472; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 143.694s]
07/12/23 00:00:49| DEBUG [size=20,place=2] best score = 0.01641785; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 143.694s]
07/12/23 00:00:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 1111.2956s]
07/12/23 00:06:43| INFO mul_kde_gs finished [took 1464.7717s]
07/12/23 00:10:05| DEBUG [size=11,place=1] best score = 0.02639480; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 200.976s]
07/12/23 00:10:05| DEBUG [size=11,place=2] best score = 0.03293248; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 200.976s]
07/12/23 00:15:31| DEBUG [size=34,place=1] best score = 0.02201590; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 326.705s]
07/12/23 00:15:31| DEBUG [size=34,place=2] best score = 0.02395460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 326.706s]
07/12/23 00:18:49| DEBUG [size=16,place=1] best score = 0.01688148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 197.492s]
07/12/23 00:18:49| DEBUG [size=16,place=2] best score = 0.02017252; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 197.493s]
07/12/23 00:23:16| DEBUG [size=39,place=1] best score = 0.02195443; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 266.806s]
07/12/23 00:23:16| DEBUG [size=39,place=2] best score = 0.02344897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 266.807s]
07/12/23 00:23:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 992.0968s]
07/12/23 00:28:30| INFO m3w_kde_gs finished [took 1306.3358s]
07/12/23 00:28:30| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 3698.0019s]
07/12/23 00:28:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
07/12/23 00:29:15| INFO ref finished [took 42.6410s]
07/12/23 00:30:43| DEBUG [size=11,place=1] best score = 0.01363233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 86.456s]
07/12/23 00:30:43| DEBUG [size=11,place=2] best score = 0.01389019; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 86.456s]
07/12/23 00:33:09| DEBUG [size=34,place=1] best score = 0.01278631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.588s]
07/12/23 00:33:09| DEBUG [size=34,place=2] best score = 0.01292191; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.589s]
07/12/23 00:36:52| DEBUG [size=40,place=1] best score = 0.01284020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 222.494s]
07/12/23 00:36:52| DEBUG [size=40,place=2] best score = 0.01288020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 222.495s]
07/12/23 00:36:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.01279) [took 455.6542s]
07/12/23 00:43:10| INFO bin_kde_gs finished [took 833.5303s]
07/12/23 00:47:31| DEBUG [size=11,place=1] best score = 0.01044725; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.806s]
07/12/23 00:47:31| DEBUG [size=11,place=2] best score = 0.01271328; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 259.807s]
07/12/23 00:54:58| DEBUG [size=34,place=1] best score = 0.00967464; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 447.256s]
07/12/23 00:54:58| DEBUG [size=34,place=2] best score = 0.01033603; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 447.256s]
07/12/23 00:59:20| DEBUG [size=16,place=1] best score = 0.01074499; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 261.383s]
07/12/23 00:59:20| DEBUG [size=16,place=2] best score = 0.01148967; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 261.384s]
07/12/23 00:59:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00967) [took 968.5584s]
07/12/23 01:06:32| INFO mul_kde_gs finished [took 1400.8107s]
07/12/23 01:09:41| DEBUG [size=11,place=1] best score = 0.00885199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 188.269s]
07/12/23 01:09:41| DEBUG [size=11,place=2] best score = 0.01249866; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 188.269s]
07/12/23 01:14:54| DEBUG [size=34,place=1] best score = 0.00763627; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 313.062s]
07/12/23 01:14:54| DEBUG [size=34,place=2] best score = 0.00803350; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 313.062s]
07/12/23 01:28:31| DEBUG [size=40,place=1] best score = 0.00698219; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 816.760s]
07/12/23 01:28:31| DEBUG [size=40,place=2] best score = 0.00718637; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 816.760s]
07/12/23 01:30:56| DEBUG [size=11,place=1] best score = 0.00763206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.148s]
07/12/23 01:30:56| DEBUG [size=11,place=2] best score = 0.00780828; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.149s]
07/12/23 01:30:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00698) [took 1463.3549s]
07/12/23 01:37:25| INFO m3w_kde_gs finished [took 1851.9367s]
07/12/23 01:37:25| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 4135.0288s]
07/12/23 01:37:25| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
07/12/23 01:38:10| INFO ref finished [took 42.6331s]
07/12/23 01:39:30| DEBUG [size=11,place=1] best score = 0.01830859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 78.934s]
07/12/23 01:39:30| DEBUG [size=11,place=2] best score = 0.02148085; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 78.935s]
07/12/23 01:44:31| DEBUG [size=51,place=1] best score = 0.01349232; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 301.130s]
07/12/23 01:44:31| DEBUG [size=51,place=2] best score = 0.01390227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 301.130s]
07/12/23 01:47:15| DEBUG [size=31,place=1] best score = 0.01214867; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.725s]
07/12/23 01:47:15| DEBUG [size=31,place=2] best score = 0.01221581; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 163.726s]
07/12/23 01:50:27| DEBUG [size=31,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.640s]
07/12/23 01:50:27| DEBUG [size=31,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.640s]
07/12/23 01:53:27| DEBUG [size=40,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 180.346s]
07/12/23 01:53:27| DEBUG [size=40,place=2] best score = 0.01013928; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 180.346s]
07/12/23 01:55:30| DEBUG [size=28,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.233s]
07/12/23 01:55:30| DEBUG [size=28,place=2] best score = 0.01447252; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 123.233s]
07/12/23 01:55:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 1039.1282s]
07/12/23 02:01:51| INFO bin_kde_gs finished [took 1419.5105s]
07/12/23 02:06:11| DEBUG [size=11,place=1] best score = 0.01563252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 259.967s]
07/12/23 02:06:11| DEBUG [size=11,place=2] best score = 0.02647870; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.968s]
07/12/23 02:13:13| DEBUG [size=34,place=1] best score = 0.01161972; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 421.660s]
07/12/23 02:13:13| DEBUG [size=34,place=2] best score = 0.01163046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 421.660s]
07/12/23 02:17:45| DEBUG [size=16,place=1] best score = 0.01250570; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 271.686s]
07/12/23 02:17:45| DEBUG [size=16,place=2] best score = 0.01278856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 271.686s]
07/12/23 02:17:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01162) [took 953.4216s]
07/12/23 02:28:39| INFO mul_kde_gs finished [took 1607.7501s]
07/12/23 02:31:56| DEBUG [size=11,place=1] best score = 0.02256352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 196.334s]
07/12/23 02:31:56| DEBUG [size=11,place=2] best score = 0.02290334; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 196.335s]
07/12/23 02:36:59| DEBUG [size=34,place=1] best score = 0.01935831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 302.378s]
07/12/23 02:36:59| DEBUG [size=34,place=2] best score = 0.02202239; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 302.378s]
07/12/23 02:42:48| DEBUG [size=27,place=1] best score = 0.00817053; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 349.234s]
07/12/23 02:42:48| DEBUG [size=27,place=2] best score = 0.01458854; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 349.234s]
07/12/23 02:46:41| DEBUG [size=24,place=1] best score = 0.00884889; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.096s]
07/12/23 02:46:41| DEBUG [size=24,place=2] best score = 0.01407779; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.096s]
07/12/23 02:46:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00817) [took 1081.1601s]
07/12/23 02:53:51| INFO m3w_kde_gs finished [took 1510.8295s]
07/12/23 02:53:51| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 4585.6908s]
----------------------------------------------------------------------------------------------------
08/12/23 00:39:11| INFO dataset imdb [pool size: 10]
08/12/23 00:39:20| INFO Dataset sample 0.10 of dataset imdb started
08/12/23 00:39:36| INFO ref finished [took 14.2530s]
08/12/23 00:40:15| WARNING Method bin_kde_gs failed. Exception: unsupported format string passed to NoneType.__format__
08/12/23 00:43:50| DEBUG [size=11,place=1] best score = 0.01066108; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 214.081s]
08/12/23 00:43:50| DEBUG [size=11,place=2] best score = 0.01439898; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 214.081s]
08/12/23 00:50:04| DEBUG [size=34,place=1] best score = 0.00842012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 374.261s]
08/12/23 00:50:04| DEBUG [size=34,place=2] best score = 0.01023094; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 374.261s]
08/12/23 00:59:35| DEBUG [size=44,place=1] best score = 0.00813757; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 570.422s]
08/12/23 00:59:35| DEBUG [size=44,place=2] best score = 0.00823798; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 570.423s]
08/12/23 01:03:16| DEBUG [size=14,place=1] best score = 0.00866375; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 221.389s]
08/12/23 01:03:16| DEBUG [size=14,place=2] best score = 0.00894029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 221.389s]
08/12/23 01:03:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00814) [took 1380.2704s]
08/12/23 01:14:15| INFO mul_kde_gs finished [took 2039.4130s]
08/12/23 01:17:03| DEBUG [size=11,place=1] best score = 0.01392764; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 166.684s]
08/12/23 01:17:03| DEBUG [size=11,place=2] best score = 0.01595060; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 166.685s]
08/12/23 01:21:47| DEBUG [size=34,place=1] best score = 0.00894270; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 283.715s]
08/12/23 01:21:47| DEBUG [size=34,place=2] best score = 0.01129420; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 283.715s]
08/12/23 01:28:03| DEBUG [size=44,place=1] best score = 0.00825444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 376.367s]
08/12/23 01:28:03| DEBUG [size=44,place=2] best score = 0.00841897; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 376.368s]
08/12/23 01:30:44| DEBUG [size=14,place=1] best score = 0.01012019; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 161.198s]
08/12/23 01:30:44| DEBUG [size=14,place=2] best score = 0.01036583; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 161.199s]
08/12/23 01:30:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00825) [took 988.0813s]
08/12/23 01:41:17| INFO m3w_kde_gs finished [took 1620.9818s]
08/12/23 01:41:17| INFO Dataset sample 0.10 of dataset imdb finished [took 3717.6273s]
08/12/23 01:41:17| INFO Dataset sample 0.20 of dataset imdb started
08/12/23 01:41:34| INFO ref finished [took 14.1975s]
08/12/23 01:42:55| DEBUG [size=11,place=1] best score = 0.01291723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.534s]
08/12/23 01:42:55| DEBUG [size=11,place=2] best score = 0.01546305; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.534s]
08/12/23 01:47:45| DEBUG [size=53,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 290.868s]
08/12/23 01:47:45| DEBUG [size=53,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 290.868s]
08/12/23 01:49:07| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 81.656s]
08/12/23 01:49:07| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 81.656s]
08/12/23 01:50:55| DEBUG [size=21,place=1] best score = 0.01223773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 108.147s]
08/12/23 01:50:55| DEBUG [size=21,place=2] best score = 0.01233791; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 108.147s]
08/12/23 01:50:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 560.3245s]
08/12/23 01:58:00| INFO bin_kde_gs finished [took 985.5536s]
08/12/23 02:01:46| DEBUG [size=11,place=1] best score = 0.01192768; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 223.942s]
08/12/23 02:01:46| DEBUG [size=11,place=2] best score = 0.02070385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 223.942s]
08/12/23 02:15:21| DEBUG [size=53,place=1] best score = 0.01165559; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 815.123s]
08/12/23 02:15:21| DEBUG [size=53,place=2] best score = 0.01172897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 815.123s]
08/12/23 02:19:08| DEBUG [size=16,place=1] best score = 0.01237341; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 227.410s]
08/12/23 02:19:08| DEBUG [size=16,place=2] best score = 0.01255415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 227.411s]
08/12/23 02:19:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01166) [took 1266.5876s]
08/12/23 02:28:40| INFO mul_kde_gs finished [took 1838.9272s]
08/12/23 02:31:31| DEBUG [size=11,place=1] best score = 0.00953370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.439s]
08/12/23 02:31:31| DEBUG [size=11,place=2] best score = 0.01282606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.440s]
08/12/23 02:36:19| DEBUG [size=34,place=1] best score = 0.00881740; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 287.845s]
08/12/23 02:36:19| DEBUG [size=34,place=2] best score = 0.00895364; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 287.845s]
08/12/23 02:39:06| DEBUG [size=16,place=1] best score = 0.00868445; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 167.344s]
08/12/23 02:39:06| DEBUG [size=16,place=2] best score = 0.00871860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 167.345s]
08/12/23 02:43:03| DEBUG [size=20,place=1] best score = 0.00876632; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 237.058s]
08/12/23 02:43:03| DEBUG [size=20,place=2] best score = 0.00895230; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 237.058s]
08/12/23 02:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00868) [took 861.8042s]
08/12/23 02:51:10| INFO m3w_kde_gs finished [took 1348.7148s]
08/12/23 02:51:10| INFO Dataset sample 0.20 of dataset imdb finished [took 4192.9340s]
08/12/23 02:51:10| INFO Dataset sample 0.30 of dataset imdb started
08/12/23 02:51:27| INFO ref finished [took 14.2067s]
08/12/23 02:52:50| DEBUG [size=11,place=1] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.053s]
08/12/23 02:52:50| DEBUG [size=11,place=2] best score = 0.01387200; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 81.053s]
08/12/23 02:57:42| DEBUG [size=53,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 291.600s]
08/12/23 02:57:42| DEBUG [size=53,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 291.600s]
08/12/23 02:59:07| DEBUG [size=16,place=1] best score = 0.01165750; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.332s]
08/12/23 02:59:07| DEBUG [size=16,place=2] best score = 0.01184465; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 85.333s]
08/12/23 02:59:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 458.1017s]
08/12/23 03:05:14| INFO bin_kde_gs finished [took 824.6224s]
08/12/23 03:08:55| DEBUG [size=11,place=1] best score = 0.01149085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.767s]
08/12/23 03:08:55| DEBUG [size=11,place=2] best score = 0.02153219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 219.767s]
08/12/23 03:15:52| DEBUG [size=34,place=1] best score = 0.01112105; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 416.799s]
08/12/23 03:15:52| DEBUG [size=34,place=2] best score = 0.01116321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 416.799s]
08/12/23 03:19:33| DEBUG [size=16,place=1] best score = 0.01174331; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 221.235s]
08/12/23 03:19:33| DEBUG [size=16,place=2] best score = 0.01198596; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 221.235s]
08/12/23 03:19:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01112) [took 857.9153s]
08/12/23 03:27:28| INFO mul_kde_gs finished [took 1332.5947s]
08/12/23 03:30:22| DEBUG [size=11,place=1] best score = 0.01533456; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 172.159s]
08/12/23 03:30:22| DEBUG [size=11,place=2] best score = 0.01717070; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 172.160s]
08/12/23 03:40:17| DEBUG [size=53,place=1] best score = 0.01026628; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 595.486s]
08/12/23 03:40:17| DEBUG [size=53,place=2] best score = 0.01120140; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 595.486s]
08/12/23 03:45:32| DEBUG [size=26,place=1] best score = 0.01098998; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 314.175s]
08/12/23 03:45:32| DEBUG [size=26,place=2] best score = 0.01164227; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 314.175s]
08/12/23 03:45:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1081.9372s]
08/12/23 03:52:18| INFO m3w_kde_gs finished [took 1488.1768s]
08/12/23 03:52:18| INFO Dataset sample 0.30 of dataset imdb finished [took 3667.7132s]
08/12/23 03:52:18| INFO Dataset sample 0.40 of dataset imdb started
08/12/23 03:52:34| INFO ref finished [took 13.9194s]
08/12/23 03:53:51| DEBUG [size=11,place=1] best score = 0.01416400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 74.933s]
08/12/23 03:53:51| DEBUG [size=11,place=2] best score = 0.01883323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.933s]
08/12/23 03:58:15| DEBUG [size=53,place=1] best score = 0.01185928; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 264.063s]
08/12/23 03:58:15| DEBUG [size=53,place=2] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 264.063s]
08/12/23 04:02:10| DEBUG [size=43,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 234.771s]
08/12/23 04:02:10| DEBUG [size=43,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 234.771s]
08/12/23 04:05:45| DEBUG [size=30,place=1] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 215.311s]
08/12/23 04:05:45| DEBUG [size=30,place=2] best score = 0.01320531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 215.311s]
08/12/23 04:05:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 789.1899s]
08/12/23 04:11:16| INFO bin_kde_gs finished [took 1120.2464s]
08/12/23 04:15:04| DEBUG [size=11,place=1] best score = 0.01844199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 227.239s]
08/12/23 04:15:04| DEBUG [size=11,place=2] best score = 0.02826385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 227.239s]
08/12/23 04:28:49| DEBUG [size=53,place=1] best score = 0.01172724; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 824.409s]
08/12/23 04:28:49| DEBUG [size=53,place=2] best score = 0.01207213; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 824.410s]
08/12/23 04:32:04| DEBUG [size=14,place=1] best score = 0.01205054; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 194.833s]
08/12/23 04:32:04| DEBUG [size=14,place=2] best score = 0.01251895; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 194.834s]
08/12/23 04:32:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01173) [took 1246.5983s]
08/12/23 04:38:37| INFO mul_kde_gs finished [took 1639.5698s]
08/12/23 04:41:24| DEBUG [size=11,place=1] best score = 0.01952105; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 166.300s]
08/12/23 04:41:24| DEBUG [size=11,place=2] best score = 0.02107291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 166.300s]
08/12/23 04:53:46| DEBUG [size=52,place=1] best score = 0.01242217; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.421s]
08/12/23 04:53:46| DEBUG [size=52,place=2] best score = 0.01288423; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 742.422s]
08/12/23 05:01:03| DEBUG [size=28,place=1] best score = 0.01285537; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 436.917s]
08/12/23 05:01:03| DEBUG [size=28,place=2] best score = 0.01474676; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 436.918s]
08/12/23 05:01:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01242) [took 1345.7545s]
08/12/23 05:07:08| INFO m3w_kde_gs finished [took 1710.1588s]
08/12/23 05:07:08| INFO Dataset sample 0.40 of dataset imdb finished [took 4489.9288s]
08/12/23 05:07:08| INFO Dataset sample 0.50 of dataset imdb started
08/12/23 05:07:25| INFO ref finished [took 14.3738s]
08/12/23 05:08:43| DEBUG [size=11,place=1] best score = 0.01659678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 77.348s]
08/12/23 05:08:43| DEBUG [size=11,place=2] best score = 0.01695638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 77.348s]
08/12/23 05:13:58| DEBUG [size=53,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 315.145s]
08/12/23 05:13:58| DEBUG [size=53,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 315.145s]
08/12/23 05:15:18| DEBUG [size=16,place=1] best score = 0.00976346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 79.287s]
08/12/23 05:15:18| DEBUG [size=16,place=2] best score = 0.01034180; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 79.287s]
08/12/23 05:21:01| DEBUG [size=38,place=1] best score = 0.00974980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 343.469s]
08/12/23 05:21:01| DEBUG [size=38,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 343.469s]
08/12/23 05:26:00| DEBUG [size=44,place=1] best score = 0.00994167; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 299.024s]
08/12/23 05:26:00| DEBUG [size=44,place=2] best score = 0.01059315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 299.025s]
08/12/23 05:26:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00975) [took 1114.3936s]
08/12/23 05:31:21| INFO bin_kde_gs finished [took 1434.9794s]
08/12/23 05:35:02| DEBUG [size=11,place=1] best score = 0.01580157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 219.821s]
08/12/23 05:35:02| DEBUG [size=11,place=2] best score = 0.01688862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 219.822s]
08/12/23 05:52:08| DEBUG [size=51,place=1] best score = 0.01047890; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1026.409s]
08/12/23 05:52:08| DEBUG [size=51,place=2] best score = 0.01206740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1026.410s]
08/12/23 05:55:35| DEBUG [size=14,place=1] best score = 0.00986790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.213s]
08/12/23 05:55:35| DEBUG [size=14,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.213s]
08/12/23 06:08:31| DEBUG [size=36,place=1] best score = 0.01048955; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 775.953s]
08/12/23 06:08:31| DEBUG [size=36,place=2] best score = 0.01095112; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 775.953s]
08/12/23 06:08:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00987) [took 2228.5156s]
08/12/23 06:16:52| INFO mul_kde_gs finished [took 2730.3018s]
08/12/23 06:19:47| DEBUG [size=11,place=1] best score = 0.01519302; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.844s]
08/12/23 06:19:47| DEBUG [size=11,place=2] best score = 0.02575940; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.844s]
08/12/23 06:30:08| DEBUG [size=53,place=1] best score = 0.01194274; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 620.149s]
08/12/23 06:30:08| DEBUG [size=53,place=2] best score = 0.01777625; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 620.149s]
08/12/23 06:41:47| DEBUG [size=45,place=1] best score = 0.01340000; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 699.109s]
08/12/23 06:41:47| DEBUG [size=45,place=2] best score = 0.01408497; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 699.109s]
08/12/23 06:41:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01194) [took 1493.2181s]
08/12/23 06:47:52| INFO m3w_kde_gs finished [took 1858.1184s]
08/12/23 06:47:52| INFO Dataset sample 0.50 of dataset imdb finished [took 6043.7355s]
08/12/23 06:47:52| INFO Dataset sample 0.60 of dataset imdb started
08/12/23 06:48:09| INFO ref finished [took 14.1590s]
08/12/23 06:49:29| DEBUG [size=11,place=1] best score = 0.01219211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 78.979s]
08/12/23 06:49:29| DEBUG [size=11,place=2] best score = 0.01237302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.979s]
08/12/23 06:54:26| DEBUG [size=53,place=1] best score = 0.01220369; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 296.599s]
08/12/23 06:54:26| DEBUG [size=53,place=2] best score = 0.01230055; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 296.599s]
08/12/23 06:54:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01219) [took 375.6899s]
08/12/23 06:59:31| INFO bin_kde_gs finished [took 680.9392s]
08/12/23 07:03:16| DEBUG [size=11,place=1] best score = 0.01262679; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 223.490s]
08/12/23 07:03:16| DEBUG [size=11,place=2] best score = 0.02537997; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 223.490s]
08/12/23 07:16:59| DEBUG [size=53,place=1] best score = 0.01141300; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 823.361s]
08/12/23 07:16:59| DEBUG [size=53,place=2] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 823.361s]
08/12/23 07:20:41| DEBUG [size=16,place=1] best score = 0.01058069; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 221.657s]
08/12/23 07:20:41| DEBUG [size=16,place=2] best score = 0.01145260; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 221.658s]
08/12/23 07:27:40| DEBUG [size=21,place=1] best score = 0.01053192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 419.273s]
08/12/23 07:27:40| DEBUG [size=21,place=2] best score = 0.01208295; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 419.274s]
08/12/23 07:36:42| DEBUG [size=30,place=1] best score = 0.01060630; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 541.594s]
08/12/23 07:36:42| DEBUG [size=30,place=2] best score = 0.01238679; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 541.594s]
08/12/23 07:36:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01053) [took 2229.4931s]
08/12/23 07:43:34| INFO mul_kde_gs finished [took 2642.0192s]
08/12/23 07:46:18| DEBUG [size=11,place=1] best score = 0.01849888; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.411s]
08/12/23 07:46:18| DEBUG [size=11,place=2] best score = 0.02024214; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 163.412s]
08/12/23 07:58:50| DEBUG [size=51,place=1] best score = 0.01379574; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 751.868s]
08/12/23 07:58:50| DEBUG [size=51,place=2] best score = 0.01433927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 751.868s]
08/12/23 08:00:34| DEBUG [size=9,place=1] best score = 0.01517971; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 103.950s]
08/12/23 08:00:34| DEBUG [size=9,place=2] best score = 0.01742746; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 103.951s]
08/12/23 08:00:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01380) [took 1019.3435s]
08/12/23 08:07:27| INFO m3w_kde_gs finished [took 1431.7524s]
08/12/23 08:07:27| INFO Dataset sample 0.60 of dataset imdb finished [took 4775.1959s]
08/12/23 08:07:27| INFO Dataset sample 0.70 of dataset imdb started
08/12/23 08:07:44| INFO ref finished [took 14.3426s]
08/12/23 08:09:09| DEBUG [size=11,place=1] best score = 0.01866956; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 83.892s]
08/12/23 08:09:09| DEBUG [size=11,place=2] best score = 0.02514155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 83.893s]
08/12/23 08:15:00| DEBUG [size=51,place=1] best score = 0.01698410; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 350.460s]
08/12/23 08:15:00| DEBUG [size=51,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 350.461s]
08/12/23 08:18:55| DEBUG [size=44,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 235.380s]
08/12/23 08:18:55| DEBUG [size=44,place=2] best score = 0.01735693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 235.380s]
08/12/23 08:23:04| DEBUG [size=44,place=1] best score = 0.01911803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 249.453s]
08/12/23 08:23:04| DEBUG [size=44,place=2] best score = 0.01964418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 249.453s]
08/12/23 08:23:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 919.3069s]
08/12/23 08:29:31| INFO bin_kde_gs finished [took 1306.2020s]
08/12/23 08:33:11| DEBUG [size=11,place=1] best score = 0.02038703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 217.720s]
08/12/23 08:33:11| DEBUG [size=11,place=2] best score = 0.02186639; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 217.720s]
08/12/23 08:47:17| DEBUG [size=53,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 846.047s]
08/12/23 08:47:17| DEBUG [size=53,place=2] best score = 0.01137868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 846.047s]
08/12/23 08:58:30| DEBUG [size=43,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 673.593s]
08/12/23 08:58:30| DEBUG [size=43,place=2] best score = 0.01310193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 673.593s]
08/12/23 08:58:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 1737.4760s]
08/12/23 09:05:32| INFO mul_kde_gs finished [took 2159.5794s]
08/12/23 09:08:20| DEBUG [size=11,place=1] best score = 0.01304121; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 166.038s]
08/12/23 09:08:20| DEBUG [size=11,place=2] best score = 0.02852550; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 166.039s]
08/12/23 09:21:02| DEBUG [size=52,place=1] best score = 0.01392993; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 762.866s]
08/12/23 09:21:02| DEBUG [size=52,place=2] best score = 0.01536096; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 762.866s]
08/12/23 09:21:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01304) [took 929.0179s]
08/12/23 09:28:46| INFO m3w_kde_gs finished [took 1392.5585s]
08/12/23 09:28:46| INFO Dataset sample 0.70 of dataset imdb finished [took 4879.2065s]
08/12/23 09:28:46| INFO Dataset sample 0.80 of dataset imdb started
08/12/23 09:29:03| INFO ref finished [took 14.2105s]
08/12/23 09:30:24| DEBUG [size=11,place=1] best score = 0.00826263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.580s]
08/12/23 09:30:24| DEBUG [size=11,place=2] best score = 0.01139361; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 79.580s]
08/12/23 09:32:57| DEBUG [size=34,place=1] best score = 0.00823491; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 153.219s]
08/12/23 09:32:57| DEBUG [size=34,place=2] best score = 0.00826922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 153.219s]
08/12/23 09:34:56| DEBUG [size=27,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 118.676s]
08/12/23 09:34:56| DEBUG [size=27,place=2] best score = 0.00830867; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 118.677s]
08/12/23 09:36:49| DEBUG [size=21,place=1] best score = 0.00818776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 113.607s]
08/12/23 09:36:49| DEBUG [size=21,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 113.608s]
08/12/23 09:36:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00813) [took 465.1989s]
08/12/23 09:45:02| INFO bin_kde_gs finished [took 958.1268s]
08/12/23 09:48:44| DEBUG [size=11,place=1] best score = 0.00827836; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 220.807s]
08/12/23 09:48:44| DEBUG [size=11,place=2] best score = 0.01131802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 220.807s]
08/12/23 10:02:38| DEBUG [size=53,place=1] best score = 0.00826673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 833.413s]
08/12/23 10:02:38| DEBUG [size=53,place=2] best score = 0.00843921; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 833.413s]
08/12/23 10:06:31| DEBUG [size=16,place=1] best score = 0.00880578; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 233.486s]
08/12/23 10:06:31| DEBUG [size=16,place=2] best score = 0.00884233; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 233.486s]
08/12/23 10:06:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00827) [took 1287.8151s]
08/12/23 10:17:16| INFO mul_kde_gs finished [took 1932.1141s]
08/12/23 10:20:06| DEBUG [size=11,place=1] best score = 0.00977879; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.352s]
08/12/23 10:20:06| DEBUG [size=11,place=2] best score = 0.01379137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.352s]
08/12/23 10:29:47| DEBUG [size=53,place=1] best score = 0.00899819; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.374s]
08/12/23 10:29:47| DEBUG [size=53,place=2] best score = 0.01014142; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.375s]
08/12/23 10:36:11| DEBUG [size=42,place=1] best score = 0.01148795; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 383.264s]
08/12/23 10:36:11| DEBUG [size=42,place=2] best score = 0.01308784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 383.264s]
08/12/23 10:36:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00900) [took 1134.1044s]
08/12/23 10:43:31| INFO m3w_kde_gs finished [took 1574.1633s]
08/12/23 10:43:31| INFO Dataset sample 0.80 of dataset imdb finished [took 4484.7910s]
08/12/23 10:43:31| INFO Dataset sample 0.90 of dataset imdb started
08/12/23 10:43:47| INFO ref finished [took 13.8770s]
08/12/23 10:43:54| WARNING Method bin_kde_gs failed. Exception: unsupported format string passed to NoneType.__format__
08/12/23 10:47:35| DEBUG [size=11,place=1] best score = 0.01110667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 219.978s]
08/12/23 10:47:35| DEBUG [size=11,place=2] best score = 0.01242913; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.978s]
08/12/23 11:01:03| DEBUG [size=53,place=1] best score = 0.00966868; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 807.916s]
08/12/23 11:01:03| DEBUG [size=53,place=2] best score = 0.00980785; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 807.917s]
08/12/23 11:08:03| DEBUG [size=29,place=1] best score = 0.00955785; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 420.116s]
08/12/23 11:08:03| DEBUG [size=29,place=2] best score = 0.00957759; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 420.117s]
08/12/23 11:15:28| DEBUG [size=27,place=1] best score = 0.00958286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 444.411s]
08/12/23 11:15:28| DEBUG [size=27,place=2] best score = 0.00967909; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 444.411s]
08/12/23 11:15:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00956) [took 1892.5369s]
08/12/23 11:26:21| INFO mul_kde_gs finished [took 2545.5014s]
08/12/23 11:29:15| DEBUG [size=11,place=1] best score = 0.01066111; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.839s]
08/12/23 11:29:15| DEBUG [size=11,place=2] best score = 0.01221190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.839s]
08/12/23 11:39:31| DEBUG [size=53,place=1] best score = 0.00985405; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 615.668s]
08/12/23 11:39:31| DEBUG [size=53,place=2] best score = 0.01127054; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 615.668s]
08/12/23 11:42:45| DEBUG [size=16,place=1] best score = 0.00896948; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.750s]
08/12/23 11:42:45| DEBUG [size=16,place=2] best score = 0.00940040; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.750s]
08/12/23 11:52:11| DEBUG [size=38,place=1] best score = 0.00869971; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 566.436s]
08/12/23 11:52:11| DEBUG [size=38,place=2] best score = 0.00871415; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 566.436s]
08/12/23 11:53:55| DEBUG [size=10,place=1] best score = 0.01080691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 104.039s]
08/12/23 11:53:55| DEBUG [size=10,place=2] best score = 0.01202835; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 104.039s]
08/12/23 11:53:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00870) [took 1653.8501s]
08/12/23 12:04:12| INFO m3w_kde_gs finished [took 2270.4839s]
08/12/23 12:04:12| INFO Dataset sample 0.90 of dataset imdb finished [took 4841.2174s]
----------------------------------------------------------------------------------------------------
16/12/23 22:27:04| INFO dataset twitter_gasp [pool size: 10]
16/12/23 22:27:04| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
16/12/23 22:27:48| WARNING Method bin_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
16/12/23 22:36:24| INFO bgf_sld finished [took 504.5650s]
16/12/23 22:46:42| INFO mul_sld finished [took 605.5322s]
16/12/23 22:55:23| INFO m3w_sld finished [took 508.6561s]
16/12/23 23:04:41| INFO mgf_sld finished [took 546.1632s]
16/12/23 23:05:24| WARNING Method binc_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
16/12/23 23:13:58| INFO bgfc_sld finished [took 501.3208s]
16/12/23 23:24:09| INFO mulc_sld finished [took 598.8946s]
16/12/23 23:32:58| INFO m3wc_sld finished [took 517.2434s]
16/12/23 23:42:27| INFO mgfc_sld finished [took 557.3515s]
16/12/23 23:43:09| WARNING Method binmc_sld failed. Exception: shape mismatch: value array of shape (2,) could not be broadcast to indexing result of shape (3,)
----------------------------------------------------------------------------------------------------
17/12/23 00:26:16| INFO dataset twitter_gasp [pool size: 10]
17/12/23 00:26:16| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
17/12/23 00:37:12| INFO bin_sld finished [took 643.8447s]
17/12/23 00:45:44| INFO bgf_sld finished [took 501.7559s]
17/12/23 00:56:00| INFO mul_sld finished [took 604.5421s]
17/12/23 01:04:49| INFO m3w_sld finished [took 517.1424s]
17/12/23 01:14:13| INFO mgf_sld finished [took 552.7459s]
17/12/23 01:25:06| INFO binc_sld finished [took 640.7661s]
17/12/23 01:33:52| INFO bgfc_sld finished [took 514.6640s]
17/12/23 01:44:10| INFO mulc_sld finished [took 606.5232s]
17/12/23 01:52:48| INFO m3wc_sld finished [took 505.1910s]
17/12/23 02:02:08| INFO mgfc_sld finished [took 548.3568s]
17/12/23 02:12:56| INFO binmc_sld finished [took 636.8183s]
17/12/23 02:21:35| INFO bgfmc_sld finished [took 507.5543s]
17/12/23 02:31:41| INFO mulmc_sld finished [took 595.0178s]
17/12/23 02:40:24| INFO m3wmc_sld finished [took 510.6748s]
17/12/23 02:49:52| INFO mgfmc_sld finished [took 556.2990s]
17/12/23 02:58:28| INFO binne_sld finished [took 506.4963s]
17/12/23 03:09:16| INFO bgfne_sld finished [took 635.9704s]
17/12/23 03:19:27| INFO mulne_sld finished [took 599.1622s]
17/12/23 03:28:05| INFO m3wne_sld finished [took 506.1674s]
17/12/23 03:37:25| INFO mgfne_sld finished [took 548.6193s]
17/12/23 03:46:11| INFO binis_sld finished [took 513.3198s]
17/12/23 03:57:03| INFO bgfis_sld finished [took 640.7438s]
17/12/23 04:07:19| INFO mulis_sld finished [took 603.8059s]
17/12/23 04:16:00| INFO m3wis_sld finished [took 508.3781s]
17/12/23 04:25:28| INFO mgfis_sld finished [took 558.0677s]
17/12/23 04:30:07| INFO ref finished [took 267.1771s]
17/12/23 04:35:58| INFO atc_mc finished [took 338.8636s]
17/12/23 04:42:16| INFO doc finished [took 366.6193s]
17/12/23 04:49:27| INFO gde finished [took 419.8069s]
17/12/23 04:50:19| WARNING Method bin_sld_gs failed. Exception: no combination of hyperparameters seem to work
17/12/23 04:51:09| WARNING Method bgf_sld_gs failed. Exception: no combination of hyperparameters seem to work
17/12/23 04:54:15| WARNING Method mul_sld_gs failed. Exception: index 8 is out of bounds for axis 0 with size 6
17/12/23 05:55:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.03011) [took 3676.6987s]
17/12/23 06:05:08| INFO m3w_sld_gs finished [took 4241.0938s]
17/12/23 06:07:51| WARNING Method mgf_sld_gs failed. Exception: index 5 is out of bounds for axis 0 with size 5
17/12/23 06:07:51| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp finished [took 20495.2273s]
17/12/23 06:07:51| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp started
17/12/23 06:19:20| INFO bin_sld finished [took 676.7404s]
17/12/23 06:27:53| INFO bgf_sld finished [took 501.4695s]
17/12/23 06:38:36| INFO mul_sld finished [took 631.0147s]
17/12/23 06:47:24| INFO m3w_sld finished [took 515.4589s]
17/12/23 06:56:52| INFO mgf_sld finished [took 556.3011s]
17/12/23 07:08:17| INFO binc_sld finished [took 673.4320s]
17/12/23 07:17:08| INFO bgfc_sld finished [took 518.5193s]
17/12/23 07:27:55| INFO mulc_sld finished [took 635.7256s]
17/12/23 07:36:47| INFO m3wc_sld finished [took 518.7978s]
17/12/23 07:46:20| INFO mgfc_sld finished [took 561.0333s]
17/12/23 07:57:47| INFO binmc_sld finished [took 675.2128s]
17/12/23 08:06:33| INFO bgfmc_sld finished [took 514.2412s]
17/12/23 08:17:18| INFO mulmc_sld finished [took 633.2307s]
17/12/23 08:26:05| INFO m3wmc_sld finished [took 514.9487s]
17/12/23 08:35:34| INFO mgfmc_sld finished [took 556.9925s]
17/12/23 08:44:20| INFO binne_sld finished [took 514.6121s]
17/12/23 08:55:41| INFO bgfne_sld finished [took 668.3716s]
17/12/23 09:06:14| INFO mulne_sld finished [took 621.7870s]
17/12/23 09:14:56| INFO m3wne_sld finished [took 508.9254s]
17/12/23 09:24:16| INFO mgfne_sld finished [took 547.8858s]
17/12/23 09:33:07| INFO binis_sld finished [took 518.9836s]
17/12/23 09:44:24| INFO bgfis_sld finished [took 667.1477s]
17/12/23 09:55:15| INFO mulis_sld finished [took 638.9286s]
17/12/23 10:04:08| INFO m3wis_sld finished [took 521.7243s]
17/12/23 10:13:42| INFO mgfis_sld finished [took 561.2095s]
17/12/23 10:18:26| INFO ref finished [took 272.9437s]
17/12/23 10:24:21| INFO atc_mc finished [took 341.9848s]
17/12/23 10:30:39| INFO doc finished [took 367.7364s]
17/12/23 10:37:48| INFO gde finished [took 418.2752s]
17/12/23 10:55:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.20889) [took 1055.9696s]
17/12/23 11:07:23| INFO bin_sld_gs finished [took 1762.2675s]
17/12/23 11:13:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.13084) [took 326.7600s]
17/12/23 11:23:25| INFO bgf_sld_gs finished [took 950.2765s]
17/12/23 11:27:43| WARNING Method mul_sld_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00
0.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00]
nit: 0
jac: [ nan nan nan nan nan
nan nan nan nan nan]
nfev: 21
njev: 21
hess_inv: <10x10 LbfgsInvHessProduct with dtype=float64>
----------------------------------------------------------------------------------------------------
17/12/23 12:02:31| INFO dataset twitter_gasp [pool size: 10]
17/12/23 12:02:31| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
17/12/23 12:13:24| INFO bin_sld finished [took 641.4641s]
17/12/23 12:22:15| INFO bgf_sld finished [took 519.6739s]
17/12/23 12:32:42| INFO mul_sld finished [took 613.7434s]
17/12/23 12:41:38| INFO m3w_sld finished [took 524.5842s]
17/12/23 12:51:10| INFO mgf_sld finished [took 559.5150s]
17/12/23 13:02:09| INFO binc_sld finished [took 647.3998s]
17/12/23 13:11:01| INFO bgfc_sld finished [took 520.4247s]
17/12/23 13:21:20| INFO mulc_sld finished [took 608.2693s]
17/12/23 13:30:05| INFO m3wc_sld finished [took 513.5996s]
17/12/23 13:39:42| INFO mgfc_sld finished [took 564.4513s]
17/12/23 13:50:35| INFO binmc_sld finished [took 641.0647s]
17/12/23 13:59:11| INFO bgfmc_sld finished [took 504.4284s]
17/12/23 14:09:37| INFO mulmc_sld finished [took 613.1113s]
----------------------------------------------------------------------------------------------------
17/12/23 14:12:23| INFO dataset twitter_gasp [pool size: 10]
17/12/23 14:12:23| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
----------------------------------------------------------------------------------------------------
17/12/23 14:14:57| INFO dataset twitter_gasp [pool size: 10]
17/12/23 14:14:57| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp started
17/12/23 14:50:29| INFO bgf_sld finished [took 2088.8816s]
17/12/23 14:51:48| INFO bgfc_sld finished [took 2153.2648s]
17/12/23 14:52:39| INFO m3wc_sld finished [took 2203.4681s]
17/12/23 14:53:43| INFO m3w_sld finished [took 2272.7425s]
17/12/23 14:55:39| INFO mgf_sld finished [took 2381.4363s]
17/12/23 14:55:48| INFO mgfc_sld finished [took 2393.9812s]
17/12/23 14:59:40| INFO bin_sld finished [took 2622.8721s]
17/12/23 14:59:51| INFO mul_sld finished [took 2633.8363s]
17/12/23 14:59:53| INFO binmc_sld finished [took 2646.0856s]
17/12/23 15:00:03| INFO mulc_sld finished [took 2645.3005s]
17/12/23 15:00:46| INFO binc_sld finished [took 2689.3150s]
17/12/23 15:26:32| INFO bgfmc_sld finished [took 2130.3199s]
17/12/23 15:30:36| INFO binne_sld finished [took 2057.4561s]
17/12/23 15:31:09| INFO m3wmc_sld finished [took 2269.9704s]
17/12/23 15:35:34| INFO binis_sld finished [took 2090.1400s]
17/12/23 15:35:43| INFO m3wne_sld finished [took 2106.1781s]
17/12/23 15:36:02| INFO mgfmc_sld finished [took 2507.9589s]
17/12/23 15:36:51| INFO mulmc_sld finished [took 2666.0805s]
17/12/23 15:39:25| INFO bgfne_sld finished [took 2580.6198s]
17/12/23 15:41:18| INFO mgfne_sld finished [took 2439.7349s]
17/12/23 15:42:59| INFO bgfis_sld finished [took 2488.4869s]
17/12/23 15:43:41| INFO mulne_sld finished [took 2598.8748s]
17/12/23 15:48:21| INFO ref finished [took 734.8497s]
17/12/23 15:50:40| INFO atc_mc finished [took 860.9713s]
17/12/23 15:52:11| INFO doc finished [took 934.4540s]
17/12/23 15:55:19| INFO m3wis_sld finished [took 1445.6311s]
17/12/23 15:55:22| INFO mulis_sld finished [took 1692.8083s]
17/12/23 15:55:27| INFO mgfis_sld finished [took 1417.9740s]
17/12/23 15:55:55| INFO gde finished [took 1110.1248s]
17/12/23 15:55:55| INFO Dataset sample [0.0993 0.1015 0.7991] of dataset twitter_gasp finished [took 6058.4750s]
17/12/23 15:55:56| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp started
17/12/23 16:32:54| INFO bgf_sld finished [took 2165.1362s]
17/12/23 16:33:16| INFO m3wc_sld finished [took 2176.5918s]
17/12/23 16:33:38| INFO bgfc_sld finished [took 2199.9869s]
17/12/23 16:33:48| INFO m3w_sld finished [took 2218.1563s]
17/12/23 16:36:40| INFO mgf_sld finished [took 2394.7646s]
17/12/23 16:36:45| INFO mgfc_sld finished [took 2402.4035s]
17/12/23 16:42:35| INFO mul_sld finished [took 2750.8771s]
17/12/23 16:42:58| INFO mulc_sld finished [took 2760.6965s]
17/12/23 16:43:09| INFO bin_sld finished [took 2785.3203s]
17/12/23 16:44:36| INFO binmc_sld finished [took 2857.7070s]
17/12/23 16:45:18| INFO binc_sld finished [took 2901.8827s]
17/12/23 17:08:11| INFO bgfmc_sld finished [took 2077.1417s]
17/12/23 17:10:41| INFO m3wmc_sld finished [took 2181.8508s]
17/12/23 17:13:21| INFO binne_sld finished [took 2161.7027s]
17/12/23 17:15:50| INFO mgfmc_sld finished [took 2479.8184s]
17/12/23 17:18:14| INFO m3wne_sld finished [took 2079.1662s]
17/12/23 17:20:16| INFO binis_sld finished [took 2106.0076s]
17/12/23 17:21:23| INFO mulmc_sld finished [took 2843.1791s]
17/12/23 17:22:36| INFO bgfne_sld finished [took 2716.6148s]
17/12/23 17:24:24| INFO mgfne_sld finished [took 2434.0763s]
17/12/23 17:29:18| INFO mulne_sld finished [took 2775.7782s]
17/12/23 17:30:32| INFO bgfis_sld finished [took 2676.5645s]
17/12/23 17:31:48| INFO ref finished [took 920.2842s]
17/12/23 17:34:16| INFO atc_mc finished [took 925.7144s]
17/12/23 17:36:32| INFO doc finished [took 939.7200s]
17/12/23 17:38:17| INFO m3wis_sld finished [took 1623.9516s]
17/12/23 17:38:35| INFO gde finished [took 995.9955s]
17/12/23 17:39:17| INFO mgfis_sld finished [took 1521.2198s]
17/12/23 17:39:20| INFO mulis_sld finished [took 1829.6310s]
17/12/23 17:39:20| INFO Dataset sample [0.0993 0.2009 0.6998] of dataset twitter_gasp finished [took 6204.2377s]
17/12/23 17:39:20| INFO Dataset sample [0.0993 0.3002 0.6004] of dataset twitter_gasp started
17/12/23 18:14:41| INFO bgf_sld finished [took 2073.2053s]
17/12/23 18:16:31| INFO m3w_sld finished [took 2184.5400s]
17/12/23 18:16:35| INFO bgfc_sld finished [took 2178.1290s]
17/12/23 18:17:14| INFO m3wc_sld finished [took 2211.4620s]
17/12/23 18:19:35| INFO mgf_sld finished [took 2353.1800s]
17/12/23 18:21:43| INFO mgfc_sld finished [took 2484.7824s]
17/12/23 18:25:29| INFO mul_sld finished [took 2715.1563s]
17/12/23 18:25:46| INFO bin_sld finished [took 2732.2688s]
17/12/23 18:26:40| INFO mulc_sld finished [took 2778.3632s]
17/12/23 18:27:29| INFO binc_sld finished [took 2833.1482s]
17/12/23 18:28:51| INFO binmc_sld finished [took 2920.4691s]
17/12/23 18:51:04| INFO bgfmc_sld finished [took 2149.2943s]
17/12/23 18:53:53| INFO m3wmc_sld finished [took 2204.1586s]
17/12/23 18:55:18| INFO binne_sld finished [took 2107.5051s]
----------------------------------------------------------------------------------------------------
17/12/23 19:05:20| INFO dataset twitter_gasp_4prevs [pool size: 10]
17/12/23 19:05:20| INFO Dataset sample [0.2003 0.2003 0.5993] of dataset twitter_gasp_4prevs started
17/12/23 19:41:23| INFO bgf_sld finished [took 2102.7271s]
17/12/23 19:41:43| INFO bgfc_sld finished [took 2121.9685s]
17/12/23 19:43:05| INFO m3wc_sld finished [took 2204.9369s]
17/12/23 19:44:41| INFO m3w_sld finished [took 2312.3112s]
17/12/23 19:46:42| INFO mgf_sld finished [took 2432.9109s]
17/12/23 19:47:33| INFO mgfc_sld finished [took 2472.5590s]
17/12/23 19:51:10| INFO mul_sld finished [took 2690.9208s]
17/12/23 19:51:32| INFO mulc_sld finished [took 2714.2409s]
17/12/23 19:52:00| INFO bin_sld finished [took 2746.0669s]
17/12/23 19:54:04| INFO binc_sld finished [took 2863.5249s]
17/12/23 19:54:53| INFO binmc_sld finished [took 2918.9867s]
17/12/23 20:18:09| INFO bgfmc_sld finished [took 2166.1114s]
17/12/23 20:19:27| INFO m3wmc_sld finished [took 2155.1960s]
17/12/23 20:24:19| INFO binne_sld finished [took 2218.6198s]
17/12/23 20:25:30| INFO mgfmc_sld finished [took 2410.6163s]
17/12/23 20:27:55| INFO m3wne_sld finished [took 2145.5684s]
17/12/23 20:28:30| INFO mulmc_sld finished [took 2765.9936s]
17/12/23 20:30:30| INFO binis_sld finished [took 2149.0287s]
17/12/23 20:32:17| INFO mgfne_sld finished [took 2373.5675s]
17/12/23 20:33:44| INFO bgfne_sld finished [took 2732.2612s]
17/12/23 20:35:48| INFO mulne_sld finished [took 2640.3284s]
17/12/23 20:39:14| INFO ref finished [took 784.4305s]
17/12/23 20:40:09| INFO bgfis_sld finished [took 2679.2309s]
17/12/23 20:42:59| INFO atc_mc finished [took 868.1519s]
17/12/23 20:45:52| INFO m3wis_sld finished [took 1544.9402s]
17/12/23 20:46:20| INFO doc finished [took 1035.8164s]
17/12/23 20:48:24| INFO mgfis_sld finished [took 1411.1260s]
17/12/23 20:48:38| INFO mulis_sld finished [took 1790.9532s]
17/12/23 20:48:41| INFO gde finished [took 1054.4143s]
17/12/23 20:48:41| INFO Dataset sample [0.2003 0.2003 0.5993] of dataset twitter_gasp_4prevs finished [took 6201.0354s]
17/12/23 20:48:41| INFO Dataset sample [0.2003 0.399 0.4007] of dataset twitter_gasp_4prevs started
17/12/23 21:24:55| INFO bgf_sld finished [took 2118.5952s]
17/12/23 21:25:48| INFO m3w_sld finished [took 2170.6775s]
17/12/23 21:26:20| INFO m3wc_sld finished [took 2204.8712s]
17/12/23 21:26:39| INFO bgfc_sld finished [took 2216.7843s]
17/12/23 21:27:36| INFO mgf_sld finished [took 2284.6511s]
17/12/23 21:30:16| INFO mgfc_sld finished [took 2432.3249s]
17/12/23 21:35:27| INFO mul_sld finished [took 2751.5798s]
17/12/23 21:36:09| INFO bin_sld finished [took 2793.6698s]
17/12/23 21:37:25| INFO binmc_sld finished [took 2866.4312s]
17/12/23 21:37:31| INFO mulc_sld finished [took 2867.1206s]
17/12/23 21:39:01| INFO binc_sld finished [took 2971.4911s]
17/12/23 22:01:40| INFO bgfmc_sld finished [took 2166.9270s]
17/12/23 22:03:14| INFO binne_sld finished [took 2097.7184s]
17/12/23 22:03:44| INFO m3wmc_sld finished [took 2203.0196s]
17/12/23 22:08:57| INFO mgfmc_sld finished [took 2494.9945s]
17/12/23 22:11:50| INFO m3wne_sld finished [took 2104.0904s]
17/12/23 22:11:59| INFO binis_sld finished [took 2028.1904s]
17/12/23 22:15:04| INFO mulmc_sld finished [took 2931.3700s]
17/12/23 22:17:05| INFO bgfne_sld finished [took 2777.8177s]
17/12/23 22:19:35| INFO mgfne_sld finished [took 2495.6540s]
17/12/23 22:21:36| INFO mulne_sld finished [took 2729.7169s]
17/12/23 22:24:53| INFO bgfis_sld finished [took 2720.9906s]
17/12/23 22:26:33| INFO ref finished [took 1018.2304s]
17/12/23 22:28:31| INFO atc_mc finished [took 962.8735s]
17/12/23 22:30:07| INFO doc finished [took 1055.1466s]
17/12/23 22:30:51| INFO mgfis_sld finished [took 1591.7592s]
17/12/23 22:31:15| INFO m3wis_sld finished [took 1648.8863s]
17/12/23 22:32:16| INFO mulis_sld finished [took 1803.1402s]
17/12/23 22:32:45| INFO gde finished [took 1024.3498s]
17/12/23 22:32:45| INFO Dataset sample [0.2003 0.399 0.4007] of dataset twitter_gasp_4prevs finished [took 6244.0135s]
17/12/23 22:32:45| INFO Dataset sample [0.2003 0.5993 0.2003] of dataset twitter_gasp_4prevs started
17/12/23 23:09:36| INFO bgf_sld finished [took 2156.3585s]
17/12/23 23:09:43| INFO m3w_sld finished [took 2166.1990s]
17/12/23 23:10:54| INFO bgfc_sld finished [took 2225.5676s]
17/12/23 23:10:55| INFO m3wc_sld finished [took 2226.6323s]
17/12/23 23:13:14| INFO mgf_sld finished [took 2373.1052s]
17/12/23 23:13:42| INFO mgfc_sld finished [took 2395.2735s]
17/12/23 23:18:23| INFO mul_sld finished [took 2693.6374s]
17/12/23 23:20:14| INFO bin_sld finished [took 2803.8898s]
17/12/23 23:20:56| INFO mulc_sld finished [took 2834.0144s]
17/12/23 23:21:51| INFO binmc_sld finished [took 2880.4855s]
17/12/23 23:22:28| INFO binc_sld finished [took 2920.6299s]
17/12/23 23:46:20| INFO bgfmc_sld finished [took 2168.1728s]
17/12/23 23:48:09| INFO m3wmc_sld finished [took 2193.5878s]
17/12/23 23:48:42| INFO binne_sld finished [took 2087.2780s]
17/12/23 23:50:54| INFO mgfmc_sld finished [took 2358.8747s]
17/12/23 23:57:04| INFO mulmc_sld finished [took 2800.8004s]
17/12/23 23:57:18| INFO binis_sld finished [took 2092.3093s]
17/12/23 23:58:45| INFO m3wne_sld finished [took 2270.1433s]
17/12/23 23:58:51| INFO bgfne_sld finished [took 2680.1004s]
18/12/23 00:02:16| INFO mgfne_sld finished [took 2443.5260s]
18/12/23 00:05:28| INFO mulne_sld finished [took 2790.0589s]
18/12/23 00:06:55| INFO bgfis_sld finished [took 2628.5702s]
18/12/23 00:07:58| INFO ref finished [took 996.1022s]
18/12/23 00:11:48| INFO atc_mc finished [took 860.1618s]
18/12/23 00:14:36| INFO m3wis_sld finished [took 1546.6583s]
18/12/23 00:14:42| INFO doc finished [took 1008.6691s]
18/12/23 00:15:28| INFO mgfis_sld finished [took 1566.8474s]
18/12/23 00:15:58| INFO mulis_sld finished [took 1740.7998s]
18/12/23 00:16:25| INFO gde finished [took 1024.5265s]
18/12/23 00:16:25| INFO Dataset sample [0.2003 0.5993 0.2003] of dataset twitter_gasp_4prevs finished [took 6219.4659s]
18/12/23 00:16:25| INFO Dataset sample [0.399 0.2003 0.4007] of dataset twitter_gasp_4prevs started
18/12/23 00:52:50| INFO bgf_sld finished [took 2128.7440s]
18/12/23 00:53:05| INFO m3w_sld finished [took 2146.1814s]
18/12/23 00:54:24| INFO m3wc_sld finished [took 2216.5372s]
18/12/23 00:54:52| INFO bgfc_sld finished [took 2243.6559s]
18/12/23 00:57:27| INFO mgf_sld finished [took 2406.4161s]
18/12/23 00:58:05| INFO mgfc_sld finished [took 2436.6876s]
18/12/23 01:02:46| INFO mulc_sld finished [took 2717.3027s]
18/12/23 01:02:50| INFO mul_sld finished [took 2728.8059s]
18/12/23 01:03:11| INFO bin_sld finished [took 2750.1324s]
18/12/23 01:05:17| INFO binmc_sld finished [took 2867.7904s]
18/12/23 01:06:25| INFO binc_sld finished [took 2964.8410s]
18/12/23 01:29:46| INFO m3wmc_sld finished [took 2094.5553s]
18/12/23 01:30:20| INFO bgfmc_sld finished [took 2210.1995s]
18/12/23 01:33:41| INFO binne_sld finished [took 2133.9492s]
18/12/23 01:36:24| INFO mgfmc_sld finished [took 2447.0027s]
18/12/23 01:39:58| INFO mulmc_sld finished [took 2772.3071s]
18/12/23 01:40:18| INFO m3wne_sld finished [took 2212.7777s]
18/12/23 01:42:11| INFO binis_sld finished [took 2190.4691s]
18/12/23 01:43:23| INFO mgfne_sld finished [took 2370.8217s]
18/12/23 01:45:20| INFO bgfne_sld finished [took 2796.8610s]
18/12/23 01:49:21| INFO mulne_sld finished [took 2757.5310s]
18/12/23 01:52:00| INFO ref finished [took 898.0978s]
18/12/23 01:52:18| INFO bgfis_sld finished [took 2718.0250s]
18/12/23 01:55:16| INFO atc_mc finished [took 879.8002s]
18/12/23 01:58:20| INFO doc finished [took 1052.5104s]
18/12/23 01:58:35| INFO m3wis_sld finished [took 1654.6084s]
18/12/23 01:59:24| INFO mulis_sld finished [took 1739.9129s]
18/12/23 01:59:43| INFO gde finished [took 1015.1624s]
18/12/23 02:00:15| INFO mgfis_sld finished [took 1555.1790s]
18/12/23 02:00:15| INFO Dataset sample [0.399 0.2003 0.4007] of dataset twitter_gasp_4prevs finished [took 6229.6418s]
18/12/23 02:00:15| INFO Dataset sample [0.399 0.4007 0.2003] of dataset twitter_gasp_4prevs started
18/12/23 02:35:50| INFO bgf_sld finished [took 2080.6718s]
18/12/23 02:36:21| INFO bgfc_sld finished [took 2129.3291s]
18/12/23 02:38:03| INFO m3w_sld finished [took 2213.8661s]
18/12/23 02:38:45| INFO m3wc_sld finished [took 2246.8331s]
18/12/23 02:40:38| INFO mgf_sld finished [took 2368.6231s]
18/12/23 02:41:21| INFO mgfc_sld finished [took 2403.3363s]
18/12/23 02:46:03| INFO bin_sld finished [took 2698.9271s]
18/12/23 02:46:43| INFO mul_sld finished [took 2733.3692s]
18/12/23 02:48:04| INFO mulc_sld finished [took 2806.1284s]
18/12/23 02:49:31| INFO binmc_sld finished [took 2895.4142s]
18/12/23 02:51:03| INFO binc_sld finished [took 2985.3940s]
18/12/23 03:13:05| INFO bgfmc_sld finished [took 2196.2538s]
18/12/23 03:15:42| INFO m3wmc_sld finished [took 2225.7638s]
18/12/23 03:16:25| INFO binne_sld finished [took 2109.8157s]
18/12/23 03:20:55| INFO mgfmc_sld finished [took 2491.6574s]
18/12/23 03:24:33| INFO m3wne_sld finished [took 2230.0010s]
18/12/23 03:25:22| INFO binis_sld finished [took 2113.0526s]
18/12/23 03:26:44| INFO mgfne_sld finished [took 2289.2967s]
18/12/23 03:27:07| INFO mulmc_sld finished [took 3005.7104s]
18/12/23 03:28:32| INFO bgfne_sld finished [took 2792.8853s]
18/12/23 03:31:15| INFO mulne_sld finished [took 2685.8253s]
18/12/23 03:34:27| INFO bgfis_sld finished [took 2567.9325s]
18/12/23 03:36:38| INFO ref finished [took 905.3318s]
18/12/23 03:40:13| INFO atc_mc finished [took 902.6946s]
18/12/23 03:41:33| INFO doc finished [took 942.8322s]
18/12/23 03:42:24| INFO m3wis_sld finished [took 1570.2827s]
18/12/23 03:43:01| INFO mgfis_sld finished [took 1557.7496s]
18/12/23 03:43:27| INFO gde finished [took 975.4425s]
18/12/23 03:43:52| INFO mulis_sld finished [took 1809.2311s]
18/12/23 03:43:52| INFO Dataset sample [0.399 0.4007 0.2003] of dataset twitter_gasp_4prevs finished [took 6217.4506s]
18/12/23 03:43:53| INFO Dataset sample [0.5993 0.2003 0.2003] of dataset twitter_gasp_4prevs started
18/12/23 04:18:43| INFO m3w_sld finished [took 2035.0053s]
18/12/23 04:20:39| INFO bgfc_sld finished [took 2143.4561s]
18/12/23 04:20:58| INFO bgf_sld finished [took 2173.4480s]
18/12/23 04:22:41| INFO m3wc_sld finished [took 2264.9206s]
18/12/23 04:24:59| INFO mgf_sld finished [took 2409.8597s]
18/12/23 04:26:13| INFO mgfc_sld finished [took 2477.2391s]
18/12/23 04:29:53| INFO mul_sld finished [took 2724.3104s]
18/12/23 04:31:20| INFO mulc_sld finished [took 2786.1613s]
18/12/23 04:31:44| INFO binc_sld finished [took 2815.5028s]
18/12/23 04:31:46| INFO bin_sld finished [took 2818.1159s]
18/12/23 04:32:58| INFO binmc_sld finished [took 2882.0064s]
18/12/23 04:55:04| INFO bgfmc_sld finished [took 2145.3192s]
18/12/23 04:59:21| INFO m3wmc_sld finished [took 2267.8424s]
18/12/23 05:00:25| INFO binne_sld finished [took 2090.4183s]
18/12/23 05:05:09| INFO mgfmc_sld finished [took 2508.6745s]
18/12/23 05:07:34| INFO m3wne_sld finished [took 2131.4042s]
18/12/23 05:07:55| INFO binis_sld finished [took 2126.4658s]
18/12/23 05:09:07| INFO mulmc_sld finished [took 2866.5159s]
18/12/23 05:12:04| INFO mgfne_sld finished [took 2383.5172s]
18/12/23 05:12:54| INFO bgfne_sld finished [took 2772.1248s]
18/12/23 05:15:48| INFO mulne_sld finished [took 2724.0435s]
18/12/23 05:16:34| INFO bgfis_sld finished [took 2581.5470s]
18/12/23 05:22:14| INFO ref finished [took 987.2028s]
18/12/23 05:22:20| INFO atc_mc finished [took 859.6451s]
18/12/23 05:24:22| INFO doc finished [took 952.2024s]
18/12/23 05:26:35| INFO mulis_sld finished [took 1853.7097s]
18/12/23 05:26:35| INFO gde finished [took 1012.5558s]
18/12/23 05:26:45| INFO mgfis_sld finished [took 1540.1588s]
18/12/23 05:27:08| INFO m3wis_sld finished [took 1628.8541s]
18/12/23 05:27:08| INFO Dataset sample [0.5993 0.2003 0.2003] of dataset twitter_gasp_4prevs finished [took 6195.3251s]
----------------------------------------------------------------------------------------------------
18/12/23 19:40:05| INFO dataset imdb [pool size: 10]
18/12/23 19:40:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
18/12/23 19:40:08| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 19:40:09| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
18/12/23 19:40:09| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 19:40:10| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
18/12/23 19:41:01| INFO d_mul_sld_lr finished [took 52.9117s]
18/12/23 19:41:02| WARNING Method d_bin_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 19:41:03| WARNING Method d_mul_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 19:41:04| INFO d_m3w_sld_lr finished [took 54.9949s]
18/12/23 19:41:11| INFO d_bin_sld_lr finished [took 62.0062s]
18/12/23 19:41:14| INFO bin_sld_lr finished [took 65.4728s]
18/12/23 19:41:18| INFO m3w_sld_lr finished [took 68.6640s]
18/12/23 19:41:29| INFO mul_sld_lr finished [took 79.7951s]
18/12/23 19:41:29| INFO ref finished [took 24.4870s]
18/12/23 19:41:36| INFO doc finished [took 20.9326s]
18/12/23 19:41:41| INFO atc_mc finished [took 29.1987s]
18/12/23 19:44:58| INFO d_m3w_sld_rbf finished [took 289.2105s]
18/12/23 20:00:17| INFO d_m3w_kde_lr finished [took 1206.2517s]
18/12/23 20:00:36| INFO m3w_kde_lr finished [took 1226.1312s]
18/12/23 20:01:46| INFO d_mul_kde_lr finished [took 1296.1545s]
18/12/23 20:02:23| INFO mul_kde_lr finished [took 1333.4920s]
18/12/23 20:03:36| INFO d_m3w_kde_rbf finished [took 1352.9655s]
18/12/23 20:03:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 1411.7874s]
18/12/23 20:03:37| INFO Dataset sample [0.2 0.8] of dataset imdb started
18/12/23 20:04:21| INFO m3w_sld_lr finished [took 42.8400s]
18/12/23 20:04:28| INFO d_m3w_sld_lr finished [took 46.2757s]
18/12/23 20:04:29| INFO d_mul_sld_lr finished [took 50.6629s]
18/12/23 20:04:55| INFO mul_sld_lr finished [took 76.9876s]
18/12/23 20:05:02| INFO bin_sld_lr finished [took 83.8703s]
18/12/23 20:06:06| INFO d_bin_sld_lr finished [took 147.4793s]
18/12/23 20:13:32| INFO d_bin_sld_rbf finished [took 590.7321s]
18/12/23 20:14:20| INFO d_m3w_sld_rbf finished [took 638.1385s]
18/12/23 20:14:45| INFO ref finished [took 24.5481s]
18/12/23 20:14:48| INFO d_mul_sld_rbf finished [took 667.9617s]
18/12/23 20:15:12| INFO doc finished [took 23.9686s]
18/12/23 20:15:19| INFO atc_mc finished [took 32.4979s]
18/12/23 20:25:48| INFO d_bin_kde_lr finished [took 1278.5963s]
18/12/23 20:25:48| INFO bin_kde_lr finished [took 1326.5022s]
18/12/23 20:27:42| INFO d_m3w_kde_lr finished [took 1365.7467s]
18/12/23 20:28:13| INFO m3w_kde_lr finished [took 1431.4014s]
18/12/23 20:29:29| INFO d_mul_kde_lr finished [took 1499.2896s]
18/12/23 20:31:01| INFO d_bin_kde_rbf finished [took 1557.9838s]
18/12/23 20:32:09| INFO mul_kde_lr finished [took 1707.0078s]
18/12/23 20:38:34| INFO d_mul_kde_rbf finished [took 1947.2274s]
18/12/23 20:39:40| INFO d_m3w_kde_rbf finished [took 1566.8918s]
18/12/23 20:39:40| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2163.2636s]
18/12/23 20:39:40| INFO Dataset sample [0.3 0.7] of dataset imdb started
18/12/23 20:40:30| INFO d_m3w_sld_lr finished [took 44.8482s]
18/12/23 20:40:41| INFO m3w_sld_lr finished [took 56.2181s]
18/12/23 20:40:47| INFO d_mul_sld_lr finished [took 61.6232s]
18/12/23 20:40:50| INFO mul_sld_lr finished [took 69.2421s]
18/12/23 20:40:56| INFO d_bin_sld_lr finished [took 72.7019s]
18/12/23 20:40:57| INFO bin_sld_lr finished [took 76.1819s]
18/12/23 20:47:36| INFO d_bin_sld_rbf finished [took 470.8245s]
18/12/23 20:52:10| INFO d_m3w_sld_rbf finished [took 744.6789s]
18/12/23 20:52:27| INFO ref finished [took 16.2579s]
18/12/23 20:52:35| INFO d_mul_sld_rbf finished [took 769.7449s]
18/12/23 20:52:51| INFO atc_mc finished [took 23.5204s]
18/12/23 20:52:59| INFO doc finished [took 23.0529s]
18/12/23 20:56:43| INFO d_bin_kde_lr finished [took 961.4746s]
18/12/23 20:56:57| INFO bin_kde_lr finished [took 1031.9897s]
18/12/23 21:01:15| INFO d_m3w_kde_lr finished [took 1223.2831s]
18/12/23 21:01:55| INFO mul_kde_lr finished [took 1329.9820s]
18/12/23 21:03:17| INFO m3w_kde_lr finished [took 1366.5427s]
18/12/23 21:03:30| INFO d_bin_kde_rbf finished [took 1353.2966s]
18/12/23 21:03:44| INFO d_mul_kde_lr finished [took 1375.8524s]
18/12/23 21:06:28| INFO d_mul_kde_rbf finished [took 1529.5220s]
18/12/23 21:11:10| INFO d_m3w_kde_rbf finished [took 1413.5065s]
18/12/23 21:11:10| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1890.0730s]
18/12/23 21:11:10| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
18/12/23 21:11:52| INFO m3w_sld_lr finished [took 38.2640s]
18/12/23 21:11:58| INFO d_m3w_sld_lr finished [took 43.1041s]
18/12/23 21:12:25| INFO d_mul_sld_lr finished [took 70.4765s]
18/12/23 21:12:26| INFO d_bin_sld_lr finished [took 71.7504s]
18/12/23 21:12:28| INFO bin_sld_lr finished [took 76.7383s]
18/12/23 21:12:33| INFO mul_sld_lr finished [took 81.8358s]
18/12/23 21:19:20| INFO d_bin_sld_rbf finished [took 485.0791s]
18/12/23 21:23:25| INFO d_m3w_sld_rbf finished [took 731.7693s]
18/12/23 21:23:49| INFO ref finished [took 23.8766s]
18/12/23 21:24:24| INFO atc_mc finished [took 33.9496s]
18/12/23 21:24:47| INFO doc finished [took 22.7075s]
18/12/23 21:25:56| INFO d_mul_sld_rbf finished [took 881.5268s]
18/12/23 21:26:06| INFO bin_kde_lr finished [took 891.1501s]
18/12/23 21:26:32| INFO d_bin_kde_lr finished [took 873.9803s]
18/12/23 21:32:34| INFO m3w_kde_lr finished [took 1241.3976s]
18/12/23 21:32:37| INFO d_bin_kde_rbf finished [took 1208.0331s]
18/12/23 21:33:15| INFO mul_kde_lr finished [took 1320.3191s]
18/12/23 21:34:00| INFO d_m3w_kde_lr finished [took 1292.2881s]
18/12/23 21:36:46| INFO d_mul_kde_lr finished [took 1460.1482s]
18/12/23 21:40:53| INFO d_mul_kde_rbf finished [took 1698.8146s]
18/12/23 21:42:22| INFO d_m3w_kde_rbf finished [took 1381.9386s]
18/12/23 21:42:22| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1872.4717s]
18/12/23 21:42:23| INFO Dataset sample [0.5 0.5] of dataset imdb started
18/12/23 21:43:06| INFO m3w_sld_lr finished [took 39.0823s]
18/12/23 21:43:14| INFO d_m3w_sld_lr finished [took 46.6147s]
18/12/23 21:43:32| INFO d_bin_sld_lr finished [took 64.6543s]
18/12/23 21:43:39| INFO bin_sld_lr finished [took 74.9528s]
18/12/23 21:43:39| INFO d_mul_sld_lr finished [took 71.8535s]
18/12/23 21:43:47| INFO mul_sld_lr finished [took 83.0415s]
18/12/23 21:50:31| INFO d_bin_sld_rbf finished [took 483.9393s]
18/12/23 21:54:34| INFO d_m3w_sld_rbf finished [took 726.5065s]
18/12/23 21:54:58| INFO ref finished [took 23.1354s]
18/12/23 21:55:31| INFO atc_mc finished [took 32.5547s]
18/12/23 21:55:54| INFO doc finished [took 21.9589s]
18/12/23 21:57:28| INFO bin_kde_lr finished [took 900.8332s]
18/12/23 21:57:51| INFO d_bin_kde_lr finished [took 875.5762s]
18/12/23 21:59:58| INFO d_mul_sld_rbf finished [took 1052.8366s]
18/12/23 22:02:37| INFO d_bin_kde_rbf finished [took 1137.1069s]
18/12/23 22:04:50| INFO m3w_kde_lr finished [took 1303.0191s]
18/12/23 22:06:36| INFO d_m3w_kde_lr finished [took 1376.1796s]
18/12/23 22:07:55| INFO mul_kde_lr finished [took 1527.0651s]
18/12/23 22:09:02| INFO d_mul_kde_lr finished [took 1528.6803s]
18/12/23 22:11:59| INFO d_mul_kde_rbf finished [took 1691.3925s]
18/12/23 22:15:38| INFO d_m3w_kde_rbf finished [took 1506.1805s]
18/12/23 22:15:38| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1995.6996s]
18/12/23 22:15:38| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
18/12/23 22:16:27| INFO d_m3w_sld_lr finished [took 43.8653s]
18/12/23 22:16:43| INFO m3w_sld_lr finished [took 59.6512s]
18/12/23 22:16:49| INFO d_mul_sld_lr finished [took 66.1152s]
18/12/23 22:16:54| INFO d_bin_sld_lr finished [took 70.7339s]
18/12/23 22:16:59| INFO bin_sld_lr finished [took 79.8983s]
18/12/23 22:17:03| INFO mul_sld_lr finished [took 83.7303s]
18/12/23 22:22:36| INFO d_bin_sld_rbf finished [took 412.3033s]
18/12/23 22:28:36| INFO d_m3w_sld_rbf finished [took 772.7807s]
18/12/23 22:29:00| INFO ref finished [took 23.0908s]
18/12/23 22:29:33| INFO atc_mc finished [took 32.4375s]
18/12/23 22:29:50| INFO doc finished [took 15.7828s]
18/12/23 22:30:34| INFO bin_kde_lr finished [took 892.4495s]
18/12/23 22:31:04| INFO d_bin_kde_lr finished [took 860.6456s]
18/12/23 22:31:50| INFO d_mul_sld_rbf finished [took 966.2709s]
18/12/23 22:34:52| INFO d_bin_kde_rbf finished [took 1072.1920s]
18/12/23 22:37:11| INFO mul_kde_lr finished [took 1287.6782s]
18/12/23 22:38:29| INFO d_m3w_kde_lr finished [took 1294.3601s]
18/12/23 22:38:39| INFO m3w_kde_lr finished [took 1330.7363s]
18/12/23 22:39:49| INFO d_mul_kde_lr finished [took 1378.9906s]
18/12/23 22:44:44| INFO d_mul_kde_rbf finished [took 1659.7127s]
18/12/23 22:45:33| INFO d_m3w_kde_rbf finished [took 1376.0489s]
18/12/23 22:45:33| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1794.4620s]
18/12/23 22:45:33| INFO Dataset sample [0.7 0.3] of dataset imdb started
18/12/23 22:46:21| INFO d_mul_sld_lr finished [took 44.2435s]
18/12/23 22:46:25| INFO d_m3w_sld_lr finished [took 46.6289s]
18/12/23 22:46:41| INFO m3w_sld_lr finished [took 62.5500s]
18/12/23 22:46:50| INFO d_bin_sld_lr finished [took 70.8220s]
18/12/23 22:46:59| INFO bin_sld_lr finished [took 84.1162s]
18/12/23 22:47:01| INFO mul_sld_lr finished [took 86.5132s]
18/12/23 22:53:12| INFO d_bin_sld_rbf finished [took 453.1987s]
18/12/23 22:57:26| INFO d_m3w_sld_rbf finished [took 706.7317s]
18/12/23 22:57:50| INFO ref finished [took 23.1924s]
18/12/23 22:58:24| INFO atc_mc finished [took 32.8152s]
18/12/23 22:58:26| INFO d_mul_sld_rbf finished [took 767.1925s]
18/12/23 22:58:40| INFO doc finished [took 15.4136s]
18/12/23 23:01:15| INFO bin_kde_lr finished [took 936.2436s]
18/12/23 23:03:09| INFO d_bin_kde_lr finished [took 1002.2393s]
18/12/23 23:06:13| INFO d_bin_kde_rbf finished [took 1152.9374s]
18/12/23 23:07:16| INFO m3w_kde_lr finished [took 1253.8514s]
18/12/23 23:07:58| INFO d_m3w_kde_lr finished [took 1267.5150s]
18/12/23 23:09:29| INFO d_mul_kde_lr finished [took 1365.9902s]
18/12/23 23:10:02| INFO mul_kde_lr finished [took 1463.4037s]
18/12/23 23:16:28| INFO d_mul_kde_rbf finished [took 1765.7567s]
18/12/23 23:16:41| INFO d_m3w_kde_rbf finished [took 1408.2409s]
18/12/23 23:16:41| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1868.6905s]
18/12/23 23:16:42| INFO Dataset sample [0.8 0.2] of dataset imdb started
18/12/23 23:17:16| INFO d_m3w_sld_lr finished [took 30.5566s]
18/12/23 23:17:46| INFO d_mul_sld_lr finished [took 60.3788s]
18/12/23 23:17:47| INFO m3w_sld_lr finished [took 60.6031s]
18/12/23 23:18:23| INFO mul_sld_lr finished [took 100.0212s]
18/12/23 23:18:23| INFO bin_sld_lr finished [took 100.3265s]
18/12/23 23:19:40| INFO d_bin_sld_lr finished [took 173.6644s]
18/12/23 23:25:51| INFO d_bin_sld_rbf finished [took 545.1554s]
18/12/23 23:28:01| INFO d_mul_sld_rbf finished [took 676.5357s]
18/12/23 23:28:07| INFO d_m3w_sld_rbf finished [took 680.6203s]
18/12/23 23:28:20| INFO ref finished [took 18.0862s]
18/12/23 23:28:37| INFO doc finished [took 16.3531s]
18/12/23 23:28:41| INFO atc_mc finished [took 33.7664s]
18/12/23 23:39:17| INFO bin_kde_lr finished [took 1350.9214s]
18/12/23 23:40:06| INFO d_bin_kde_lr finished [took 1339.2039s]
18/12/23 23:43:02| INFO m3w_kde_lr finished [took 1545.1721s]
18/12/23 23:43:25| INFO d_bin_kde_rbf finished [took 1501.5668s]
18/12/23 23:43:48| INFO d_m3w_kde_lr finished [took 1524.4101s]
18/12/23 23:45:01| INFO mul_kde_lr finished [took 1694.8837s]
18/12/23 23:45:11| INFO d_mul_kde_lr finished [took 1643.5525s]
18/12/23 23:51:24| INFO d_mul_kde_rbf finished [took 1903.5293s]
18/12/23 23:52:39| INFO d_m3w_kde_rbf finished [took 1607.0598s]
18/12/23 23:52:39| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2157.6391s]
18/12/23 23:52:39| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
18/12/23 23:52:44| WARNING Method d_mul_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 23:52:46| WARNING Method d_bin_sld_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 23:53:41| INFO d_m3w_sld_lr finished [took 57.2780s]
18/12/23 23:53:44| INFO d_mul_sld_lr finished [took 60.4866s]
18/12/23 23:53:49| INFO m3w_sld_lr finished [took 65.5726s]
18/12/23 23:54:08| WARNING Method d_bin_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 23:54:09| WARNING Method d_mul_kde_rbf failed. Exception: Requesting 5-fold cross-validation but provided less than 5 examples for at least one class.
18/12/23 23:54:10| INFO bin_sld_lr finished [took 89.4668s]
18/12/23 23:54:23| INFO mul_sld_lr finished [took 102.9556s]
18/12/23 23:54:35| INFO ref finished [took 24.5069s]
18/12/23 23:54:35| INFO d_bin_sld_lr finished [took 111.1663s]
18/12/23 23:54:51| INFO doc finished [took 15.5940s]
18/12/23 23:54:57| INFO atc_mc finished [took 33.3940s]
18/12/23 23:57:40| INFO d_m3w_sld_rbf finished [took 296.1662s]
19/12/23 00:12:22| INFO d_bin_kde_lr finished [took 1174.3772s]
19/12/23 00:13:20| INFO bin_kde_lr finished [took 1236.4779s]
19/12/23 00:13:32| INFO m3w_kde_lr finished [took 1246.8613s]
19/12/23 00:15:05| INFO mul_kde_lr finished [took 1342.5309s]
19/12/23 00:17:55| INFO d_m3w_kde_rbf finished [took 1425.5114s]
19/12/23 00:19:09| INFO d_m3w_kde_lr finished [took 1523.8717s]
19/12/23 00:20:21| INFO d_mul_kde_lr finished [took 1599.3882s]
19/12/23 00:20:21| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 1662.2477s]
----------------------------------------------------------------------------------------------------
19/12/23 00:32:46| INFO dataset imdb [pool size: 10]
19/12/23 00:32:46| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
19/12/23 00:33:58| INFO m3w_sld_lr_mc finished [took 67.0393s]
19/12/23 00:34:04| INFO m3w_sld_lr_c finished [took 72.9472s]
19/12/23 00:34:10| INFO m3w_sld_lr finished [took 79.1777s]
19/12/23 00:34:10| INFO mul_sld_lr_ne finished [took 79.0815s]
19/12/23 00:34:11| INFO mul_sld_lr_c finished [took 80.5416s]
19/12/23 00:34:13| INFO bin_sld_lr_mc finished [took 82.5162s]
19/12/23 00:34:16| INFO bin_sld_lr finished [took 87.0779s]
19/12/23 00:34:16| INFO mul_sld_lr_mc finished [took 85.3566s]
19/12/23 00:34:22| INFO bin_sld_lr_ne finished [took 91.4804s]
19/12/23 00:34:28| INFO bin_sld_lr_c finished [took 96.6631s]
19/12/23 00:34:32| INFO mul_sld_lr finished [took 100.7730s]
19/12/23 00:34:45| INFO ref finished [took 32.6728s]
19/12/23 00:34:45| INFO m3w_sld_lr_ne finished [took 46.7359s]
19/12/23 00:34:48| INFO doc finished [took 31.2321s]
19/12/23 00:34:51| INFO gde finished [took 27.1094s]
19/12/23 00:34:56| INFO atc_mc finished [took 41.1273s]
19/12/23 00:35:03| INFO m3w_sld_lr_is finished [took 52.3712s]
19/12/23 00:35:08| INFO mul_sld_lr_is finished [took 57.2284s]
19/12/23 00:35:11| INFO bin_sld_lr_is finished [took 65.7503s]
19/12/23 00:39:13| INFO rca finished [took 295.3175s]
19/12/23 01:07:13| INFO mandoline finished [took 1964.7211s]
19/12/23 01:07:18| WARNING Method bin_sld_lr_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
19/12/23 01:07:30| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00]
nit: 0
jac: [ nan nan nan nan nan]
nfev: 21
njev: 21
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 01:07:42| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 4.197e-01 -1.052e+00 1.665e+00 -6.125e-01]
nit: 3
jac: [ 7.027e-02 2.701e-02 -1.237e-02 -1.463e-02]
nfev: 8
njev: 8
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 01:07:42| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2095.3329s]
19/12/23 01:07:42| INFO Dataset sample [0.2 0.8] of dataset imdb started
19/12/23 01:08:48| INFO m3w_sld_lr_c finished [took 61.0770s]
19/12/23 01:08:57| INFO m3w_sld_lr finished [took 70.3709s]
19/12/23 01:08:58| INFO m3w_sld_lr_mc finished [took 71.5069s]
19/12/23 01:09:03| INFO bin_sld_lr finished [took 78.8188s]
19/12/23 01:09:14| INFO mul_sld_lr_ne finished [took 86.7311s]
19/12/23 01:09:15| INFO mul_sld_lr_c finished [took 87.7823s]
19/12/23 01:09:19| INFO mul_sld_lr_mc finished [took 91.8351s]
19/12/23 01:09:20| INFO mul_sld_lr finished [took 93.2670s]
19/12/23 01:09:35| INFO bin_sld_lr_ne finished [took 107.6226s]
19/12/23 01:09:39| INFO bin_sld_lr_c finished [took 112.2044s]
19/12/23 01:09:42| INFO bin_sld_lr_mc finished [took 114.8029s]
19/12/23 01:09:45| INFO m3w_sld_lr_ne finished [took 55.5086s]
19/12/23 01:09:45| INFO ref finished [took 29.8094s]
19/12/23 01:09:55| INFO doc finished [took 34.7690s]
19/12/23 01:09:55| INFO atc_mc finished [took 39.3828s]
19/12/23 01:09:58| INFO gde finished [took 22.2145s]
19/12/23 01:10:03| INFO m3w_sld_lr_is finished [took 58.4886s]
19/12/23 01:10:10| INFO mul_sld_lr_is finished [took 70.2144s]
19/12/23 01:10:15| INFO bin_sld_lr_is finished [took 76.6813s]
19/12/23 01:15:12| INFO rca finished [took 350.8339s]
19/12/23 01:43:12| INFO mandoline finished [took 2011.3730s]
19/12/23 01:43:20| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 7.611e-01 -7.037e-01 7.037e-01]
nit: 2
jac: [ 6.023e-02 3.533e-02 -3.533e-02]
nfev: 8
njev: 8
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 01:43:34| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 2.748e-01 -5.372e-01 -3.484e-01 -8.418e-01 1.727e+00]
nit: 2
jac: [ 3.170e-01 -2.017e-02 -4.890e-02 3.012e-02 3.895e-02]
nfev: 5
njev: 5
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 01:43:45| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 6.199e-01 -3.470e-01 6.346e-01 -2.876e-01]
nit: 2
jac: [ 2.525e-01 8.352e-02 -1.374e-01 5.383e-02]
nfev: 7
njev: 7
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 01:43:45| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2162.6439s]
19/12/23 01:43:45| INFO Dataset sample [0.3 0.7] of dataset imdb started
19/12/23 01:44:47| INFO bin_sld_lr_mc finished [took 57.0070s]
19/12/23 01:45:03| INFO m3w_sld_lr finished [took 73.6616s]
19/12/23 01:45:04| INFO m3w_sld_lr_c finished [took 74.3379s]
19/12/23 01:45:05| INFO m3w_sld_lr_mc finished [took 74.5903s]
19/12/23 01:45:19| INFO mul_sld_lr_c finished [took 91.1719s]
19/12/23 01:45:20| INFO bin_sld_lr_ne finished [took 90.1512s]
19/12/23 01:45:22| INFO bin_sld_lr finished [took 92.9608s]
19/12/23 01:45:26| INFO mul_sld_lr_mc finished [took 95.5780s]
19/12/23 01:45:26| INFO mul_sld_lr finished [took 96.7506s]
19/12/23 01:45:27| INFO bin_sld_lr_c finished [took 96.6998s]
19/12/23 01:45:27| INFO mul_sld_lr_ne finished [took 96.9061s]
19/12/23 01:45:40| INFO m3w_sld_lr_ne finished [took 52.3703s]
19/12/23 01:45:47| INFO doc finished [took 23.5455s]
19/12/23 01:45:50| INFO atc_mc finished [took 29.0422s]
19/12/23 01:45:51| INFO ref finished [took 31.4018s]
19/12/23 01:45:55| INFO gde finished [took 27.3486s]
19/12/23 01:46:04| INFO m3w_sld_lr_is finished [took 57.7590s]
19/12/23 01:46:10| INFO bin_sld_lr_is finished [took 65.1514s]
19/12/23 01:46:11| INFO mul_sld_lr_is finished [took 65.1240s]
19/12/23 01:50:59| INFO rca finished [took 331.5809s]
19/12/23 02:19:10| INFO mandoline finished [took 2021.8233s]
19/12/23 02:19:17| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 2.507e-01 1.239e+00 -1.239e+00]
nit: 41
jac: [ 3.506e-03 7.936e-04 -7.936e-04]
nfev: 76
njev: 76
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 02:19:30| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 2.828e-01 -1.393e-01 -4.383e-01 -9.187e-01 1.496e+00]
nit: 2
jac: [ 4.883e-01 -6.788e-02 -3.189e-02 3.519e-02 6.458e-02]
nfev: 5
njev: 5
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 02:19:42| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 9.500e-02 -3.657e-01 9.449e-01 -5.791e-01]
nit: 3
jac: [ 1.441e+00 -6.825e-03 5.467e-02 -4.785e-02]
nfev: 8
njev: 8
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 02:19:42| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 2157.0731s]
19/12/23 02:19:42| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
19/12/23 02:20:58| INFO m3w_sld_lr finished [took 71.9062s]
19/12/23 02:21:01| INFO m3w_sld_lr_mc finished [took 74.2798s]
19/12/23 02:21:01| INFO m3w_sld_lr_c finished [took 74.7818s]
19/12/23 02:21:08| INFO mul_sld_lr finished [took 82.0520s]
19/12/23 02:21:09| INFO bin_sld_lr_c finished [took 82.4310s]
19/12/23 02:21:09| INFO mul_sld_lr_c finished [took 83.1189s]
19/12/23 02:21:13| INFO mul_sld_lr_ne finished [took 88.9290s]
19/12/23 02:21:16| INFO bin_sld_lr_ne finished [took 89.8806s]
19/12/23 02:21:21| INFO bin_sld_lr_mc finished [took 94.3244s]
19/12/23 02:21:21| INFO bin_sld_lr finished [took 94.4934s]
19/12/23 02:21:25| INFO mul_sld_lr_mc finished [took 98.2914s]
19/12/23 02:21:45| INFO ref finished [took 34.8253s]
19/12/23 02:21:46| INFO doc finished [took 31.5499s]
19/12/23 02:21:48| INFO gde finished [took 26.1162s]
19/12/23 02:21:51| INFO m3w_sld_lr_ne finished [took 51.3138s]
19/12/23 02:21:53| INFO atc_mc finished [took 42.8812s]
19/12/23 02:22:00| INFO m3w_sld_lr_is finished [took 50.5530s]
19/12/23 02:22:05| INFO bin_sld_lr_is finished [took 63.2200s]
19/12/23 02:22:10| INFO mul_sld_lr_is finished [took 67.8445s]
19/12/23 02:27:08| INFO rca finished [took 350.3846s]
19/12/23 02:55:21| INFO mandoline finished [took 2038.4838s]
19/12/23 02:55:27| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 7.107e-02 1.158e+01 -1.158e+01]
nit: 52
jac: [ 4.462e+00 1.139e-02 -1.139e-02]
nfev: 71
njev: 71
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 02:55:40| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 4.002e-02 4.103e-01 -6.405e-01 -9.711e-01 1.201e+00]
nit: 4
jac: [ 1.848e+00 -1.204e-02 -5.731e-02 -5.519e-05 6.940e-02]
nfev: 14
njev: 14
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 02:55:51| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 7.966e-01 -2.797e-02 3.716e-01 -3.436e-01]
nit: 2
jac: [ 1.360e-01 -4.225e-03 -9.256e-02 9.679e-02]
nfev: 9
njev: 9
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 02:55:51| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 2169.1359s]
19/12/23 02:55:51| INFO Dataset sample [0.5 0.5] of dataset imdb started
19/12/23 02:57:05| INFO m3w_sld_lr finished [took 69.6516s]
19/12/23 02:57:11| INFO m3w_sld_lr_mc finished [took 74.5356s]
19/12/23 02:57:11| INFO m3w_sld_lr_c finished [took 74.9497s]
19/12/23 02:57:12| INFO bin_sld_lr finished [took 76.5013s]
19/12/23 02:57:15| INFO mul_sld_lr_ne finished [took 81.5282s]
19/12/23 02:57:16| INFO bin_sld_lr_mc finished [took 80.4226s]
19/12/23 02:57:23| INFO bin_sld_lr_ne finished [took 87.1389s]
19/12/23 02:57:24| INFO bin_sld_lr_c finished [took 88.7411s]
19/12/23 02:57:27| INFO mul_sld_lr finished [took 91.7909s]
19/12/23 02:57:35| INFO mul_sld_lr_c finished [took 99.3368s]
19/12/23 02:57:37| INFO mul_sld_lr_mc finished [took 100.6876s]
19/12/23 02:57:48| INFO gde finished [took 20.0755s]
19/12/23 02:57:51| INFO ref finished [took 34.8035s]
19/12/23 02:57:56| INFO doc finished [took 31.7760s]
19/12/23 02:58:02| INFO atc_mc finished [took 44.2188s]
19/12/23 02:58:04| INFO m3w_sld_lr_ne finished [took 58.0492s]
19/12/23 02:58:08| INFO bin_sld_lr_is finished [took 56.4298s]
19/12/23 02:58:12| INFO m3w_sld_lr_is finished [took 58.9314s]
19/12/23 02:58:20| INFO mul_sld_lr_is finished [took 67.9583s]
19/12/23 03:03:18| INFO rca finished [took 352.6517s]
19/12/23 03:30:50| INFO mandoline finished [took 1993.9503s]
19/12/23 03:30:57| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 3.438e-01 9.554e-01 -9.554e-01]
nit: 14
jac: [ 1.657e-02 1.458e-03 -1.458e-03]
nfev: 30
njev: 30
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 03:31:08| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 7.250e-01 4.234e-01 -4.224e-01 -4.341e-01 4.332e-01]
nit: 3
jac: [ 1.395e-01 -8.220e-02 8.123e-02 8.421e-02 -8.325e-02]
nfev: 11
njev: 11
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 03:31:18| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 8.895e-01 9.427e-02 1.006e-01 -1.949e-01]
nit: 1
jac: [ 1.345e-01 -6.470e-02 -6.889e-02 1.336e-01]
nfev: 6
njev: 6
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 03:31:18| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 2127.5391s]
19/12/23 03:31:18| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
19/12/23 03:32:33| INFO m3w_sld_lr_mc finished [took 69.2948s]
19/12/23 03:32:35| INFO m3w_sld_lr finished [took 71.3506s]
19/12/23 03:32:37| INFO m3w_sld_lr_c finished [took 73.4301s]
19/12/23 03:32:45| INFO bin_sld_lr_ne finished [took 84.1358s]
19/12/23 03:32:45| INFO mul_sld_lr_c finished [took 82.0214s]
19/12/23 03:32:51| INFO mul_sld_lr_mc finished [took 87.3640s]
19/12/23 03:32:52| INFO bin_sld_lr finished [took 88.4403s]
19/12/23 03:32:53| INFO bin_sld_lr_c finished [took 90.5263s]
19/12/23 03:32:55| INFO bin_sld_lr_mc finished [took 91.1955s]
19/12/23 03:33:04| INFO mul_sld_lr finished [took 100.4956s]
19/12/23 03:33:05| INFO mul_sld_lr_ne finished [took 101.8973s]
19/12/23 03:33:19| INFO ref finished [took 33.0721s]
19/12/23 03:33:26| INFO gde finished [took 29.6546s]
19/12/23 03:33:29| INFO doc finished [took 35.9620s]
19/12/23 03:33:35| INFO m3w_sld_lr_is finished [took 48.1584s]
19/12/23 03:33:38| INFO atc_mc finished [took 45.9017s]
19/12/23 03:33:40| INFO m3w_sld_lr_ne finished [took 65.5443s]
19/12/23 03:33:41| INFO bin_sld_lr_is finished [took 64.5214s]
19/12/23 03:33:47| INFO mul_sld_lr_is finished [took 69.0412s]
19/12/23 03:38:44| INFO rca finished [took 349.7784s]
19/12/23 04:05:57| INFO mandoline finished [took 1972.5779s]
19/12/23 04:06:04| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 4.254e-01 9.789e-01 -9.789e-01]
nit: 13
jac: [ 1.679e-02 1.024e-03 -1.024e-03]
nfev: 28
njev: 28
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 04:06:16| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 7.486e-01 4.975e-01 -3.466e-01 -2.936e-01 1.428e-01]
nit: 2
jac: [ 1.713e-01 -1.431e-01 1.136e-01 9.157e-02 -6.216e-02]
nfev: 7
njev: 7
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 04:06:28| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 2.452e-01 7.525e-01 4.893e-02 -8.015e-01]
nit: 2
jac: [ 8.538e-01 5.024e-02 -4.460e-02 -5.644e-03]
nfev: 7
njev: 7
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 04:06:28| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 2109.3515s]
19/12/23 04:06:28| INFO Dataset sample [0.7 0.3] of dataset imdb started
19/12/23 04:07:45| INFO m3w_sld_lr finished [took 71.0821s]
19/12/23 04:07:45| INFO m3w_sld_lr_mc finished [took 72.7033s]
19/12/23 04:07:46| INFO mul_sld_lr_ne finished [took 71.4908s]
19/12/23 04:07:47| INFO m3w_sld_lr_c finished [took 73.2877s]
19/12/23 04:07:58| INFO bin_sld_lr_c finished [took 83.6974s]
19/12/23 04:08:09| INFO mul_sld_lr_c finished [took 94.8247s]
19/12/23 04:08:10| INFO bin_sld_lr_mc finished [took 96.4097s]
19/12/23 04:08:10| INFO bin_sld_lr_ne finished [took 96.4269s]
19/12/23 04:08:13| INFO mul_sld_lr finished [took 99.3472s]
19/12/23 04:08:13| INFO bin_sld_lr finished [took 101.2018s]
19/12/23 04:08:13| INFO mul_sld_lr_mc finished [took 99.3518s]
19/12/23 04:08:31| INFO ref finished [took 31.9601s]
19/12/23 04:08:39| INFO atc_mc finished [took 28.7478s]
19/12/23 04:08:41| INFO doc finished [took 29.2988s]
19/12/23 04:08:43| INFO gde finished [took 27.8134s]
19/12/23 04:08:46| INFO m3w_sld_lr_ne finished [took 59.3269s]
19/12/23 04:08:49| INFO m3w_sld_lr_is finished [took 59.2509s]
19/12/23 04:08:58| INFO bin_sld_lr_is finished [took 70.5328s]
19/12/23 04:08:59| INFO mul_sld_lr_is finished [took 70.6905s]
19/12/23 04:13:39| INFO rca finished [took 327.3102s]
19/12/23 04:41:39| INFO mandoline finished [took 2003.5338s]
19/12/23 04:41:46| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 8.044e-01 8.534e-01 -8.534e-01]
nit: 6
jac: [ 9.627e-03 -9.347e-04 9.347e-04]
nfev: 16
njev: 16
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 04:42:01| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 3.326e-01 1.489e+00 -9.119e-01 -4.538e-01 -1.232e-01]
nit: 2
jac: [ 3.623e-01 5.695e-02 3.669e-02 -2.728e-02 -6.636e-02]
nfev: 5
njev: 5
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 04:42:13| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 4.399e-01 9.682e-01 -3.776e-01 -5.906e-01]
nit: 2
jac: [ 2.760e-01 2.915e-02 -2.735e-02 -1.804e-03]
nfev: 6
njev: 6
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 04:42:13| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 2144.9929s]
19/12/23 04:42:13| INFO Dataset sample [0.8 0.2] of dataset imdb started
19/12/23 04:43:05| INFO m3w_sld_lr_c finished [took 47.7129s]
19/12/23 04:43:27| INFO m3w_sld_lr finished [took 69.0543s]
19/12/23 04:43:28| INFO m3w_sld_lr_mc finished [took 70.1962s]
19/12/23 04:44:02| INFO bin_sld_lr finished [took 104.3104s]
19/12/23 04:44:05| INFO mul_sld_lr_mc finished [took 106.9665s]
19/12/23 04:44:07| INFO m3w_sld_lr_ne finished [took 60.5551s]
19/12/23 04:44:08| INFO mul_sld_lr_ne finished [took 112.2679s]
19/12/23 04:44:12| INFO bin_sld_lr_ne finished [took 114.3736s]
19/12/23 04:44:13| INFO mul_sld_lr_c finished [took 115.7911s]
19/12/23 04:44:19| INFO bin_sld_lr_mc finished [took 121.0187s]
19/12/23 04:44:20| INFO mul_sld_lr finished [took 122.8849s]
19/12/23 04:44:21| INFO bin_sld_lr_c finished [took 122.9367s]
19/12/23 04:44:35| INFO doc finished [took 25.7454s]
19/12/23 04:44:35| INFO ref finished [took 29.6976s]
19/12/23 04:44:44| INFO gde finished [took 29.5675s]
19/12/23 04:44:50| INFO atc_mc finished [took 42.5657s]
19/12/23 04:44:51| INFO bin_sld_lr_is finished [took 83.5659s]
19/12/23 04:44:53| INFO m3w_sld_lr_is finished [took 50.5238s]
19/12/23 04:44:55| INFO mul_sld_lr_is finished [took 86.2603s]
19/12/23 04:49:38| INFO rca finished [took 324.8701s]
19/12/23 05:17:31| INFO mandoline finished [took 1991.1850s]
19/12/23 05:17:38| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 7.408e-01 8.606e-01 -8.606e-01]
nit: 6
jac: [ 1.356e-02 -1.221e-03 1.221e-03]
nfev: 15
njev: 15
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 05:17:47| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 3.968e-01 1.745e+00 -8.588e-01 -3.120e-01 -5.738e-01]
nit: 2
jac: [ 1.595e-01 1.807e-02 3.795e-02 -4.827e-02 -7.751e-03]
nfev: 6
njev: 6
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 05:17:58| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 5.888e-01 1.200e+00 -7.098e-01 -4.903e-01]
nit: 2
jac: [ 9.816e-02 -1.504e-02 2.639e-02 -1.135e-02]
nfev: 8
njev: 8
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 05:17:58| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2145.5790s]
19/12/23 05:17:59| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
19/12/23 05:19:09| INFO m3w_sld_lr_mc finished [took 65.5174s]
19/12/23 05:19:09| INFO m3w_sld_lr_c finished [took 66.4649s]
19/12/23 05:19:16| INFO mul_sld_lr_ne finished [took 72.6306s]
19/12/23 05:19:16| INFO m3w_sld_lr finished [took 72.7114s]
19/12/23 05:19:17| INFO mul_sld_lr_c finished [took 73.7481s]
19/12/23 05:19:51| INFO ref finished [took 32.7535s]
19/12/23 05:19:51| INFO bin_sld_lr finished [took 108.0517s]
19/12/23 05:19:54| INFO bin_sld_lr_mc finished [took 111.5283s]
19/12/23 05:19:57| INFO mul_sld_lr finished [took 113.9007s]
19/12/23 05:20:03| INFO bin_sld_lr_ne finished [took 119.9931s]
19/12/23 05:20:04| INFO bin_sld_lr_c finished [took 120.8888s]
19/12/23 05:20:05| INFO mul_sld_lr_mc finished [took 123.1430s]
19/12/23 05:20:14| INFO m3w_sld_lr_ne finished [took 64.8481s]
19/12/23 05:20:17| INFO mul_sld_lr_is finished [took 60.1327s]
19/12/23 05:20:21| INFO doc finished [took 29.5579s]
19/12/23 05:20:22| INFO gde finished [took 23.9992s]
19/12/23 05:20:22| INFO m3w_sld_lr_is finished [took 64.8852s]
19/12/23 05:20:30| INFO atc_mc finished [took 38.6346s]
19/12/23 05:20:35| INFO bin_sld_lr_is finished [took 84.8522s]
19/12/23 05:24:17| INFO rca finished [took 262.7095s]
19/12/23 05:53:42| INFO mandoline finished [took 2018.5071s]
19/12/23 05:53:47| WARNING Method bin_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 5.561e-01 1.104e+00 -1.104e+00]
nit: 11
jac: [ 1.011e-02 9.130e-04 -9.130e-04]
nfev: 26
njev: 26
hess_inv: <3x3 LbfgsInvHessProduct with dtype=float64>
19/12/23 05:54:01| WARNING Method mul_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 1.000e+00 0.000e+00 0.000e+00 0.000e+00 0.000e+00]
nit: 0
jac: [ nan nan nan nan nan]
nfev: 21
njev: 21
hess_inv: <5x5 LbfgsInvHessProduct with dtype=float64>
19/12/23 05:54:13| WARNING Method m3w_sld_lr_gs failed. Exception: message: ABNORMAL_TERMINATION_IN_LNSRCH
success: False
status: 2
fun: nan
x: [ 4.819e-01 1.675e+00 -1.087e+00 -5.874e-01]
nit: 3
jac: [ 4.897e-02 -1.682e-02 3.211e-02 -1.529e-02]
nfev: 8
njev: 8
hess_inv: <4x4 LbfgsInvHessProduct with dtype=float64>
19/12/23 05:54:13| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 2174.6970s]
----------------------------------------------------------------------------------------------------
19/12/23 08:42:44| INFO dataset imdb [pool size: 10]
19/12/23 08:42:45| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
19/12/23 08:43:40| INFO m3w_sld_lr_c finished [took 51.1014s]
19/12/23 08:44:05| INFO m3w_sld_lr finished [took 77.4151s]
19/12/23 08:44:06| INFO mul_sld_lr_ne finished [took 76.8604s]
19/12/23 08:44:06| INFO m3w_sld_lr_mc finished [took 77.3066s]
19/12/23 08:44:07| INFO mul_sld_lr_c finished [took 78.3806s]
19/12/23 08:44:16| INFO mul_sld_lr_mc finished [took 86.4924s]
19/12/23 08:44:23| INFO bin_sld_lr_ne finished [took 93.3995s]
19/12/23 08:44:24| INFO bin_sld_lr finished [took 94.9095s]
19/12/23 08:44:25| INFO bin_sld_lr_c finished [took 95.9078s]
19/12/23 08:44:25| INFO bin_sld_lr_mc finished [took 95.8433s]
19/12/23 08:44:30| INFO mul_sld_lr finished [took 100.9648s]
19/12/23 08:44:31| INFO m3w_sld_lr_ne finished [took 50.5192s]
19/12/23 08:44:33| INFO ref finished [took 24.5381s]
19/12/23 08:44:43| INFO atc_mc finished [took 26.2640s]
19/12/23 08:44:45| INFO doc finished [took 20.9819s]
19/12/23 08:44:50| INFO m3w_sld_lr_is finished [took 42.3958s]
19/12/23 08:44:51| INFO mul_sld_lr_is finished [took 44.6873s]
19/12/23 08:45:01| INFO bin_sld_lr_is finished [took 55.1485s]
19/12/23 08:45:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 29.7699s]
19/12/23 08:46:14| INFO bin_sld_lr_gs finished [took 72.3125s]
19/12/23 08:52:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 371.5219s]
19/12/23 08:52:55| INFO mul_sld_lr_gs finished [took 400.3689s]
19/12/23 08:57:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 280.9024s]
19/12/23 08:58:02| INFO m3w_sld_lr_gs finished [took 306.3182s]
19/12/23 08:58:02| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 917.6953s]
19/12/23 08:58:02| INFO Dataset sample [0.2 0.8] of dataset imdb started
19/12/23 08:59:11| INFO m3w_sld_lr finished [took 65.9867s]
19/12/23 08:59:16| INFO m3w_sld_lr_c finished [took 70.8527s]
19/12/23 08:59:16| INFO m3w_sld_lr_mc finished [took 71.4735s]
19/12/23 08:59:25| INFO mul_sld_lr_ne finished [took 81.5483s]
19/12/23 08:59:30| INFO mul_sld_lr_c finished [took 84.9396s]
19/12/23 08:59:36| INFO mul_sld_lr_mc finished [took 91.0136s]
19/12/23 08:59:39| INFO bin_sld_lr_c finished [took 93.8374s]
19/12/23 08:59:39| INFO mul_sld_lr finished [took 93.9917s]
19/12/23 08:59:43| INFO bin_sld_lr_ne finished [took 97.7733s]
19/12/23 08:59:55| INFO bin_sld_lr_mc finished [took 110.2756s]
19/12/23 08:59:57| INFO bin_sld_lr finished [took 112.1545s]
19/12/23 08:59:59| INFO doc finished [took 20.0627s]
19/12/23 09:00:01| INFO ref finished [took 30.0670s]
19/12/23 09:00:06| INFO m3w_sld_lr_ne finished [took 54.1784s]
19/12/23 09:00:08| INFO m3w_sld_lr_is finished [took 41.0146s]
19/12/23 09:00:12| INFO atc_mc finished [took 34.9192s]
19/12/23 09:00:17| INFO mul_sld_lr_is finished [took 59.2533s]
19/12/23 09:00:19| INFO bin_sld_lr_is finished [took 62.3611s]
19/12/23 09:02:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 107.9819s]
19/12/23 09:02:55| INFO bin_sld_lr_gs finished [took 153.6579s]
19/12/23 09:09:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 399.4410s]
19/12/23 09:10:03| INFO mul_sld_lr_gs finished [took 426.7343s]
19/12/23 09:14:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 281.4522s]
19/12/23 09:15:11| INFO m3w_sld_lr_gs finished [took 306.7734s]
19/12/23 09:15:11| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1028.5324s]
19/12/23 09:15:11| INFO Dataset sample [0.3 0.7] of dataset imdb started
19/12/23 09:16:22| INFO mul_sld_lr_mc finished [took 68.8982s]
19/12/23 09:16:23| INFO m3w_sld_lr_mc finished [took 71.0365s]
19/12/23 09:16:28| INFO m3w_sld_lr finished [took 74.5687s]
19/12/23 09:16:28| INFO m3w_sld_lr_c finished [took 74.8511s]
19/12/23 09:16:35| INFO mul_sld_lr_c finished [took 81.9187s]
19/12/23 09:16:44| INFO bin_sld_lr_mc finished [took 90.7783s]
19/12/23 09:16:44| INFO bin_sld_lr_ne finished [took 90.8773s]
19/12/23 09:16:46| INFO bin_sld_lr finished [took 92.4476s]
19/12/23 09:16:46| INFO bin_sld_lr_c finished [took 92.8172s]
19/12/23 09:16:50| INFO mul_sld_lr finished [took 96.4330s]
19/12/23 09:16:50| INFO mul_sld_lr_ne finished [took 96.5224s]
19/12/23 09:17:05| INFO m3w_sld_lr_ne finished [took 41.5381s]
19/12/23 09:17:07| INFO doc finished [took 21.2434s]
19/12/23 09:17:08| INFO ref finished [took 30.8405s]
19/12/23 09:17:14| INFO m3w_sld_lr_is finished [took 44.6736s]
19/12/23 09:17:18| INFO atc_mc finished [took 32.6212s]
19/12/23 09:17:19| INFO bin_sld_lr_is finished [took 54.5565s]
19/12/23 09:17:22| INFO mul_sld_lr_is finished [took 53.1815s]
19/12/23 09:19:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 116.2097s]
19/12/23 09:19:48| INFO bin_sld_lr_gs finished [took 143.9560s]
19/12/23 09:26:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01141) [took 403.2437s]
19/12/23 09:27:06| INFO mul_sld_lr_gs finished [took 436.6532s]
19/12/23 09:31:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01210) [took 283.6582s]
19/12/23 09:32:16| INFO m3w_sld_lr_gs finished [took 309.2325s]
19/12/23 09:32:16| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1025.4458s]
19/12/23 09:32:16| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
19/12/23 09:33:28| INFO m3w_sld_lr_mc finished [took 69.8573s]
19/12/23 09:33:31| INFO m3w_sld_lr finished [took 72.8273s]
19/12/23 09:33:33| INFO bin_sld_lr_c finished [took 75.6219s]
19/12/23 09:33:35| INFO mul_sld_lr_c finished [took 76.4572s]
19/12/23 09:33:35| INFO m3w_sld_lr_c finished [took 76.5404s]
19/12/23 09:33:49| INFO mul_sld_lr finished [took 90.4901s]
19/12/23 09:33:49| INFO bin_sld_lr_ne finished [took 90.6359s]
19/12/23 09:33:50| INFO bin_sld_lr_mc finished [took 91.3473s]
19/12/23 09:33:50| INFO bin_sld_lr finished [took 92.0054s]
19/12/23 09:33:55| INFO mul_sld_lr_mc finished [took 97.3027s]
19/12/23 09:33:58| INFO mul_sld_lr_ne finished [took 100.0155s]
19/12/23 09:34:02| INFO ref finished [took 26.7118s]
19/12/23 09:34:12| INFO m3w_sld_lr_ne finished [took 43.2428s]
19/12/23 09:34:13| INFO doc finished [took 22.8815s]
19/12/23 09:34:16| INFO atc_mc finished [took 26.4897s]
19/12/23 09:34:21| INFO m3w_sld_lr_is finished [took 44.9417s]
19/12/23 09:34:27| INFO bin_sld_lr_is finished [took 55.2360s]
19/12/23 09:34:32| INFO mul_sld_lr_is finished [took 57.2328s]
19/12/23 09:36:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 123.4890s]
19/12/23 09:37:10| INFO bin_sld_lr_gs finished [took 156.6529s]
19/12/23 09:43:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00970) [took 400.3459s]
19/12/23 09:44:22| INFO mul_sld_lr_gs finished [took 431.2985s]
19/12/23 09:49:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01192) [took 281.2921s]
19/12/23 09:49:30| INFO m3w_sld_lr_gs finished [took 306.7283s]
19/12/23 09:49:30| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1033.4513s]
19/12/23 09:49:30| INFO Dataset sample [0.5 0.5] of dataset imdb started
19/12/23 09:50:28| INFO m3w_sld_lr_mc finished [took 56.4131s]
19/12/23 09:50:42| INFO bin_sld_lr_ne finished [took 70.6862s]
19/12/23 09:50:44| INFO m3w_sld_lr finished [took 72.1645s]
19/12/23 09:50:48| INFO m3w_sld_lr_c finished [took 76.2510s]
19/12/23 09:51:00| INFO bin_sld_lr_mc finished [took 88.0681s]
19/12/23 09:51:03| INFO bin_sld_lr_c finished [took 90.6682s]
19/12/23 09:51:03| INFO bin_sld_lr finished [took 90.7996s]
19/12/23 09:51:11| INFO m3w_sld_lr_ne finished [took 42.0266s]
19/12/23 09:51:12| INFO mul_sld_lr_c finished [took 99.5728s]
19/12/23 09:51:12| INFO mul_sld_lr_mc finished [took 99.7140s]
19/12/23 09:51:13| INFO mul_sld_lr_ne finished [took 100.9706s]
19/12/23 09:51:13| INFO mul_sld_lr finished [took 101.3931s]
19/12/23 09:51:25| INFO ref finished [took 23.4616s]
19/12/23 09:51:27| INFO doc finished [took 23.1594s]
19/12/23 09:51:33| INFO atc_mc finished [took 29.1953s]
19/12/23 09:51:36| INFO m3w_sld_lr_is finished [took 46.0656s]
19/12/23 09:51:37| INFO bin_sld_lr_is finished [took 54.0552s]
19/12/23 09:51:43| INFO mul_sld_lr_is finished [took 57.4308s]
19/12/23 09:53:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 120.8549s]
19/12/23 09:54:16| INFO bin_sld_lr_gs finished [took 151.6145s]
19/12/23 10:00:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 396.7070s]
19/12/23 10:01:26| INFO mul_sld_lr_gs finished [took 428.7210s]
19/12/23 10:06:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01015) [took 279.8130s]
19/12/23 10:06:32| INFO m3w_sld_lr_gs finished [took 305.0452s]
19/12/23 10:06:32| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1022.0401s]
19/12/23 10:06:32| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
19/12/23 10:07:40| INFO mul_sld_lr_ne finished [took 66.2491s]
19/12/23 10:07:43| INFO m3w_sld_lr_mc finished [took 70.1800s]
19/12/23 10:07:44| INFO m3w_sld_lr_c finished [took 69.5146s]
19/12/23 10:07:45| INFO m3w_sld_lr finished [took 71.2297s]
19/12/23 10:07:56| INFO bin_sld_lr_c finished [took 81.9938s]
19/12/23 10:08:06| INFO bin_sld_lr_ne finished [took 91.4287s]
19/12/23 10:08:10| INFO bin_sld_lr_mc finished [took 95.6940s]
19/12/23 10:08:10| INFO mul_sld_lr_mc finished [took 96.2317s]
19/12/23 10:08:11| INFO bin_sld_lr finished [took 97.1643s]
19/12/23 10:08:12| INFO mul_sld_lr_c finished [took 97.9705s]
19/12/23 10:08:14| INFO mul_sld_lr finished [took 99.5717s]
19/12/23 10:08:21| INFO ref finished [took 24.4363s]
19/12/23 10:08:31| INFO doc finished [took 19.6424s]
19/12/23 10:08:32| INFO m3w_sld_lr_ne finished [took 50.7696s]
19/12/23 10:08:35| INFO atc_mc finished [took 28.4708s]
19/12/23 10:08:38| INFO m3w_sld_lr_is finished [took 51.5263s]
19/12/23 10:08:44| INFO bin_sld_lr_is finished [took 58.8607s]
19/12/23 10:08:46| INFO mul_sld_lr_is finished [took 60.9079s]
19/12/23 10:10:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 121.0680s]
19/12/23 10:11:19| INFO bin_sld_lr_gs finished [took 151.4031s]
19/12/23 10:17:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 398.8896s]
19/12/23 10:18:29| INFO mul_sld_lr_gs finished [took 429.2073s]
19/12/23 10:23:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 281.0072s]
19/12/23 10:23:36| INFO m3w_sld_lr_gs finished [took 306.1576s]
19/12/23 10:23:36| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1024.4609s]
19/12/23 10:23:36| INFO Dataset sample [0.7 0.3] of dataset imdb started
19/12/23 10:24:36| INFO m3w_sld_lr finished [took 56.3100s]
19/12/23 10:24:41| INFO m3w_sld_lr_c finished [took 61.8360s]
19/12/23 10:24:52| INFO m3w_sld_lr_mc finished [took 72.7043s]
19/12/23 10:25:02| INFO bin_sld_lr_mc finished [took 82.8058s]
19/12/23 10:25:09| INFO bin_sld_lr_ne finished [took 90.1728s]
19/12/23 10:25:17| INFO mul_sld_lr_c finished [took 96.8469s]
19/12/23 10:25:17| INFO mul_sld_lr_mc finished [took 97.5399s]
19/12/23 10:25:19| INFO mul_sld_lr finished [took 99.1910s]
19/12/23 10:25:19| INFO bin_sld_lr_c finished [took 99.1727s]
19/12/23 10:25:19| INFO bin_sld_lr finished [took 99.6585s]
19/12/23 10:25:20| INFO mul_sld_lr_ne finished [took 100.1875s]
19/12/23 10:25:33| INFO ref finished [took 22.9307s]
19/12/23 10:25:39| INFO doc finished [took 19.5473s]
19/12/23 10:25:40| INFO m3w_sld_lr_ne finished [took 61.9395s]
19/12/23 10:25:42| INFO m3w_sld_lr_is finished [took 38.5191s]
19/12/23 10:25:45| INFO bin_sld_lr_is finished [took 62.0568s]
19/12/23 10:25:49| INFO atc_mc finished [took 30.6022s]
19/12/23 10:25:52| INFO mul_sld_lr_is finished [took 57.3050s]
19/12/23 10:27:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 114.2585s]
19/12/23 10:28:19| INFO bin_sld_lr_gs finished [took 145.6819s]
19/12/23 10:34:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00935) [took 396.9822s]
19/12/23 10:35:28| INFO mul_sld_lr_gs finished [took 427.3490s]
19/12/23 10:40:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 280.8569s]
19/12/23 10:40:37| INFO m3w_sld_lr_gs finished [took 306.4780s]
19/12/23 10:40:37| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1020.6409s]
19/12/23 10:40:37| INFO Dataset sample [0.8 0.2] of dataset imdb started
19/12/23 10:41:44| INFO m3w_sld_lr_c finished [took 64.8747s]
19/12/23 10:41:49| INFO m3w_sld_lr finished [took 69.5286s]
19/12/23 10:41:50| INFO m3w_sld_lr_mc finished [took 70.6881s]
19/12/23 10:42:14| INFO bin_sld_lr_ne finished [took 95.5684s]
19/12/23 10:42:24| INFO m3w_sld_lr_ne finished [took 39.4927s]
19/12/23 10:42:24| INFO bin_sld_lr finished [took 105.1136s]
19/12/23 10:42:34| INFO mul_sld_lr_mc finished [took 114.8434s]
19/12/23 10:42:35| INFO mul_sld_lr_c finished [took 115.5823s]
19/12/23 10:42:36| INFO bin_sld_lr_c finished [took 117.2982s]
19/12/23 10:42:38| INFO mul_sld_lr finished [took 119.4772s]
19/12/23 10:42:38| INFO bin_sld_lr_mc finished [took 119.4161s]
19/12/23 10:42:39| INFO mul_sld_lr_ne finished [took 120.0138s]
19/12/23 10:42:46| INFO ref finished [took 21.1649s]
19/12/23 10:42:55| INFO doc finished [took 19.6738s]
19/12/23 10:42:55| INFO atc_mc finished [took 30.2210s]
19/12/23 10:42:59| INFO m3w_sld_lr_is finished [took 44.3849s]
19/12/23 10:43:06| INFO mul_sld_lr_is finished [took 75.5371s]
19/12/23 10:43:07| INFO bin_sld_lr_is finished [took 77.2267s]
19/12/23 10:44:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 102.3142s]
19/12/23 10:45:27| INFO bin_sld_lr_gs finished [took 139.6763s]
19/12/23 10:52:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 394.1610s]
19/12/23 10:52:31| INFO mul_sld_lr_gs finished [took 422.5252s]
19/12/23 10:57:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 282.2183s]
19/12/23 10:57:40| INFO m3w_sld_lr_gs finished [took 307.8740s]
19/12/23 10:57:40| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1022.6700s]
19/12/23 10:57:40| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
19/12/23 10:58:38| INFO mul_sld_lr_ne finished [took 56.5023s]
19/12/23 10:58:48| INFO m3w_sld_lr_c finished [took 66.0063s]
19/12/23 10:58:49| INFO m3w_sld_lr_mc finished [took 67.4573s]
19/12/23 10:58:51| INFO mul_sld_lr_c finished [took 69.1277s]
19/12/23 10:58:54| INFO m3w_sld_lr finished [took 72.7876s]
19/12/23 10:59:28| INFO ref finished [took 32.8095s]
19/12/23 10:59:33| INFO bin_sld_lr_mc finished [took 111.6128s]
19/12/23 10:59:38| INFO m3w_sld_lr_ne finished [took 59.9897s]
19/12/23 10:59:39| INFO bin_sld_lr_ne finished [took 117.2120s]
19/12/23 10:59:40| INFO bin_sld_lr finished [took 118.4342s]
19/12/23 10:59:45| INFO bin_sld_lr_c finished [took 123.5325s]
19/12/23 10:59:46| INFO mul_sld_lr finished [took 124.9820s]
19/12/23 10:59:49| INFO mul_sld_lr_mc finished [took 127.3052s]
19/12/23 10:59:50| INFO mul_sld_lr_is finished [took 60.2395s]
19/12/23 10:59:51| INFO m3w_sld_lr_is finished [took 59.0790s]
19/12/23 10:59:56| INFO doc finished [took 22.7782s]
19/12/23 11:00:00| INFO atc_mc finished [took 31.4672s]
19/12/23 11:00:01| INFO bin_sld_lr_is finished [took 72.5199s]
19/12/23 11:01:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01841) [took 80.8344s]
19/12/23 11:02:09| INFO bin_sld_lr_gs finished [took 126.9716s]
19/12/23 11:08:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01936) [took 371.7046s]
19/12/23 11:08:50| INFO mul_sld_lr_gs finished [took 400.2930s]
19/12/23 11:13:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 276.5163s]
19/12/23 11:13:53| INFO m3w_sld_lr_gs finished [took 301.8567s]
19/12/23 11:13:53| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 973.2114s]
----------------------------------------------------------------------------------------------------
19/12/23 12:20:33| INFO dataset imdb [pool size: 10]
19/12/23 12:20:33| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
19/12/23 12:21:11| INFO d_mul_sld_lr_ne finished [took 34.4461s]
19/12/23 12:21:22| INFO d_m3w_sld_lr_c finished [took 44.6570s]
19/12/23 12:21:22| INFO d_bin_sld_lr_ne finished [took 44.7253s]
19/12/23 12:21:24| INFO d_mul_sld_lr_c finished [took 46.1582s]
19/12/23 12:21:26| INFO d_m3w_sld_lr_mc finished [took 48.2392s]
19/12/23 12:21:26| INFO d_mul_sld_lr_mc finished [took 48.9718s]
19/12/23 12:21:28| INFO d_m3w_sld_lr finished [took 50.1934s]
19/12/23 12:21:30| INFO d_mul_sld_lr finished [took 52.2553s]
19/12/23 12:21:31| INFO d_bin_sld_lr finished [took 53.5360s]
19/12/23 12:21:39| INFO d_bin_sld_lr_c finished [took 61.1856s]
19/12/23 12:21:43| INFO d_bin_sld_lr_mc finished [took 65.9584s]
19/12/23 12:21:49| INFO ref finished [took 22.8029s]
19/12/23 12:21:50| INFO d_m3w_sld_lr_ne finished [took 38.3356s]
19/12/23 12:21:56| INFO d_mul_sld_lr_is finished [took 32.6073s]
19/12/23 12:21:58| INFO atc_mc finished [took 30.5293s]
19/12/23 12:21:59| INFO d_m3w_sld_lr_is finished [took 34.4816s]
19/12/23 12:22:00| INFO doc finished [took 31.1261s]
19/12/23 12:22:31| INFO d_bin_sld_lr_is finished [took 68.3750s]
19/12/23 12:22:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 14.1429s]
19/12/23 12:23:16| INFO d_bin_sld_lr_gs finished [took 43.3387s]
19/12/23 12:23:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 12.7655s]
19/12/23 12:23:56| INFO d_mul_sld_lr_gs finished [took 38.8631s]
19/12/23 12:24:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 18.2834s]
19/12/23 12:24:35| INFO d_m3w_sld_lr_gs finished [took 38.6218s]
19/12/23 12:24:35| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 241.6656s]
19/12/23 12:24:35| INFO Dataset sample [0.2 0.8] of dataset imdb started
19/12/23 12:25:04| INFO d_m3w_sld_lr_mc finished [took 26.3579s]
19/12/23 12:25:20| INFO d_m3w_sld_lr_c finished [took 42.8803s]
19/12/23 12:25:21| INFO d_m3w_sld_lr finished [took 43.4624s]
19/12/23 12:25:25| INFO d_mul_sld_lr_c finished [took 47.6920s]
19/12/23 12:25:31| INFO d_mul_sld_lr_ne finished [took 53.5673s]
19/12/23 12:25:32| INFO d_mul_sld_lr_mc finished [took 54.5833s]
19/12/23 12:25:33| INFO d_mul_sld_lr finished [took 56.0689s]
19/12/23 12:25:47| INFO d_m3w_sld_lr_ne finished [took 42.5761s]
19/12/23 12:25:52| INFO ref finished [took 20.5988s]
19/12/23 12:26:06| INFO d_m3w_sld_lr_is finished [took 40.1431s]
19/12/23 12:26:08| INFO d_mul_sld_lr_is finished [took 46.6534s]
19/12/23 12:26:11| INFO atc_mc finished [took 38.0477s]
19/12/23 12:26:15| INFO doc finished [took 41.4535s]
19/12/23 12:26:23| INFO d_bin_sld_lr_c finished [took 105.7747s]
19/12/23 12:26:31| INFO d_bin_sld_lr_mc finished [took 113.7689s]
19/12/23 12:26:35| INFO d_bin_sld_lr_is finished [took 74.1984s]
19/12/23 12:26:41| INFO d_bin_sld_lr_ne finished [took 123.5246s]
19/12/23 12:26:48| INFO d_bin_sld_lr finished [took 130.3036s]
19/12/23 12:27:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 19.8727s]
19/12/23 12:28:02| INFO d_bin_sld_lr_gs finished [took 72.8675s]
19/12/23 12:28:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 21.8244s]
19/12/23 12:28:51| INFO d_mul_sld_lr_gs finished [took 48.0382s]
19/12/23 12:29:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 18.9702s]
19/12/23 12:29:32| INFO d_m3w_sld_lr_gs finished [took 39.7694s]
19/12/23 12:29:32| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 297.2439s]
19/12/23 12:29:32| INFO Dataset sample [0.3 0.7] of dataset imdb started
19/12/23 12:30:14| INFO d_m3w_sld_lr_c finished [took 40.0125s]
19/12/23 12:30:18| INFO d_m3w_sld_lr finished [took 43.7324s]
19/12/23 12:30:19| INFO d_m3w_sld_lr_mc finished [took 44.0801s]
19/12/23 12:30:24| INFO d_mul_sld_lr_ne finished [took 49.3570s]
19/12/23 12:30:35| INFO d_mul_sld_lr_mc finished [took 59.9847s]
19/12/23 12:30:35| INFO d_mul_sld_lr_c finished [took 60.7974s]
19/12/23 12:30:36| INFO d_mul_sld_lr finished [took 61.8125s]
19/12/23 12:30:38| INFO d_bin_sld_lr finished [took 63.8233s]
19/12/23 12:30:45| INFO d_bin_sld_lr_ne finished [took 70.6793s]
19/12/23 12:30:47| INFO d_bin_sld_lr_c finished [took 72.4004s]
19/12/23 12:30:50| INFO d_bin_sld_lr_mc finished [took 75.0815s]
19/12/23 12:30:54| INFO d_m3w_sld_lr_ne finished [took 39.0373s]
19/12/23 12:30:58| INFO d_m3w_sld_lr_is finished [took 33.1000s]
19/12/23 12:30:58| INFO ref finished [took 22.3889s]
19/12/23 12:31:04| INFO d_mul_sld_lr_is finished [took 44.2267s]
19/12/23 12:31:06| INFO atc_mc finished [took 30.0779s]
19/12/23 12:31:10| INFO doc finished [took 32.4930s]
19/12/23 12:31:12| INFO d_bin_sld_lr_is finished [took 52.6834s]
19/12/23 12:31:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 22.1833s]
19/12/23 12:32:06| INFO d_bin_sld_lr_gs finished [took 53.0234s]
19/12/23 12:32:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 21.6935s]
19/12/23 12:33:01| INFO d_mul_sld_lr_gs finished [took 53.2036s]
19/12/23 12:33:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 15.6360s]
19/12/23 12:33:39| INFO d_m3w_sld_lr_gs finished [took 36.8941s]
19/12/23 12:33:39| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 246.6510s]
19/12/23 12:33:39| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
19/12/23 12:34:21| INFO d_m3w_sld_lr_c finished [took 40.8535s]
19/12/23 12:34:24| INFO d_m3w_sld_lr finished [took 42.8814s]
19/12/23 12:34:25| INFO d_m3w_sld_lr_mc finished [took 43.7401s]
19/12/23 12:34:30| INFO d_bin_sld_lr_ne finished [took 49.6379s]
19/12/23 12:34:42| INFO d_bin_sld_lr_mc finished [took 61.6185s]
19/12/23 12:34:43| INFO d_mul_sld_lr_ne finished [took 61.8615s]
19/12/23 12:34:43| INFO d_bin_sld_lr finished [took 61.8959s]
19/12/23 12:34:45| INFO d_mul_sld_lr_c finished [took 63.9772s]
19/12/23 12:34:46| INFO d_mul_sld_lr_mc finished [took 65.5978s]
19/12/23 12:34:48| INFO d_bin_sld_lr_c finished [took 67.1225s]
19/12/23 12:34:48| INFO d_mul_sld_lr finished [took 67.6131s]
19/12/23 12:34:58| INFO d_m3w_sld_lr_ne finished [took 36.3847s]
19/12/23 12:35:03| INFO ref finished [took 19.5363s]
19/12/23 12:35:04| INFO d_m3w_sld_lr_is finished [took 32.6723s]
19/12/23 12:35:09| INFO d_bin_sld_lr_is finished [took 44.5496s]
19/12/23 12:35:10| INFO atc_mc finished [took 26.6506s]
19/12/23 12:35:14| INFO doc finished [took 30.2612s]
19/12/23 12:35:15| INFO d_mul_sld_lr_is finished [took 49.1793s]
19/12/23 12:35:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01356) [took 22.8511s]
19/12/23 12:36:11| INFO d_bin_sld_lr_gs finished [took 54.8351s]
19/12/23 12:36:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01066) [took 19.4786s]
19/12/23 12:37:02| INFO d_mul_sld_lr_gs finished [took 50.4739s]
19/12/23 12:37:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01205) [took 14.9927s]
19/12/23 12:37:39| INFO d_m3w_sld_lr_gs finished [took 36.1151s]
19/12/23 12:37:39| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 240.1494s]
19/12/23 12:37:39| INFO Dataset sample [0.5 0.5] of dataset imdb started
19/12/23 12:38:13| INFO d_m3w_sld_lr_c finished [took 32.3545s]
19/12/23 12:38:23| INFO d_m3w_sld_lr finished [took 41.4720s]
19/12/23 12:38:24| INFO d_m3w_sld_lr_mc finished [took 42.7790s]
19/12/23 12:38:38| INFO d_bin_sld_lr finished [took 56.8622s]
19/12/23 12:38:44| INFO d_bin_sld_lr_mc finished [took 62.6298s]
19/12/23 12:38:45| INFO d_bin_sld_lr_ne finished [took 63.6535s]
19/12/23 12:38:45| INFO d_bin_sld_lr_c finished [took 63.9940s]
19/12/23 12:38:47| INFO d_mul_sld_lr_c finished [took 65.8468s]
19/12/23 12:38:48| INFO d_mul_sld_lr_mc finished [took 67.2099s]
19/12/23 12:38:49| INFO d_mul_sld_lr_ne finished [took 67.7940s]
19/12/23 12:38:52| INFO d_mul_sld_lr finished [took 71.1898s]
19/12/23 12:38:59| INFO d_m3w_sld_lr_ne finished [took 44.1005s]
19/12/23 12:39:05| INFO ref finished [took 20.1348s]
19/12/23 12:39:10| INFO d_m3w_sld_lr_is finished [took 31.4246s]
19/12/23 12:39:11| INFO d_bin_sld_lr_is finished [took 47.6735s]
19/12/23 12:39:12| INFO atc_mc finished [took 25.8013s]
19/12/23 12:39:17| INFO d_mul_sld_lr_is finished [took 52.2096s]
19/12/23 12:39:18| INFO doc finished [took 32.0202s]
19/12/23 12:39:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01233) [took 24.4871s]
19/12/23 12:40:13| INFO d_bin_sld_lr_gs finished [took 53.5309s]
19/12/23 12:40:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 20.6315s]
19/12/23 12:41:06| INFO d_mul_sld_lr_gs finished [took 50.7213s]
19/12/23 12:41:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01036) [took 14.8023s]
19/12/23 12:41:42| INFO d_m3w_sld_lr_gs finished [took 35.3409s]
19/12/23 12:41:42| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 243.2740s]
19/12/23 12:41:42| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
19/12/23 12:42:26| INFO d_m3w_sld_lr_mc finished [took 42.1558s]
19/12/23 12:42:28| INFO d_m3w_sld_lr_c finished [took 43.8348s]
19/12/23 12:42:29| INFO d_m3w_sld_lr finished [took 44.7028s]
19/12/23 12:42:46| INFO d_mul_sld_lr finished [took 61.6622s]
19/12/23 12:42:48| INFO d_bin_sld_lr_mc finished [took 63.1846s]
19/12/23 12:42:48| INFO d_mul_sld_lr_c finished [took 63.7984s]
19/12/23 12:42:49| INFO d_bin_sld_lr_ne finished [took 64.3815s]
19/12/23 12:42:50| INFO d_bin_sld_lr_c finished [took 65.0990s]
19/12/23 12:42:50| INFO d_bin_sld_lr finished [took 65.9592s]
19/12/23 12:42:51| INFO d_mul_sld_lr_ne finished [took 66.1988s]
19/12/23 12:42:51| INFO d_mul_sld_lr_mc finished [took 66.3234s]
19/12/23 12:43:04| INFO d_m3w_sld_lr_ne finished [took 36.4514s]
19/12/23 12:43:13| INFO d_bin_sld_lr_is finished [took 43.1931s]
19/12/23 12:43:13| INFO ref finished [took 24.1076s]
19/12/23 12:43:15| INFO d_mul_sld_lr_is finished [took 45.0879s]
19/12/23 12:43:15| INFO atc_mc finished [took 26.1117s]
19/12/23 12:43:17| INFO d_m3w_sld_lr_is finished [took 30.2242s]
19/12/23 12:43:24| INFO doc finished [took 34.2665s]
19/12/23 12:43:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01220) [took 24.0687s]
19/12/23 12:44:17| INFO d_bin_sld_lr_gs finished [took 52.2615s]
19/12/23 12:44:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 19.9205s]
19/12/23 12:45:08| INFO d_mul_sld_lr_gs finished [took 48.9697s]
19/12/23 12:45:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 14.4129s]
19/12/23 12:45:45| INFO d_m3w_sld_lr_gs finished [took 35.5423s]
19/12/23 12:45:45| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 242.2813s]
19/12/23 12:45:45| INFO Dataset sample [0.7 0.3] of dataset imdb started
19/12/23 12:46:32| INFO d_m3w_sld_lr finished [took 43.7019s]
19/12/23 12:46:32| INFO d_m3w_sld_lr_c finished [took 43.8278s]
19/12/23 12:46:32| INFO d_m3w_sld_lr_mc finished [took 44.3495s]
19/12/23 12:46:37| INFO d_mul_sld_lr_ne finished [took 49.7658s]
19/12/23 12:46:46| INFO d_bin_sld_lr_c finished [took 58.2133s]
19/12/23 12:46:49| INFO d_mul_sld_lr_c finished [took 60.6822s]
19/12/23 12:46:49| INFO d_mul_sld_lr finished [took 61.1466s]
19/12/23 12:46:52| INFO d_mul_sld_lr_mc finished [took 64.2047s]
19/12/23 12:46:54| INFO d_bin_sld_lr_mc finished [took 65.9847s]
19/12/23 12:46:56| INFO d_bin_sld_lr_ne finished [took 68.3856s]
19/12/23 12:47:00| INFO d_bin_sld_lr finished [took 72.5756s]
19/12/23 12:47:09| INFO d_m3w_sld_lr_ne finished [took 35.7464s]
19/12/23 12:47:10| INFO d_m3w_sld_lr_is finished [took 31.2021s]
19/12/23 12:47:14| INFO ref finished [took 25.9586s]
19/12/23 12:47:19| INFO atc_mc finished [took 28.6717s]
19/12/23 12:47:20| INFO d_bin_sld_lr_is finished [took 46.4855s]
19/12/23 12:47:22| INFO d_mul_sld_lr_is finished [took 48.0068s]
19/12/23 12:47:22| INFO doc finished [took 31.3722s]
19/12/23 12:47:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 22.1193s]
19/12/23 12:48:14| INFO d_bin_sld_lr_gs finished [took 50.4905s]
19/12/23 12:48:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01034) [took 23.4591s]
19/12/23 12:49:07| INFO d_mul_sld_lr_gs finished [took 51.1594s]
19/12/23 12:49:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 17.5182s]
19/12/23 12:49:49| INFO d_m3w_sld_lr_gs finished [took 39.7696s]
19/12/23 12:49:49| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 244.4711s]
19/12/23 12:49:49| INFO Dataset sample [0.8 0.2] of dataset imdb started
19/12/23 12:50:34| INFO d_m3w_sld_lr_mc finished [took 42.9445s]
19/12/23 12:50:34| INFO d_m3w_sld_lr_c finished [took 43.1991s]
19/12/23 12:50:35| INFO d_m3w_sld_lr finished [took 43.9371s]
19/12/23 12:50:48| INFO d_mul_sld_lr_mc finished [took 57.1611s]
19/12/23 12:50:50| INFO d_mul_sld_lr finished [took 59.0554s]
19/12/23 12:50:54| INFO d_mul_sld_lr_c finished [took 63.4001s]
19/12/23 12:50:58| INFO d_mul_sld_lr_ne finished [took 67.0593s]
19/12/23 12:51:22| INFO d_m3w_sld_lr_ne finished [took 47.1873s]
19/12/23 12:51:25| INFO ref finished [took 34.0550s]
19/12/23 12:51:33| INFO d_m3w_sld_lr_is finished [took 43.2797s]
19/12/23 12:51:42| INFO atc_mc finished [took 46.1618s]
19/12/23 12:51:43| INFO d_mul_sld_lr_is finished [took 67.1009s]
19/12/23 12:51:50| INFO doc finished [took 50.6897s]
19/12/23 12:52:02| INFO d_bin_sld_lr_is finished [took 86.7151s]
19/12/23 12:52:06| INFO d_bin_sld_lr_c finished [took 135.1926s]
19/12/23 12:52:07| INFO d_bin_sld_lr_mc finished [took 135.5613s]
19/12/23 12:52:19| INFO d_bin_sld_lr_ne finished [took 148.0207s]
19/12/23 12:52:31| INFO d_bin_sld_lr finished [took 159.7127s]
19/12/23 12:52:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 19.2378s]
19/12/23 12:53:48| INFO d_bin_sld_lr_gs finished [took 75.7110s]
19/12/23 12:54:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01042) [took 22.2515s]
19/12/23 12:54:37| INFO d_mul_sld_lr_gs finished [took 48.8344s]
19/12/23 12:54:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00983) [took 17.7269s]
19/12/23 12:55:17| INFO d_m3w_sld_lr_gs finished [took 38.7309s]
19/12/23 12:55:17| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 327.5201s]
19/12/23 12:55:17| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
19/12/23 12:55:56| INFO d_mul_sld_lr_c finished [took 37.2969s]
19/12/23 12:56:06| INFO d_m3w_sld_lr_c finished [took 48.0095s]
19/12/23 12:56:07| INFO d_m3w_sld_lr_mc finished [took 48.7433s]
19/12/23 12:56:08| INFO d_mul_sld_lr_ne finished [took 49.5820s]
19/12/23 12:56:09| INFO d_mul_sld_lr_mc finished [took 50.6844s]
19/12/23 12:56:09| INFO d_m3w_sld_lr finished [took 51.0647s]
19/12/23 12:56:17| INFO d_mul_sld_lr finished [took 58.8356s]
19/12/23 12:56:33| INFO d_m3w_sld_lr_ne finished [took 37.1289s]
19/12/23 12:56:40| INFO ref finished [took 30.0705s]
19/12/23 12:56:47| INFO atc_mc finished [took 36.5516s]
19/12/23 12:56:51| INFO doc finished [took 33.4102s]
19/12/23 12:56:55| INFO d_mul_sld_lr_is finished [took 47.9424s]
19/12/23 12:56:56| INFO d_m3w_sld_lr_is finished [took 46.9739s]
19/12/23 12:57:04| INFO d_bin_sld_lr_ne finished [took 105.4488s]
19/12/23 12:57:06| INFO d_bin_sld_lr finished [took 107.2132s]
19/12/23 12:57:30| INFO d_bin_sld_lr_c finished [took 131.3099s]
19/12/23 12:57:31| INFO d_bin_sld_lr_mc finished [took 132.6446s]
19/12/23 12:58:13| INFO d_bin_sld_lr_is finished [took 125.7777s]
19/12/23 12:58:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 13.8789s]
19/12/23 12:58:54| INFO d_bin_sld_lr_gs finished [took 39.8288s]
19/12/23 12:59:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 11.8657s]
19/12/23 12:59:35| INFO d_mul_sld_lr_gs finished [took 40.0292s]
19/12/23 12:59:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 16.1536s]
19/12/23 13:00:14| INFO d_m3w_sld_lr_gs finished [took 37.6906s]
19/12/23 13:00:14| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 296.7966s]
----------------------------------------------------------------------------------------------------
19/12/23 23:50:05| INFO dataset imdb [pool size: 10]
19/12/23 23:50:05| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
19/12/23 23:53:46| INFO d_bin_sld_rbf finished [took 217.4906s]
19/12/23 23:54:14| INFO d_bin_sld_rbf_mc finished [took 246.7415s]
19/12/23 23:54:28| INFO d_bin_sld_rbf_ne finished [took 258.7144s]
19/12/23 23:54:33| INFO d_mul_sld_rbf_ne finished [took 263.8514s]
19/12/23 23:54:40| INFO d_bin_sld_rbf_c finished [took 270.5622s]
19/12/23 23:54:42| INFO d_m3w_sld_rbf finished [took 273.6381s]
19/12/23 23:54:48| INFO d_m3w_sld_rbf_c finished [took 279.4502s]
19/12/23 23:54:55| INFO d_mul_sld_rbf finished [took 285.9820s]
19/12/23 23:54:59| INFO d_m3w_sld_rbf_mc finished [took 289.5340s]
19/12/23 23:55:02| INFO ref finished [took 21.9196s]
19/12/23 23:55:09| INFO d_mul_sld_rbf_mc finished [took 299.8954s]
19/12/23 23:55:16| INFO d_mul_sld_rbf_c finished [took 306.5553s]
19/12/23 23:55:17| INFO atc_mc finished [took 34.5072s]
19/12/23 23:55:19| INFO doc finished [took 30.0139s]
19/12/23 23:56:59| INFO d_m3w_sld_rbf_ne finished [took 192.1812s]
19/12/23 23:57:09| INFO d_bin_sld_rbf_is finished [took 174.1690s]
19/12/23 23:57:25| INFO d_m3w_sld_rbf_is finished [took 171.6691s]
19/12/23 23:57:42| INFO d_mul_sld_rbf_is finished [took 193.5991s]
19/12/23 23:58:10| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.213s]
19/12/23 23:58:10| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 27.214s]
20/12/23 00:07:40| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 570.038s]
20/12/23 00:07:40| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 570.039s]
20/12/23 00:08:17| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.580s]
20/12/23 00:08:17| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.581s]
20/12/23 00:08:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 633.9418s]
20/12/23 00:11:43| INFO d_bin_sld_rbf_gs finished [took 840.1927s]
20/12/23 00:12:20| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 36.210s]
20/12/23 00:12:20| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 36.210s]
20/12/23 00:12:54| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 33.960s]
20/12/23 00:12:54| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 33.960s]
20/12/23 00:13:21| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 26.908s]
20/12/23 00:13:21| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 26.909s]
20/12/23 00:13:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 97.1874s]
20/12/23 00:15:23| INFO d_mul_sld_rbf_gs finished [took 218.8403s]
20/12/23 00:15:58| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.559s]
20/12/23 00:15:58| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.559s]
20/12/23 00:16:57| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.220s]
20/12/23 00:16:57| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.221s]
20/12/23 00:18:21| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 83.904s]
20/12/23 00:18:21| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 83.904s]
20/12/23 00:18:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 177.7921s]
20/12/23 00:24:20| INFO d_m3w_sld_rbf_gs finished [took 536.2522s]
20/12/23 00:24:20| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2054.9974s]
20/12/23 00:24:20| INFO Dataset sample [0.2 0.8] of dataset imdb started
20/12/23 00:29:25| INFO d_bin_sld_rbf_mc finished [took 300.9057s]
20/12/23 00:29:48| INFO d_bin_sld_rbf_ne finished [took 323.6708s]
20/12/23 00:30:54| INFO d_bin_sld_rbf_c finished [took 389.4021s]
20/12/23 00:30:58| INFO d_mul_sld_rbf_c finished [took 392.8276s]
20/12/23 00:31:13| INFO d_m3w_sld_rbf finished [took 408.0906s]
20/12/23 00:31:21| INFO d_m3w_sld_rbf_mc finished [took 416.0524s]
20/12/23 00:31:22| INFO d_mul_sld_rbf finished [took 417.3635s]
20/12/23 00:31:39| INFO ref finished [took 25.6689s]
20/12/23 00:31:44| INFO d_bin_sld_rbf finished [took 439.0696s]
20/12/23 00:31:45| INFO d_m3w_sld_rbf_c finished [took 439.8159s]
20/12/23 00:31:51| INFO d_mul_sld_rbf_ne finished [took 445.7700s]
20/12/23 00:31:51| INFO d_mul_sld_rbf_mc finished [took 448.1703s]
20/12/23 00:31:55| INFO atc_mc finished [took 32.8208s]
20/12/23 00:32:00| INFO doc finished [took 37.4060s]
20/12/23 00:33:58| INFO d_bin_sld_rbf_is finished [took 249.1739s]
20/12/23 00:34:25| INFO d_m3w_sld_rbf_ne finished [took 298.7840s]
20/12/23 00:34:51| INFO d_m3w_sld_rbf_is finished [took 232.3648s]
20/12/23 00:34:57| INFO d_mul_sld_rbf_is finished [took 242.5069s]
20/12/23 00:35:28| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.728s]
20/12/23 00:35:28| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.728s]
----------------------------------------------------------------------------------------------------
20/12/23 09:42:26| INFO dataset imdb [pool size: 10]
20/12/23 09:42:26| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
20/12/23 09:45:58| INFO d_m3w_sld_rbf_c finished [took 209.5941s]
20/12/23 09:46:43| INFO d_m3w_sld_rbf finished [took 252.7219s]
20/12/23 09:46:53| INFO d_mul_sld_rbf_mc finished [took 262.9707s]
20/12/23 09:47:00| INFO d_bin_sld_rbf_c finished [took 270.1307s]
20/12/23 09:47:06| INFO d_bin_sld_rbf finished [took 276.9561s]
20/12/23 09:47:07| INFO d_bin_sld_rbf_mc finished [took 276.5384s]
20/12/23 09:47:08| INFO d_bin_sld_rbf_ne finished [took 278.1270s]
20/12/23 09:47:15| INFO d_mul_sld_rbf finished [took 285.5861s]
20/12/23 09:47:27| INFO ref finished [took 20.2934s]
20/12/23 09:47:37| INFO d_mul_sld_rbf_ne finished [took 306.8399s]
20/12/23 09:47:42| INFO atc_mc finished [took 34.7530s]
20/12/23 09:47:46| INFO doc finished [took 37.6288s]
20/12/23 09:47:47| INFO d_mul_sld_rbf_c finished [took 317.5017s]
20/12/23 09:47:55| INFO d_m3w_sld_rbf_mc finished [took 324.6785s]
20/12/23 09:49:22| INFO d_m3w_sld_rbf_ne finished [took 203.7628s]
20/12/23 09:49:38| INFO d_bin_sld_rbf_is finished [took 174.7258s]
20/12/23 09:49:49| INFO d_m3w_sld_rbf_is finished [took 168.4022s]
20/12/23 09:50:17| INFO d_mul_sld_rbf_is finished [took 203.8454s]
20/12/23 09:50:45| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.928s]
20/12/23 09:50:45| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 26.929s]
20/12/23 10:00:20| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 575.155s]
20/12/23 10:00:20| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 575.155s]
20/12/23 10:00:57| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.830s]
20/12/23 10:00:57| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 36.830s]
20/12/23 10:00:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 639.0229s]
20/12/23 10:04:21| INFO d_bin_sld_rbf_gs finished [took 843.1047s]
20/12/23 10:04:58| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 35.442s]
20/12/23 10:04:58| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 35.442s]
20/12/23 10:05:34| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 36.091s]
20/12/23 10:05:34| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 36.092s]
20/12/23 10:06:03| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.993s]
20/12/23 10:06:03| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.994s]
20/12/23 10:06:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 100.6354s]
20/12/23 10:08:05| INFO d_mul_sld_rbf_gs finished [took 222.9214s]
20/12/23 10:08:41| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.617s]
20/12/23 10:08:41| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.617s]
20/12/23 10:09:40| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.341s]
20/12/23 10:09:40| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 59.342s]
20/12/23 10:11:05| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.487s]
20/12/23 10:11:05| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.487s]
20/12/23 10:11:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 179.5537s]
20/12/23 10:17:01| INFO d_m3w_sld_rbf_gs finished [took 534.8719s]
20/12/23 10:17:01| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 2075.0981s]
20/12/23 10:17:01| INFO Dataset sample [0.2 0.8] of dataset imdb started
20/12/23 10:23:06| INFO d_bin_sld_rbf finished [took 360.8802s]
20/12/23 10:23:09| INFO d_m3w_sld_rbf finished [took 364.0235s]
20/12/23 10:23:19| INFO d_m3w_sld_rbf_mc finished [took 373.4509s]
20/12/23 10:23:20| INFO d_bin_sld_rbf_ne finished [took 374.3568s]
20/12/23 10:23:25| INFO d_bin_sld_rbf_mc finished [took 380.7135s]
20/12/23 10:23:37| INFO d_bin_sld_rbf_c finished [took 391.2941s]
20/12/23 10:23:52| INFO ref finished [took 25.8933s]
20/12/23 10:24:00| INFO d_m3w_sld_rbf_c finished [took 414.5229s]
20/12/23 10:24:11| INFO atc_mc finished [took 33.5053s]
20/12/23 10:24:14| INFO d_mul_sld_rbf finished [took 428.4853s]
20/12/23 10:24:27| INFO doc finished [took 34.6423s]
20/12/23 10:24:36| INFO d_mul_sld_rbf_mc finished [took 450.4773s]
20/12/23 10:24:37| INFO d_mul_sld_rbf_c finished [took 451.8242s]
20/12/23 10:24:46| INFO d_mul_sld_rbf_ne finished [took 459.8852s]
20/12/23 10:27:00| INFO d_bin_sld_rbf_is finished [took 229.3736s]
20/12/23 10:27:38| INFO d_m3w_sld_rbf_ne finished [took 270.9279s]
20/12/23 10:27:40| INFO d_m3w_sld_rbf_is finished [took 258.6939s]
20/12/23 10:27:40| INFO d_mul_sld_rbf_is finished [took 260.1417s]
20/12/23 10:28:15| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 32.848s]
20/12/23 10:28:15| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.849s]
20/12/23 10:33:13| WARNING Method d_bin_sld_rbf_gs failed. Exception: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.
The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15)}
20/12/23 10:33:56| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 40.890s]
20/12/23 10:33:56| DEBUG [size=11,place=2] best score = 0.01945959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 40.890s]
----------------------------------------------------------------------------------------------------
20/12/23 10:37:09| INFO dataset imdb [pool size: 10]
20/12/23 10:37:09| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
20/12/23 10:38:16| INFO m3w_sld_lr_c finished [took 63.0021s]
20/12/23 10:38:25| INFO m3w_sld_lr_mc finished [took 71.4982s]
20/12/23 10:38:30| INFO bin_sld_lr_ne finished [took 76.2747s]
20/12/23 10:38:32| INFO mul_sld_lr_c finished [took 79.7615s]
20/12/23 10:38:32| INFO mul_sld_lr_ne finished [took 78.2431s]
20/12/23 10:38:32| INFO m3w_sld_lr finished [took 78.8726s]
20/12/23 10:38:38| INFO mul_sld_lr_mc finished [took 84.5201s]
20/12/23 10:38:49| INFO bin_sld_lr_c finished [took 95.5857s]
20/12/23 10:38:50| INFO bin_sld_lr finished [took 96.1905s]
20/12/23 10:38:50| INFO bin_sld_lr_mc finished [took 96.6082s]
20/12/23 10:38:53| INFO mul_sld_lr finished [took 99.3069s]
20/12/23 10:39:06| INFO ref finished [took 32.7889s]
20/12/23 10:39:08| INFO atc_mc finished [took 34.2824s]
20/12/23 10:39:08| INFO m3w_sld_lr_ne finished [took 51.5089s]
20/12/23 10:39:13| INFO doc finished [took 33.4879s]
20/12/23 10:39:19| INFO mul_sld_lr_is finished [took 47.5956s]
20/12/23 10:39:20| INFO bin_sld_lr_is finished [took 53.6020s]
20/12/23 10:39:21| INFO m3w_sld_lr_is finished [took 47.5142s]
----------------------------------------------------------------------------------------------------
20/12/23 10:43:52| INFO dataset imdb [pool size: 10]
20/12/23 10:43:52| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
20/12/23 10:44:25| INFO d_mul_sld_lr_ne finished [took 28.4653s]
20/12/23 10:44:40| INFO d_m3w_sld_lr_c finished [took 43.1482s]
20/12/23 10:44:40| INFO d_mul_sld_lr_c finished [took 43.5608s]
20/12/23 10:44:40| INFO d_m3w_sld_lr_mc finished [took 43.9808s]
20/12/23 10:44:43| INFO d_mul_sld_lr_mc finished [took 46.1875s]
20/12/23 10:44:43| INFO d_m3w_sld_lr finished [took 46.8243s]
20/12/23 10:44:44| INFO d_mul_sld_lr finished [took 48.2987s]
20/12/23 10:44:47| INFO d_bin_sld_lr finished [took 50.3670s]
20/12/23 10:44:52| INFO d_bin_sld_lr_ne finished [took 54.9984s]
20/12/23 10:45:03| INFO d_bin_sld_lr_mc finished [took 65.8889s]
20/12/23 10:45:03| INFO d_bin_sld_lr_c finished [took 66.5357s]
20/12/23 10:45:06| INFO d_m3w_sld_lr_ne finished [took 40.1165s]
20/12/23 10:45:09| INFO ref finished [took 25.3594s]
20/12/23 10:45:10| INFO atc_mc finished [took 26.1830s]
20/12/23 10:45:11| INFO d_m3w_sld_lr_is finished [took 29.7517s]
20/12/23 10:45:13| INFO d_mul_sld_lr_is finished [took 32.1030s]
20/12/23 10:45:21| INFO doc finished [took 36.5523s]
20/12/23 10:45:40| INFO d_bin_sld_lr_is finished [took 60.0798s]
20/12/23 10:45:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 13.5609s]
20/12/23 10:46:22| INFO d_bin_sld_lr_gs finished [took 40.2747s]
20/12/23 10:46:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 11.9772s]
20/12/23 10:46:59| INFO d_mul_sld_lr_gs finished [took 36.6951s]
20/12/23 10:47:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 16.9370s]
20/12/23 10:47:37| INFO d_m3w_sld_lr_gs finished [took 36.7373s]
20/12/23 10:47:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 224.2584s]
20/12/23 10:47:37| INFO Dataset sample [0.2 0.8] of dataset imdb started
20/12/23 10:48:20| INFO d_m3w_sld_lr_c finished [took 41.0800s]
20/12/23 10:48:20| INFO d_m3w_sld_lr_mc finished [took 41.2108s]
20/12/23 10:48:21| INFO d_m3w_sld_lr finished [took 41.7337s]
20/12/23 10:48:30| INFO d_mul_sld_lr_ne finished [took 50.8436s]
20/12/23 10:48:30| INFO d_mul_sld_lr_c finished [took 50.9978s]
20/12/23 10:48:31| INFO d_mul_sld_lr_mc finished [took 52.0419s]
20/12/23 10:48:33| INFO d_mul_sld_lr finished [took 54.2054s]
20/12/23 10:49:02| INFO ref finished [took 30.5263s]
20/12/23 10:49:03| INFO d_m3w_sld_lr_ne finished [took 41.4254s]
20/12/23 10:49:07| INFO d_mul_sld_lr_is finished [took 44.6814s]
20/12/23 10:49:07| INFO d_bin_sld_lr_ne finished [took 88.4321s]
20/12/23 10:49:09| INFO atc_mc finished [took 37.1716s]
20/12/23 10:49:10| INFO d_m3w_sld_lr_is finished [took 38.5134s]
20/12/23 10:49:18| INFO doc finished [took 43.8024s]
20/12/23 10:49:32| INFO d_bin_sld_lr_mc finished [took 112.7319s]
20/12/23 10:49:32| INFO d_bin_sld_lr_c finished [took 113.1689s]
20/12/23 10:49:39| INFO d_bin_sld_lr_is finished [took 77.2017s]
20/12/23 10:49:44| INFO d_bin_sld_lr finished [took 125.0880s]
20/12/23 10:50:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 17.4576s]
20/12/23 10:50:53| INFO d_bin_sld_lr_gs finished [took 67.5691s]
20/12/23 10:51:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00835) [took 20.4432s]
20/12/23 10:51:39| INFO d_mul_sld_lr_gs finished [took 45.2535s]
20/12/23 10:51:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 17.5332s]
20/12/23 10:52:18| INFO d_m3w_sld_lr_gs finished [took 37.5694s]
20/12/23 10:52:18| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 281.2382s]
20/12/23 10:52:18| INFO Dataset sample [0.3 0.7] of dataset imdb started
20/12/23 10:53:02| INFO d_m3w_sld_lr_mc finished [took 41.3961s]
20/12/23 10:53:02| INFO d_m3w_sld_lr_c finished [took 41.3979s]
20/12/23 10:53:02| INFO d_m3w_sld_lr finished [took 42.1281s]
20/12/23 10:53:07| INFO d_bin_sld_lr finished [took 46.7309s]
20/12/23 10:53:11| INFO d_mul_sld_lr_ne finished [took 51.7132s]
20/12/23 10:53:18| INFO d_mul_sld_lr_c finished [took 57.2632s]
20/12/23 10:53:18| INFO d_mul_sld_lr_mc finished [took 57.2421s]
20/12/23 10:53:19| INFO d_mul_sld_lr finished [took 58.5380s]
20/12/23 10:53:27| INFO d_bin_sld_lr_ne finished [took 67.0856s]
20/12/23 10:53:29| INFO d_bin_sld_lr_mc finished [took 68.3098s]
20/12/23 10:53:30| INFO d_bin_sld_lr_c finished [took 69.3296s]
20/12/23 10:53:34| INFO d_m3w_sld_lr_is finished [took 25.9211s]
20/12/23 10:53:36| INFO ref finished [took 23.5933s]
20/12/23 10:53:37| INFO d_m3w_sld_lr_ne finished [took 34.5739s]
20/12/23 10:53:47| INFO atc_mc finished [took 28.6188s]
20/12/23 10:53:49| INFO d_mul_sld_lr_is finished [took 45.6824s]
20/12/23 10:53:49| INFO d_bin_sld_lr_is finished [took 46.4835s]
20/12/23 10:53:53| INFO doc finished [took 34.1106s]
20/12/23 10:54:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.03432) [took 20.7092s]
20/12/23 10:54:44| INFO d_bin_sld_lr_gs finished [took 49.9140s]
20/12/23 10:55:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 19.6104s]
20/12/23 10:55:36| INFO d_mul_sld_lr_gs finished [took 49.6011s]
20/12/23 10:55:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01173) [took 14.1882s]
20/12/23 10:56:11| INFO d_m3w_sld_lr_gs finished [took 34.5039s]
20/12/23 10:56:11| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 233.3432s]
20/12/23 10:56:11| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
20/12/23 10:56:48| INFO d_m3w_sld_lr finished [took 35.9143s]
20/12/23 10:56:55| INFO d_m3w_sld_lr_c finished [took 41.7536s]
20/12/23 10:56:55| INFO d_m3w_sld_lr_mc finished [took 41.8963s]
20/12/23 10:57:04| INFO d_mul_sld_lr_c finished [took 51.2339s]
20/12/23 10:57:09| INFO d_mul_sld_lr_ne finished [took 55.7682s]
20/12/23 10:57:14| INFO d_mul_sld_lr_mc finished [took 61.2515s]
20/12/23 10:57:15| INFO d_bin_sld_lr finished [took 61.7594s]
20/12/23 10:57:15| INFO d_bin_sld_lr_c finished [took 61.8248s]
20/12/23 10:57:15| INFO d_bin_sld_lr_mc finished [took 62.2284s]
20/12/23 10:57:16| INFO d_bin_sld_lr_ne finished [took 62.8521s]
20/12/23 10:57:19| INFO d_mul_sld_lr finished [took 65.6726s]
20/12/23 10:57:22| INFO d_m3w_sld_lr_ne finished [took 33.1906s]
20/12/23 10:57:28| INFO ref finished [took 18.7098s]
20/12/23 10:57:37| INFO d_m3w_sld_lr_is finished [took 31.6197s]
20/12/23 10:57:38| INFO d_bin_sld_lr_is finished [took 42.6053s]
20/12/23 10:57:39| INFO atc_mc finished [took 24.0925s]
20/12/23 10:57:40| INFO d_mul_sld_lr_is finished [took 44.2536s]
20/12/23 10:57:45| INFO doc finished [took 29.7037s]
20/12/23 10:58:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01356) [took 21.7833s]
20/12/23 10:58:38| INFO d_bin_sld_lr_gs finished [took 51.6324s]
20/12/23 10:58:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01066) [took 18.1486s]
20/12/23 10:59:27| INFO d_mul_sld_lr_gs finished [took 47.3397s]
20/12/23 10:59:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01205) [took 13.8408s]
20/12/23 11:00:02| INFO d_m3w_sld_lr_gs finished [took 34.3176s]
20/12/23 11:00:02| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 230.1516s]
20/12/23 11:00:02| INFO Dataset sample [0.5 0.5] of dataset imdb started
20/12/23 11:00:32| INFO d_m3w_sld_lr finished [took 27.9619s]
20/12/23 11:00:46| INFO d_m3w_sld_lr_mc finished [took 41.8832s]
20/12/23 11:00:46| INFO d_m3w_sld_lr_c finished [took 42.0157s]
20/12/23 11:00:53| INFO d_mul_sld_lr_c finished [took 49.5157s]
20/12/23 11:00:59| INFO d_bin_sld_lr_c finished [took 55.6679s]
20/12/23 11:01:03| INFO d_bin_sld_lr_mc finished [took 59.5518s]
20/12/23 11:01:03| INFO d_bin_sld_lr finished [took 59.6489s]
20/12/23 11:01:04| INFO d_bin_sld_lr_ne finished [took 60.2335s]
20/12/23 11:01:06| INFO d_mul_sld_lr_mc finished [took 62.9005s]
20/12/23 11:01:07| INFO d_mul_sld_lr_ne finished [took 63.0429s]
20/12/23 11:01:09| INFO d_mul_sld_lr finished [took 65.3032s]
20/12/23 11:01:12| INFO d_m3w_sld_lr_ne finished [took 39.3115s]
20/12/23 11:01:21| INFO ref finished [took 21.7496s]
20/12/23 11:01:25| INFO d_mul_sld_lr_is finished [took 37.9894s]
20/12/23 11:01:25| INFO d_m3w_sld_lr_is finished [took 30.5732s]
20/12/23 11:01:28| INFO d_bin_sld_lr_is finished [took 40.9620s]
20/12/23 11:01:30| INFO atc_mc finished [took 25.7980s]
20/12/23 11:01:36| INFO doc finished [took 31.1905s]
20/12/23 11:01:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01233) [took 21.0216s]
20/12/23 11:02:25| INFO d_bin_sld_lr_gs finished [took 48.0634s]
20/12/23 11:02:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 17.8903s]
20/12/23 11:03:13| INFO d_mul_sld_lr_gs finished [took 46.1312s]
20/12/23 11:03:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01036) [took 12.8799s]
20/12/23 11:03:47| INFO d_m3w_sld_lr_gs finished [took 33.1585s]
20/12/23 11:03:47| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 225.3972s]
20/12/23 11:03:47| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
20/12/23 11:04:29| INFO d_mul_sld_lr_ne finished [took 39.4941s]
20/12/23 11:04:31| INFO d_m3w_sld_lr finished [took 41.8648s]
20/12/23 11:04:31| INFO d_m3w_sld_lr_mc finished [took 41.8023s]
20/12/23 11:04:31| INFO d_m3w_sld_lr_c finished [took 42.2105s]
20/12/23 11:04:47| INFO d_mul_sld_lr_c finished [took 59.2485s]
20/12/23 11:04:47| INFO d_bin_sld_lr_mc finished [took 58.5447s]
20/12/23 11:04:49| INFO d_bin_sld_lr_c finished [took 59.9093s]
20/12/23 11:04:49| INFO d_bin_sld_lr_ne finished [took 60.4250s]
20/12/23 11:04:51| INFO d_bin_sld_lr finished [took 61.5044s]
20/12/23 11:04:51| INFO d_mul_sld_lr_mc finished [took 62.3385s]
20/12/23 11:04:54| INFO d_mul_sld_lr finished [took 65.2564s]
20/12/23 11:05:04| INFO d_m3w_sld_lr_ne finished [took 34.6633s]
20/12/23 11:05:05| INFO d_bin_sld_lr_is finished [took 33.3136s]
20/12/23 11:05:08| INFO ref finished [took 19.2511s]
20/12/23 11:05:10| INFO d_m3w_sld_lr_is finished [took 37.6527s]
20/12/23 11:05:14| INFO d_mul_sld_lr_is finished [took 42.3730s]
20/12/23 11:05:18| INFO atc_mc finished [took 29.7436s]
20/12/23 11:05:20| INFO doc finished [took 30.4186s]
20/12/23 11:05:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01220) [took 21.7699s]
20/12/23 11:06:08| INFO d_bin_sld_lr_gs finished [took 46.9760s]
20/12/23 11:06:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 17.3585s]
20/12/23 11:06:54| INFO d_mul_sld_lr_gs finished [took 44.7165s]
20/12/23 11:07:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 13.3135s]
20/12/23 11:07:29| INFO d_m3w_sld_lr_gs finished [took 33.8399s]
20/12/23 11:07:29| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 222.2712s]
20/12/23 11:07:29| INFO Dataset sample [0.7 0.3] of dataset imdb started
20/12/23 11:08:14| INFO d_m3w_sld_lr_mc finished [took 42.0276s]
20/12/23 11:08:15| INFO d_m3w_sld_lr_c finished [took 42.6427s]
20/12/23 11:08:15| INFO d_m3w_sld_lr finished [took 42.7549s]
20/12/23 11:08:22| INFO d_mul_sld_lr_mc finished [took 49.2008s]
20/12/23 11:08:23| INFO d_mul_sld_lr_ne finished [took 50.3782s]
20/12/23 11:08:28| INFO d_bin_sld_lr_c finished [took 55.6303s]
20/12/23 11:08:28| INFO d_mul_sld_lr_c finished [took 57.1608s]
20/12/23 11:08:34| INFO d_bin_sld_lr_mc finished [took 61.4684s]
20/12/23 11:08:36| INFO d_mul_sld_lr finished [took 63.5214s]
20/12/23 11:08:41| INFO d_bin_sld_lr_ne finished [took 68.2775s]
20/12/23 11:08:41| INFO d_bin_sld_lr finished [took 69.0093s]
20/12/23 11:08:49| INFO d_m3w_sld_lr_is finished [took 26.1581s]
20/12/23 11:08:52| INFO ref finished [took 27.4767s]
20/12/23 11:08:54| INFO d_m3w_sld_lr_ne finished [took 38.3454s]
20/12/23 11:08:58| INFO d_mul_sld_lr_is finished [took 40.9883s]
20/12/23 11:08:58| INFO d_bin_sld_lr_is finished [took 41.6355s]
20/12/23 11:08:59| INFO atc_mc finished [took 29.5707s]
20/12/23 11:09:04| INFO doc finished [took 33.4576s]
20/12/23 11:09:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 19.0000s]
20/12/23 11:09:51| INFO d_bin_sld_lr_gs finished [took 45.4365s]
20/12/23 11:10:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01032) [took 18.7689s]
20/12/23 11:10:35| INFO d_mul_sld_lr_gs finished [took 42.0109s]
20/12/23 11:10:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 14.1958s]
20/12/23 11:11:12| INFO d_m3w_sld_lr_gs finished [took 34.8321s]
20/12/23 11:11:12| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 222.2692s]
20/12/23 11:11:12| INFO Dataset sample [0.8 0.2] of dataset imdb started
20/12/23 11:11:38| INFO d_m3w_sld_lr finished [took 25.6399s]
20/12/23 11:11:55| INFO d_m3w_sld_lr_c finished [took 41.2942s]
20/12/23 11:11:55| INFO d_m3w_sld_lr_mc finished [took 41.6127s]
20/12/23 11:12:04| INFO d_mul_sld_lr finished [took 50.7161s]
20/12/23 11:12:06| INFO d_mul_sld_lr_mc finished [took 52.9506s]
20/12/23 11:12:14| INFO d_mul_sld_lr_c finished [took 60.3480s]
20/12/23 11:12:17| INFO d_mul_sld_lr_ne finished [took 64.0337s]
20/12/23 11:12:19| INFO d_m3w_sld_lr_ne finished [took 39.5669s]
20/12/23 11:12:31| INFO ref finished [took 24.0110s]
20/12/23 11:12:45| INFO d_m3w_sld_lr_is finished [took 40.3866s]
20/12/23 11:12:49| INFO atc_mc finished [took 34.1877s]
20/12/23 11:12:53| INFO d_mul_sld_lr_is finished [took 56.7880s]
20/12/23 11:12:54| INFO doc finished [took 35.3707s]
20/12/23 11:13:05| INFO d_bin_sld_lr_mc finished [took 111.6177s]
20/12/23 11:13:15| INFO d_bin_sld_lr_is finished [took 79.2041s]
20/12/23 11:13:17| INFO d_bin_sld_lr_c finished [took 124.0549s]
20/12/23 11:13:29| INFO d_bin_sld_lr finished [took 136.0046s]
20/12/23 11:13:30| INFO d_bin_sld_lr_ne finished [took 136.9460s]
20/12/23 11:13:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 17.5380s]
20/12/23 11:14:42| INFO d_bin_sld_lr_gs finished [took 70.5511s]
20/12/23 11:15:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01038) [took 20.8236s]
20/12/23 11:15:28| INFO d_mul_sld_lr_gs finished [took 45.0392s]
20/12/23 11:15:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00983) [took 16.4201s]
20/12/23 11:16:06| INFO d_m3w_sld_lr_gs finished [took 37.0914s]
20/12/23 11:16:06| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 294.4026s]
20/12/23 11:16:06| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
20/12/23 11:16:39| INFO d_m3w_sld_lr_mc finished [took 31.5899s]
20/12/23 11:16:54| INFO d_mul_sld_lr_c finished [took 46.6148s]
20/12/23 11:16:55| INFO d_m3w_sld_lr_c finished [took 47.2179s]
20/12/23 11:16:55| INFO d_mul_sld_lr_ne finished [took 47.4735s]
20/12/23 11:16:58| INFO d_mul_sld_lr_mc finished [took 50.3944s]
20/12/23 11:17:00| INFO d_m3w_sld_lr finished [took 52.2183s]
20/12/23 11:17:03| INFO d_mul_sld_lr finished [took 55.1670s]
20/12/23 11:17:17| INFO d_m3w_sld_lr_ne finished [took 37.8479s]
20/12/23 11:17:18| INFO ref finished [took 19.6899s]
20/12/23 11:17:32| INFO d_mul_sld_lr_is finished [took 35.9208s]
20/12/23 11:17:34| INFO d_m3w_sld_lr_is finished [took 37.8851s]
20/12/23 11:17:38| INFO atc_mc finished [took 37.6904s]
20/12/23 11:17:45| INFO doc finished [took 41.0848s]
20/12/23 11:17:54| INFO d_bin_sld_lr_ne finished [took 105.9320s]
20/12/23 11:17:55| INFO d_bin_sld_lr finished [took 107.1264s]
20/12/23 11:18:10| INFO d_bin_sld_lr_c finished [took 122.5107s]
20/12/23 11:18:15| INFO d_bin_sld_lr_mc finished [took 127.5973s]
20/12/23 11:18:56| INFO d_bin_sld_lr_is finished [took 120.4898s]
20/12/23 11:19:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 12.9066s]
20/12/23 11:19:33| INFO d_bin_sld_lr_gs finished [took 36.5959s]
20/12/23 11:19:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 10.8560s]
20/12/23 11:20:12| INFO d_mul_sld_lr_gs finished [took 37.8259s]
20/12/23 11:20:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 14.7816s]
20/12/23 11:20:48| INFO d_m3w_sld_lr_gs finished [took 35.3863s]
20/12/23 11:20:48| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 282.4092s]
----------------------------------------------------------------------------------------------------
20/12/23 12:57:37| INFO dataset imdb [pool size: 10]
20/12/23 12:57:37| INFO Dataset sample [0.0999 0.9001] of dataset imdb started
20/12/23 12:58:43| INFO mul_sld_lr_ne finished [took 61.5972s]
20/12/23 12:58:49| INFO mul_sld_lr_mc finished [took 66.5722s]
20/12/23 12:58:56| INFO m3w_sld_lr_c finished [took 74.3243s]
20/12/23 12:59:00| INFO m3w_sld_lr_mc finished [took 78.3083s]
20/12/23 12:59:01| INFO mul_sld_lr_c finished [took 78.8319s]
20/12/23 12:59:02| INFO m3w_sld_lr finished [took 81.9795s]
20/12/23 12:59:16| INFO bin_sld_lr_ne finished [took 94.3888s]
20/12/23 12:59:17| INFO bin_sld_lr_c finished [took 95.5348s]
20/12/23 12:59:19| INFO bin_sld_lr finished [took 96.9337s]
20/12/23 12:59:19| INFO bin_sld_lr_mc finished [took 97.4236s]
20/12/23 12:59:22| INFO mul_sld_lr finished [took 100.3872s]
20/12/23 12:59:30| INFO ref finished [took 27.7916s]
20/12/23 12:59:32| INFO m3w_sld_lr_ne finished [took 48.2242s]
20/12/23 12:59:36| INFO atc_mc finished [took 33.1297s]
20/12/23 12:59:45| INFO mul_sld_lr_is finished [took 47.7947s]
20/12/23 12:59:48| INFO m3w_sld_lr_is finished [took 46.7013s]
20/12/23 12:59:49| INFO doc finished [took 31.7951s]
20/12/23 12:59:49| INFO bin_sld_lr_is finished [took 59.8902s]
20/12/23 13:00:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01318) [took 29.8630s]
20/12/23 13:01:03| INFO bin_sld_lr_gs finished [took 72.6775s]
20/12/23 13:07:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02635) [took 370.9504s]
20/12/23 13:07:44| INFO mul_sld_lr_gs finished [took 399.8188s]
20/12/23 13:12:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 279.5130s]
20/12/23 13:12:50| INFO m3w_sld_lr_gs finished [took 305.9039s]
20/12/23 13:12:50| INFO Dataset sample [0.0999 0.9001] of dataset imdb finished [took 912.9335s]
20/12/23 13:12:50| INFO Dataset sample [0.2 0.8] of dataset imdb started
20/12/23 13:13:47| INFO mul_sld_lr_ne finished [took 55.3158s]
20/12/23 13:14:05| INFO m3w_sld_lr finished [took 71.6230s]
20/12/23 13:14:05| INFO m3w_sld_lr_c finished [took 71.9126s]
20/12/23 13:14:06| INFO m3w_sld_lr_mc finished [took 73.5165s]
20/12/23 13:14:21| INFO mul_sld_lr_c finished [took 88.4809s]
20/12/23 13:14:25| INFO mul_sld_lr_mc finished [took 92.3296s]
20/12/23 13:14:26| INFO mul_sld_lr finished [took 92.6885s]
20/12/23 13:14:41| INFO bin_sld_lr_ne finished [took 108.5111s]
20/12/23 13:14:43| INFO ref finished [took 21.1075s]
20/12/23 13:14:44| INFO bin_sld_lr finished [took 111.3396s]
20/12/23 13:14:44| INFO bin_sld_lr_c finished [took 111.5351s]
20/12/23 13:14:45| INFO bin_sld_lr_mc finished [took 112.0581s]
20/12/23 13:14:45| INFO m3w_sld_lr_ne finished [took 57.1689s]
20/12/23 13:14:56| INFO m3w_sld_lr_is finished [took 48.5919s]
20/12/23 13:15:00| INFO atc_mc finished [took 33.1402s]
20/12/23 13:15:05| INFO doc finished [took 37.9058s]
20/12/23 13:15:06| INFO mul_sld_lr_is finished [took 59.6382s]
20/12/23 13:15:15| INFO bin_sld_lr_is finished [took 69.0864s]
20/12/23 13:17:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 107.5397s]
20/12/23 13:17:50| INFO bin_sld_lr_gs finished [took 153.4144s]
20/12/23 13:24:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 396.2412s]
20/12/23 13:24:55| INFO mul_sld_lr_gs finished [took 423.3101s]
20/12/23 13:29:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00820) [took 281.9755s]
20/12/23 13:30:04| INFO m3w_sld_lr_gs finished [took 308.0762s]
20/12/23 13:30:04| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1033.6609s]
20/12/23 13:30:04| INFO Dataset sample [0.3 0.7] of dataset imdb started
20/12/23 13:30:56| INFO m3w_sld_lr_mc finished [took 49.0218s]
20/12/23 13:31:19| INFO m3w_sld_lr finished [took 73.2455s]
20/12/23 13:31:22| INFO m3w_sld_lr_c finished [took 75.5310s]
20/12/23 13:31:28| INFO bin_sld_lr_ne finished [took 81.7957s]
20/12/23 13:31:36| INFO mul_sld_lr_c finished [took 89.7612s]
20/12/23 13:31:40| INFO bin_sld_lr finished [took 93.1285s]
20/12/23 13:31:41| INFO bin_sld_lr_mc finished [took 94.1974s]
20/12/23 13:31:41| INFO mul_sld_lr_mc finished [took 94.3873s]
20/12/23 13:31:42| INFO bin_sld_lr_c finished [took 95.0842s]
20/12/23 13:31:42| INFO mul_sld_lr_ne finished [took 95.2740s]
20/12/23 13:31:42| INFO mul_sld_lr finished [took 95.4009s]
20/12/23 13:31:56| INFO m3w_sld_lr_ne finished [took 59.9080s]
20/12/23 13:31:57| INFO ref finished [took 19.8839s]
20/12/23 13:32:11| INFO m3w_sld_lr_is finished [took 42.0596s]
20/12/23 13:32:12| INFO atc_mc finished [took 31.0658s]
20/12/23 13:32:13| INFO doc finished [took 30.8967s]
20/12/23 13:32:14| INFO bin_sld_lr_is finished [took 54.0571s]
20/12/23 13:32:17| INFO mul_sld_lr_is finished [took 53.6782s]
20/12/23 13:34:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 115.4154s]
20/12/23 13:34:41| INFO bin_sld_lr_gs finished [took 142.7203s]
20/12/23 13:41:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01141) [took 404.2205s]
20/12/23 13:42:01| INFO mul_sld_lr_gs finished [took 437.7023s]
20/12/23 13:46:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01210) [took 283.6187s]
20/12/23 13:47:12| INFO m3w_sld_lr_gs finished [took 310.0392s]
20/12/23 13:47:12| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1027.6413s]
20/12/23 13:47:12| INFO Dataset sample [0.3999 0.6001] of dataset imdb started
20/12/23 13:48:07| INFO m3w_sld_lr finished [took 53.2237s]
20/12/23 13:48:26| INFO mul_sld_lr_mc finished [took 72.6366s]
20/12/23 13:48:30| INFO m3w_sld_lr_c finished [took 76.7641s]
20/12/23 13:48:31| INFO m3w_sld_lr_mc finished [took 77.4121s]
20/12/23 13:48:45| INFO bin_sld_lr_c finished [took 91.0904s]
20/12/23 13:48:45| INFO bin_sld_lr finished [took 91.2440s]
20/12/23 13:48:45| INFO bin_sld_lr_mc finished [took 91.4866s]
20/12/23 13:48:47| INFO bin_sld_lr_ne finished [took 92.8826s]
20/12/23 13:48:49| INFO mul_sld_lr_c finished [took 95.7058s]
20/12/23 13:48:50| INFO mul_sld_lr finished [took 96.1242s]
20/12/23 13:48:52| INFO mul_sld_lr_ne finished [took 98.4242s]
20/12/23 13:49:07| INFO ref finished [took 21.0760s]
20/12/23 13:49:13| INFO m3w_sld_lr_ne finished [took 64.6431s]
20/12/23 13:49:13| INFO m3w_sld_lr_is finished [took 41.0709s]
20/12/23 13:49:19| INFO doc finished [took 32.8207s]
20/12/23 13:49:20| INFO atc_mc finished [took 34.2113s]
20/12/23 13:49:22| INFO bin_sld_lr_is finished [took 55.2599s]
20/12/23 13:49:25| INFO mul_sld_lr_is finished [took 53.5033s]
20/12/23 13:51:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 123.0165s]
20/12/23 13:52:03| INFO bin_sld_lr_gs finished [took 156.6800s]
20/12/23 13:58:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00970) [took 401.1039s]
20/12/23 13:59:16| INFO mul_sld_lr_gs finished [took 431.9059s]
20/12/23 14:03:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01192) [took 280.1688s]
20/12/23 14:04:24| INFO m3w_sld_lr_gs finished [took 306.9035s]
20/12/23 14:04:24| INFO Dataset sample [0.3999 0.6001] of dataset imdb finished [took 1031.7954s]
20/12/23 14:04:24| INFO Dataset sample [0.5 0.5] of dataset imdb started
20/12/23 14:05:17| INFO m3w_sld_lr_mc finished [took 52.2912s]
20/12/23 14:05:36| INFO bin_sld_lr_mc finished [took 69.8062s]
20/12/23 14:05:40| INFO m3w_sld_lr finished [took 73.8214s]
20/12/23 14:05:43| INFO m3w_sld_lr_c finished [took 77.2894s]
20/12/23 14:05:54| INFO bin_sld_lr finished [took 88.4124s]
20/12/23 14:05:55| INFO bin_sld_lr_c finished [took 89.1350s]
20/12/23 14:05:56| INFO bin_sld_lr_ne finished [took 89.8130s]
20/12/23 14:06:05| INFO mul_sld_lr_c finished [took 98.7963s]
20/12/23 14:06:05| INFO mul_sld_lr finished [took 99.3412s]
20/12/23 14:06:06| INFO mul_sld_lr_ne finished [took 100.2525s]
20/12/23 14:06:07| INFO mul_sld_lr_mc finished [took 100.7116s]
20/12/23 14:06:16| INFO m3w_sld_lr_ne finished [took 57.3504s]
20/12/23 14:06:20| INFO ref finished [took 24.1428s]
20/12/23 14:06:25| INFO atc_mc finished [took 28.8437s]
20/12/23 14:06:31| INFO m3w_sld_lr_is finished [took 45.9947s]
20/12/23 14:06:32| INFO doc finished [took 35.5417s]
20/12/23 14:06:34| INFO bin_sld_lr_is finished [took 57.6674s]
20/12/23 14:06:39| INFO mul_sld_lr_is finished [took 58.2544s]
20/12/23 14:08:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 122.2190s]
20/12/23 14:09:13| INFO bin_sld_lr_gs finished [took 153.1763s]
20/12/23 14:15:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 393.7488s]
20/12/23 14:16:21| INFO mul_sld_lr_gs finished [took 426.2199s]
20/12/23 14:21:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01015) [took 280.7741s]
20/12/23 14:21:29| INFO m3w_sld_lr_gs finished [took 307.1111s]
20/12/23 14:21:29| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1025.5560s]
20/12/23 14:21:29| INFO Dataset sample [0.5999 0.4001] of dataset imdb started
20/12/23 14:22:29| INFO m3w_sld_lr_mc finished [took 57.9305s]
20/12/23 14:22:44| INFO m3w_sld_lr_c finished [took 72.9865s]
20/12/23 14:22:46| INFO m3w_sld_lr finished [took 74.2347s]
20/12/23 14:22:52| INFO bin_sld_lr_mc finished [took 80.5209s]
20/12/23 14:22:59| INFO mul_sld_lr_c finished [took 87.3228s]
20/12/23 14:23:00| INFO bin_sld_lr_ne finished [took 89.9164s]
20/12/23 14:23:04| INFO bin_sld_lr_c finished [took 92.0986s]
20/12/23 14:23:04| INFO bin_sld_lr finished [took 92.6462s]
20/12/23 14:23:10| INFO mul_sld_lr_mc finished [took 98.8911s]
20/12/23 14:23:12| INFO mul_sld_lr finished [took 100.7186s]
20/12/23 14:23:12| INFO mul_sld_lr_ne finished [took 100.9044s]
20/12/23 14:23:26| INFO m3w_sld_lr_ne finished [took 55.5418s]
20/12/23 14:23:29| INFO atc_mc finished [took 27.2816s]
20/12/23 14:23:30| INFO ref finished [took 29.7246s]
20/12/23 14:23:36| INFO m3w_sld_lr_is finished [took 42.9390s]
20/12/23 14:23:39| INFO doc finished [took 34.1907s]
20/12/23 14:23:40| INFO bin_sld_lr_is finished [took 54.2937s]
20/12/23 14:23:49| INFO mul_sld_lr_is finished [took 62.2669s]
20/12/23 14:25:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 120.4543s]
20/12/23 14:26:21| INFO bin_sld_lr_gs finished [took 150.5546s]
20/12/23 14:32:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 396.1827s]
20/12/23 14:33:28| INFO mul_sld_lr_gs finished [took 426.2252s]
20/12/23 14:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 279.6761s]
20/12/23 14:38:35| INFO m3w_sld_lr_gs finished [took 305.4313s]
20/12/23 14:38:35| INFO Dataset sample [0.5999 0.4001] of dataset imdb finished [took 1025.8285s]
20/12/23 14:38:35| INFO Dataset sample [0.7 0.3] of dataset imdb started
20/12/23 14:39:51| INFO m3w_sld_lr finished [took 72.2676s]
20/12/23 14:39:53| INFO m3w_sld_lr_c finished [took 74.5979s]
20/12/23 14:39:54| INFO m3w_sld_lr_mc finished [took 75.6343s]
20/12/23 14:39:58| INFO mul_sld_lr_ne finished [took 79.3095s]
20/12/23 14:39:59| INFO bin_sld_lr_c finished [took 80.7520s]
20/12/23 14:40:03| INFO mul_sld_lr_c finished [took 85.7378s]
20/12/23 14:40:13| INFO bin_sld_lr finished [took 94.3908s]
20/12/23 14:40:15| INFO bin_sld_lr_ne finished [took 96.1701s]
20/12/23 14:40:16| INFO mul_sld_lr finished [took 97.8098s]
20/12/23 14:40:17| INFO mul_sld_lr_mc finished [took 98.1503s]
20/12/23 14:40:17| INFO bin_sld_lr_mc finished [took 98.3429s]
20/12/23 14:40:27| INFO ref finished [took 25.9635s]
20/12/23 14:40:36| INFO atc_mc finished [took 31.6787s]
20/12/23 14:40:42| INFO m3w_sld_lr_is finished [took 43.1021s]
20/12/23 14:40:45| INFO m3w_sld_lr_ne finished [took 52.3973s]
20/12/23 14:40:45| INFO doc finished [took 31.4426s]
20/12/23 14:40:52| INFO mul_sld_lr_is finished [took 56.1409s]
20/12/23 14:40:53| INFO bin_sld_lr_is finished [took 58.4470s]
20/12/23 14:42:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 113.7432s]
20/12/23 14:43:21| INFO bin_sld_lr_gs finished [took 145.3702s]
20/12/23 14:49:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00935) [took 394.8346s]
20/12/23 14:50:28| INFO mul_sld_lr_gs finished [took 424.8915s]
20/12/23 14:55:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 281.8799s]
20/12/23 14:55:37| INFO m3w_sld_lr_gs finished [took 307.8978s]
20/12/23 14:55:37| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1022.3741s]
20/12/23 14:55:37| INFO Dataset sample [0.8 0.2] of dataset imdb started
20/12/23 14:56:50| INFO m3w_sld_lr_c finished [took 70.2491s]
20/12/23 14:56:50| INFO m3w_sld_lr finished [took 70.7592s]
20/12/23 14:56:50| INFO m3w_sld_lr_mc finished [took 70.9571s]
20/12/23 14:57:02| INFO bin_sld_lr_ne finished [took 82.4217s]
20/12/23 14:57:24| INFO mul_sld_lr_ne finished [took 105.1769s]
20/12/23 14:57:24| INFO bin_sld_lr_c finished [took 104.7578s]
20/12/23 14:57:34| INFO bin_sld_lr finished [took 114.2722s]
20/12/23 14:57:35| INFO mul_sld_lr_mc finished [took 115.0477s]
20/12/23 14:57:35| INFO mul_sld_lr_c finished [took 115.8676s]
20/12/23 14:57:40| INFO bin_sld_lr_mc finished [took 120.3269s]
20/12/23 14:57:41| INFO mul_sld_lr finished [took 121.8233s]
20/12/23 14:57:46| INFO m3w_sld_lr_ne finished [took 55.6325s]
20/12/23 14:57:53| INFO ref finished [took 27.8797s]
20/12/23 14:57:57| INFO m3w_sld_lr_is finished [took 54.0425s]
20/12/23 14:57:57| INFO atc_mc finished [took 32.1460s]
20/12/23 14:58:05| INFO doc finished [took 31.0140s]
20/12/23 14:58:07| INFO mul_sld_lr_is finished [took 75.0690s]
20/12/23 14:58:11| INFO bin_sld_lr_is finished [took 79.6194s]
20/12/23 14:59:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 102.3948s]
20/12/23 15:00:33| INFO bin_sld_lr_gs finished [took 140.8486s]
20/12/23 15:07:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 396.6391s]
20/12/23 15:07:39| INFO mul_sld_lr_gs finished [took 425.0753s]
20/12/23 15:12:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 281.4640s]
20/12/23 15:12:47| INFO m3w_sld_lr_gs finished [took 307.4877s]
20/12/23 15:12:47| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1029.8329s]
20/12/23 15:12:47| INFO Dataset sample [0.8999 0.1001] of dataset imdb started
20/12/23 15:13:40| INFO m3w_sld_lr_c finished [took 50.8547s]
20/12/23 15:13:59| INFO m3w_sld_lr_mc finished [took 70.2399s]
20/12/23 15:14:02| INFO mul_sld_lr_ne finished [took 72.4173s]
20/12/23 15:14:02| INFO mul_sld_lr_c finished [took 73.0165s]
20/12/23 15:14:03| INFO m3w_sld_lr finished [took 73.9580s]
20/12/23 15:14:21| INFO m3w_sld_lr_ne finished [took 40.2693s]
20/12/23 15:14:38| INFO ref finished [took 33.5177s]
20/12/23 15:14:41| INFO bin_sld_lr finished [took 111.7160s]
20/12/23 15:14:47| INFO bin_sld_lr_ne finished [took 118.7064s]
20/12/23 15:14:48| INFO bin_sld_lr_c finished [took 119.1484s]
20/12/23 15:14:50| INFO bin_sld_lr_mc finished [took 120.6418s]
20/12/23 15:14:51| INFO mul_sld_lr_mc finished [took 121.7705s]
20/12/23 15:14:56| INFO atc_mc finished [took 34.2286s]
20/12/23 15:14:56| INFO m3w_sld_lr_is finished [took 53.2527s]
20/12/23 15:15:00| INFO mul_sld_lr_is finished [took 57.6886s]
20/12/23 15:15:01| INFO mul_sld_lr finished [took 131.7124s]
20/12/23 15:15:12| INFO doc finished [took 33.9358s]
20/12/23 15:15:20| INFO bin_sld_lr_is finished [took 79.4933s]
20/12/23 15:16:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01841) [took 79.9531s]
20/12/23 15:17:26| INFO bin_sld_lr_gs finished [took 125.2002s]
20/12/23 15:23:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01936) [took 371.3828s]
20/12/23 15:24:07| INFO mul_sld_lr_gs finished [took 400.0297s]
20/12/23 15:28:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 275.6269s]
20/12/23 15:29:10| INFO m3w_sld_lr_gs finished [took 301.6966s]
20/12/23 15:29:10| INFO Dataset sample [0.8999 0.1001] of dataset imdb finished [took 982.4254s]
----------------------------------------------------------------------------------------------------
20/12/23 17:25:22| INFO dataset imdb [pool size: 10]
20/12/23 17:25:23| INFO Dataset sample [0.1 0.9] of dataset imdb started
20/12/23 17:29:02| INFO d_bin_sld_rbf_c finished [took 215.5244s]
20/12/23 17:29:22| INFO d_m3w_sld_rbf_mc finished [took 234.7759s]
20/12/23 17:29:47| INFO d_bin_sld_rbf_ne finished [took 260.6272s]
20/12/23 17:29:55| INFO d_mul_sld_rbf_ne finished [took 268.5906s]
20/12/23 17:30:01| INFO d_bin_sld_rbf finished [took 273.9525s]
20/12/23 17:30:04| INFO d_bin_sld_rbf_mc finished [took 276.9922s]
20/12/23 17:30:11| INFO d_m3w_sld_rbf_c finished [took 283.9020s]
20/12/23 17:30:12| INFO d_m3w_sld_rbf finished [took 285.6748s]
20/12/23 17:30:15| INFO d_mul_sld_rbf finished [took 289.6214s]
20/12/23 17:30:27| INFO ref finished [took 25.2776s]
20/12/23 17:30:31| INFO atc_mc finished [took 26.8470s]
20/12/23 17:30:33| INFO d_mul_sld_rbf_mc finished [took 306.2709s]
20/12/23 17:30:37| INFO d_mul_sld_rbf_c finished [took 310.2056s]
20/12/23 17:30:40| INFO doc finished [took 28.5063s]
20/12/23 17:32:02| INFO d_bin_sld_rbf_is finished [took 160.3410s]
20/12/23 17:32:11| INFO d_m3w_sld_rbf_ne finished [took 188.2672s]
20/12/23 17:32:47| INFO d_m3w_sld_rbf_is finished [took 171.3680s]
20/12/23 17:33:14| INFO d_mul_sld_rbf_is finished [took 205.5791s]
20/12/23 17:33:42| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.845s]
20/12/23 17:33:42| DEBUG [size=11,place=2] best score = 0.02776150; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 26.845s]
20/12/23 17:43:11| DEBUG [size=28,place=1] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.163s]
20/12/23 17:43:11| DEBUG [size=28,place=2] best score = 0.01087104; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.163s]
20/12/23 17:43:48| DEBUG [size=16,place=1] best score = 0.01128564; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 37.275s]
20/12/23 17:43:48| DEBUG [size=16,place=2] best score = 0.01182027; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 37.276s]
20/12/23 17:43:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01059) [took 633.3933s]
20/12/23 17:47:16| INFO d_bin_sld_rbf_gs finished [took 840.7496s]
20/12/23 17:47:52| DEBUG [size=11,place=1] best score = 0.04774805; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 35.177s]
20/12/23 17:47:52| DEBUG [size=11,place=2] best score = 0.05873846; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 35.178s]
20/12/23 17:48:26| DEBUG [size=26,place=1] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 34.192s]
20/12/23 17:48:26| DEBUG [size=26,place=2] best score = 0.03089002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 34.192s]
20/12/23 17:48:55| DEBUG [size=13,place=1] best score = 0.02875396; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 29.055s]
20/12/23 17:48:55| DEBUG [size=13,place=2] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 29.056s]
20/12/23 17:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} (score=0.02602) [took 98.5344s]
20/12/23 17:50:59| INFO d_mul_sld_rbf_gs finished [took 222.2627s]
20/12/23 17:51:33| DEBUG [size=11,place=1] best score = 0.01194631; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.982s]
20/12/23 17:51:33| DEBUG [size=11,place=2] best score = 0.01633117; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 33.983s]
20/12/23 17:52:25| DEBUG [size=28,place=1] best score = 0.00950562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.929s]
20/12/23 17:52:25| DEBUG [size=28,place=2] best score = 0.01054428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.929s]
20/12/23 17:53:50| DEBUG [size=20,place=1] best score = 0.01098297; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.042s]
20/12/23 17:53:50| DEBUG [size=20,place=2] best score = 0.01131095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.043s]
20/12/23 17:53:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 171.0634s]
20/12/23 17:59:57| INFO d_m3w_sld_rbf_gs finished [took 538.4303s]
20/12/23 17:59:57| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 2074.8150s]
20/12/23 17:59:57| INFO Dataset sample [0.2 0.8] of dataset imdb started
20/12/23 18:05:21| INFO d_bin_sld_rbf_mc finished [took 318.8829s]
20/12/23 18:05:27| INFO d_bin_sld_rbf_ne finished [took 324.1428s]
20/12/23 18:06:01| INFO d_bin_sld_rbf_c finished [took 358.3291s]
20/12/23 18:06:28| INFO d_m3w_sld_rbf finished [took 385.3893s]
20/12/23 18:06:38| INFO d_m3w_sld_rbf_mc finished [took 395.8065s]
20/12/23 18:06:54| INFO d_mul_sld_rbf finished [took 412.7916s]
20/12/23 18:06:56| INFO d_bin_sld_rbf finished [took 414.4672s]
20/12/23 18:07:02| INFO ref finished [took 22.6983s]
20/12/23 18:07:15| INFO d_mul_sld_rbf_ne finished [took 432.6932s]
20/12/23 18:07:21| INFO d_m3w_sld_rbf_c finished [took 439.0021s]
20/12/23 18:07:29| INFO atc_mc finished [took 35.0367s]
20/12/23 18:07:34| INFO doc finished [took 37.4589s]
20/12/23 18:07:42| INFO d_mul_sld_rbf_c finished [took 459.5159s]
20/12/23 18:07:51| INFO d_mul_sld_rbf_mc finished [took 468.7538s]
20/12/23 18:09:43| INFO d_bin_sld_rbf_is finished [took 255.5228s]
20/12/23 18:10:08| INFO d_m3w_sld_rbf_ne finished [took 286.1411s]
20/12/23 18:10:15| INFO d_mul_sld_rbf_is finished [took 253.2758s]
20/12/23 18:10:34| INFO d_m3w_sld_rbf_is finished [took 245.6155s]
20/12/23 18:11:02| DEBUG [size=11,place=1] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.324s]
20/12/23 18:11:02| DEBUG [size=11,place=2] best score = 0.01375593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 26.324s]
20/12/23 18:21:02| DEBUG [size=28,place=1] best score = 0.00759012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 599.807s]
20/12/23 18:21:02| DEBUG [size=28,place=2] best score = 0.00833266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 599.807s]
20/12/23 18:22:00| DEBUG [size=20,place=1] best score = 0.00780784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.870s]
20/12/23 18:22:00| DEBUG [size=20,place=2] best score = 0.00832052; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.870s]
20/12/23 18:22:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00759) [took 684.1081s]
20/12/23 18:26:16| INFO d_bin_sld_rbf_gs finished [took 940.2418s]
20/12/23 18:26:58| DEBUG [size=11,place=1] best score = 0.01100832; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 40.820s]
20/12/23 18:26:58| DEBUG [size=11,place=2] best score = 0.01945959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 40.820s]
20/12/23 18:32:18| DEBUG [size=28,place=1] best score = 0.00776952; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 320.054s]
20/12/23 18:32:18| DEBUG [size=28,place=2] best score = 0.00990007; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 320.054s]
20/12/23 18:33:51| DEBUG [size=17,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 92.848s]
20/12/23 18:33:51| DEBUG [size=17,place=2] best score = 0.00918911; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 92.849s]
20/12/23 18:35:48| DEBUG [size=22,place=1] best score = 0.00881681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.059s]
20/12/23 18:35:48| DEBUG [size=22,place=2] best score = 0.00997026; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': None} [took 117.059s]
20/12/23 18:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 570.8912s]
20/12/23 18:41:00| INFO d_mul_sld_rbf_gs finished [took 882.6925s]
20/12/23 18:41:39| DEBUG [size=11,place=1] best score = 0.00841352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.567s]
20/12/23 18:41:39| DEBUG [size=11,place=2] best score = 0.01306382; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 37.567s]
20/12/23 18:52:30| DEBUG [size=28,place=1] best score = 0.00831000; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 650.643s]
20/12/23 18:52:30| DEBUG [size=28,place=2] best score = 0.00878761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 650.643s]
20/12/23 19:28:30| DEBUG [size=19,place=1] best score = 0.00842756; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 2159.908s]
20/12/23 19:28:30| DEBUG [size=19,place=2] best score = 0.00886272; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2159.909s]
20/12/23 19:28:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00831) [took 2848.2272s]
20/12/23 19:31:34| INFO d_m3w_sld_rbf_gs finished [took 3033.0998s]
20/12/23 19:31:34| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5496.9332s]
20/12/23 19:31:34| INFO Dataset sample [0.3 0.7] of dataset imdb started
20/12/23 19:35:51| INFO d_bin_sld_rbf finished [took 255.4918s]
20/12/23 19:36:53| INFO d_bin_sld_rbf_ne finished [took 314.4288s]
20/12/23 19:37:13| INFO d_bin_sld_rbf_c finished [took 333.5485s]
20/12/23 19:38:07| INFO d_bin_sld_rbf_mc finished [took 387.9119s]
20/12/23 19:39:06| INFO d_m3w_sld_rbf finished [took 446.8245s]
20/12/23 19:39:18| INFO d_mul_sld_rbf_ne finished [took 460.0017s]
20/12/23 19:39:32| INFO ref finished [took 25.2522s]
20/12/23 19:39:32| INFO d_m3w_sld_rbf_c finished [took 473.0686s]
20/12/23 19:39:40| INFO d_mul_sld_rbf finished [took 480.7371s]
20/12/23 19:39:43| INFO atc_mc finished [took 24.9454s]
20/12/23 19:40:03| INFO d_mul_sld_rbf_c finished [took 503.8100s]
20/12/23 19:40:12| INFO doc finished [took 38.9454s]
20/12/23 19:40:39| INFO d_m3w_sld_rbf_mc finished [took 540.1861s]
20/12/23 19:40:55| INFO d_mul_sld_rbf_mc finished [took 556.1821s]
20/12/23 19:41:48| INFO d_m3w_sld_rbf_ne finished [took 356.1208s]
20/12/23 19:42:17| INFO d_bin_sld_rbf_is finished [took 322.9073s]
20/12/23 19:43:14| INFO d_m3w_sld_rbf_is finished [took 305.9801s]
20/12/23 19:43:29| INFO d_mul_sld_rbf_is finished [took 375.1881s]
20/12/23 19:43:58| DEBUG [size=11,place=1] best score = 0.02191414; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.383s]
20/12/23 19:43:58| DEBUG [size=11,place=2] best score = 0.02560924; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.384s]
20/12/23 19:55:07| DEBUG [size=28,place=1] best score = 0.01425644; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 668.416s]
20/12/23 19:55:07| DEBUG [size=28,place=2] best score = 0.02236169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 668.416s]
20/12/23 20:27:39| DEBUG [size=18,place=1] best score = 0.01524908; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1951.965s]
20/12/23 20:27:39| DEBUG [size=18,place=2] best score = 0.01916774; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1951.965s]
20/12/23 20:27:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01426) [took 2648.8766s]
20/12/23 20:33:22| INFO d_bin_sld_rbf_gs finished [took 2992.0867s]
20/12/23 20:34:13| DEBUG [size=11,place=1] best score = 0.02057662; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.333s]
20/12/23 20:34:13| DEBUG [size=11,place=2] best score = 0.02373321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 49.334s]
20/12/23 20:45:57| DEBUG [size=28,place=1] best score = 0.01922043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 703.421s]
20/12/23 20:45:57| DEBUG [size=28,place=2] best score = 0.01976945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 703.421s]
20/12/23 21:03:43| DEBUG [size=26,place=1] best score = 0.01696765; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1066.442s]
20/12/23 21:03:43| DEBUG [size=26,place=2] best score = 0.02098438; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1066.442s]
20/12/23 21:27:54| DEBUG [size=18,place=1] best score = 0.02175083; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1451.228s]
20/12/23 21:27:54| DEBUG [size=18,place=2] best score = 0.02182951; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1451.228s]
20/12/23 21:27:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01697) [took 3270.5396s]
20/12/23 21:30:56| INFO d_mul_sld_rbf_gs finished [took 3452.3626s]
20/12/23 21:31:43| DEBUG [size=11,place=1] best score = 0.01980684; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.357s]
20/12/23 21:31:43| DEBUG [size=11,place=2] best score = 0.01988743; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.358s]
20/12/23 21:46:54| DEBUG [size=28,place=1] best score = 0.01796630; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 910.946s]
20/12/23 21:46:54| DEBUG [size=28,place=2] best score = 0.01922721; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 910.947s]
20/12/23 21:48:39| DEBUG [size=14,place=1] best score = 0.01593517; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 105.691s]
20/12/23 21:48:39| DEBUG [size=14,place=2] best score = 0.01967617; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 105.691s]
20/12/23 22:33:12| DEBUG [size=20,place=1] best score = 0.01574821; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 2672.875s]
20/12/23 22:33:12| DEBUG [size=20,place=2] best score = 0.01590004; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2672.875s]
20/12/23 23:01:20| DEBUG [size=17,place=1] best score = 0.01573720; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1687.942s]
20/12/23 23:01:20| DEBUG [size=17,place=2] best score = 0.01621124; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1687.942s]
20/12/23 23:33:04| DEBUG [size=15,place=1] best score = 0.01824085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1904.092s]
20/12/23 23:33:04| DEBUG [size=15,place=2] best score = 0.01883904; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1904.092s]
20/12/23 23:33:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01574) [took 7327.0238s]
20/12/23 23:37:50| INFO d_m3w_sld_rbf_gs finished [took 7613.2677s]
20/12/23 23:37:50| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 14776.0518s]
20/12/23 23:37:51| INFO Dataset sample [0.4 0.6] of dataset imdb started
20/12/23 23:41:27| INFO d_bin_sld_rbf finished [took 215.6309s]
20/12/23 23:42:25| INFO d_bin_sld_rbf_c finished [took 269.8898s]
20/12/23 23:43:03| INFO d_bin_sld_rbf_ne finished [took 308.4982s]
20/12/23 23:43:06| INFO d_bin_sld_rbf_mc finished [took 311.5333s]
20/12/23 23:45:28| INFO d_m3w_sld_rbf_mc finished [took 452.9124s]
20/12/23 23:45:53| INFO ref finished [took 24.6891s]
20/12/23 23:45:54| INFO d_m3w_sld_rbf finished [took 479.6317s]
20/12/23 23:46:09| INFO d_m3w_sld_rbf_c finished [took 493.8647s]
20/12/23 23:46:11| INFO d_mul_sld_rbf_ne finished [took 496.4559s]
20/12/23 23:46:16| INFO d_mul_sld_rbf finished [took 501.0941s]
20/12/23 23:46:25| INFO atc_mc finished [took 31.0327s]
20/12/23 23:46:26| INFO d_mul_sld_rbf_c finished [took 511.5404s]
20/12/23 23:46:28| INFO doc finished [took 33.2014s]
20/12/23 23:46:44| INFO d_mul_sld_rbf_mc finished [took 528.7756s]
20/12/23 23:47:48| INFO d_bin_sld_rbf_is finished [took 323.3578s]
20/12/23 23:47:55| INFO d_m3w_sld_rbf_ne finished [took 386.7673s]
20/12/23 23:48:55| INFO d_m3w_sld_rbf_is finished [took 347.8329s]
20/12/23 23:49:29| INFO d_mul_sld_rbf_is finished [took 384.7011s]
20/12/23 23:50:01| DEBUG [size=11,place=1] best score = 0.01360070; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.195s]
20/12/23 23:50:01| DEBUG [size=11,place=2] best score = 0.01674229; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': None} [took 31.195s]
20/12/23 23:52:33| DEBUG [size=28,place=1] best score = 0.01257759; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 151.160s]
20/12/23 23:52:33| DEBUG [size=28,place=2] best score = 0.01261284; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': None} [took 151.161s]
20/12/23 23:55:09| DEBUG [size=22,place=1] best score = 0.01271677; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 156.482s]
20/12/23 23:55:09| DEBUG [size=22,place=2] best score = 0.01298819; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 156.482s]
20/12/23 23:55:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01258) [took 338.9454s]
20/12/23 23:57:54| INFO d_bin_sld_rbf_gs finished [took 503.5439s]
20/12/23 23:58:40| DEBUG [size=11,place=1] best score = 0.01227001; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.045s]
20/12/23 23:58:40| DEBUG [size=11,place=2] best score = 0.01432084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.046s]
21/12/23 00:02:46| DEBUG [size=28,place=1] best score = 0.01121143; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 245.449s]
21/12/23 00:02:46| DEBUG [size=28,place=2] best score = 0.01166017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 245.450s]
21/12/23 00:05:25| DEBUG [size=19,place=1] best score = 0.01183704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 159.509s]
21/12/23 00:05:25| DEBUG [size=19,place=2] best score = 0.01184460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 159.509s]
21/12/23 00:05:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01121) [took 450.1103s]
21/12/23 00:10:10| INFO d_mul_sld_rbf_gs finished [took 735.4701s]
21/12/23 00:11:07| DEBUG [size=11,place=1] best score = 0.02041179; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': None} [took 54.998s]
21/12/23 00:11:07| DEBUG [size=11,place=2] best score = 0.02077260; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 54.998s]
21/12/23 00:21:14| DEBUG [size=26,place=1] best score = 0.01574654; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 607.615s]
21/12/23 00:21:14| DEBUG [size=26,place=2] best score = 0.01602937; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 607.615s]
21/12/23 00:39:47| DEBUG [size=17,place=1] best score = 0.01509006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1112.423s]
21/12/23 00:39:47| DEBUG [size=17,place=2] best score = 0.01759916; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1112.423s]
21/12/23 00:41:24| DEBUG [size=11,place=1] best score = 0.01546223; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 96.938s]
21/12/23 00:41:24| DEBUG [size=11,place=2] best score = 0.01663355; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 96.939s]
21/12/23 00:41:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01509) [took 1872.0856s]
21/12/23 00:50:37| INFO d_m3w_sld_rbf_gs finished [took 2425.7524s]
21/12/23 00:50:37| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4366.8983s]
21/12/23 00:50:37| INFO Dataset sample [0.5 0.5] of dataset imdb started
21/12/23 00:54:57| INFO d_bin_sld_rbf_c finished [took 254.7307s]
21/12/23 00:54:58| INFO d_bin_sld_rbf_ne finished [took 256.3482s]
21/12/23 00:56:10| INFO d_bin_sld_rbf_mc finished [took 328.4858s]
21/12/23 00:58:10| INFO d_m3w_sld_rbf_c finished [took 448.0838s]
21/12/23 00:58:24| INFO d_m3w_sld_rbf finished [took 462.1058s]
21/12/23 00:58:29| INFO d_m3w_sld_rbf_mc finished [took 467.2044s]
21/12/23 00:58:47| INFO d_bin_sld_rbf finished [took 486.8418s]
21/12/23 00:58:51| INFO ref finished [took 26.1030s]
21/12/23 00:59:06| INFO atc_mc finished [took 35.7453s]
21/12/23 00:59:17| INFO d_mul_sld_rbf_ne finished [took 515.1288s]
21/12/23 00:59:30| INFO doc finished [took 41.5041s]
21/12/23 00:59:43| INFO d_mul_sld_rbf_mc finished [took 541.1915s]
21/12/23 01:00:09| INFO d_bin_sld_rbf_is finished [took 309.6817s]
21/12/23 01:00:18| INFO d_mul_sld_rbf finished [took 576.4917s]
21/12/23 01:00:23| INFO d_mul_sld_rbf_c finished [took 580.9306s]
21/12/23 01:01:30| INFO d_m3w_sld_rbf_ne finished [took 392.3768s]
21/12/23 01:03:02| INFO d_m3w_sld_rbf_is finished [took 291.5869s]
21/12/23 01:04:09| INFO d_mul_sld_rbf_is finished [took 478.5442s]
21/12/23 01:04:43| DEBUG [size=11,place=1] best score = 0.01184324; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 32.604s]
21/12/23 01:04:43| DEBUG [size=11,place=2] best score = 0.01287618; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.605s]
21/12/23 01:07:57| DEBUG [size=28,place=1] best score = 0.01114073; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 194.294s]
21/12/23 01:07:57| DEBUG [size=28,place=2] best score = 0.01178928; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 194.295s]
21/12/23 01:08:43| DEBUG [size=16,place=1] best score = 0.01177380; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 751.0603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.977s]
21/12/23 01:08:43| DEBUG [size=16,place=2] best score = 0.01178361; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.977s]
21/12/23 01:08:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01114) [took 272.9830s]
21/12/23 01:10:21| INFO d_bin_sld_rbf_gs finished [took 370.8672s]
21/12/23 01:11:24| DEBUG [size=11,place=1] best score = 0.01184665; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.978s]
21/12/23 01:11:24| DEBUG [size=11,place=2] best score = 0.02487042; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 751.0603978693342, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 61.978s]
21/12/23 01:15:58| DEBUG [size=28,place=1] best score = 0.01071106; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 273.624s]
21/12/23 01:15:58| DEBUG [size=28,place=2] best score = 0.01135372; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 273.624s]
21/12/23 01:33:44| DEBUG [size=19,place=1] best score = 0.01016363; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1065.675s]
21/12/23 01:33:44| DEBUG [size=19,place=2] best score = 0.01167202; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1065.676s]
21/12/23 01:50:03| DEBUG [size=13,place=1] best score = 0.01165140; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 979.604s]
21/12/23 01:50:03| DEBUG [size=13,place=2] best score = 0.01178476; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 979.605s]
21/12/23 01:50:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01016) [took 2380.9983s]
21/12/23 01:57:16| INFO d_mul_sld_rbf_gs finished [took 2813.7846s]
21/12/23 01:58:11| DEBUG [size=11,place=1] best score = 0.00811426; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 53.760s]
21/12/23 01:58:11| DEBUG [size=11,place=2] best score = 0.01679554; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 53.761s]
21/12/23 02:04:52| DEBUG [size=28,place=1] best score = 0.00991096; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 401.005s]
21/12/23 02:04:52| DEBUG [size=28,place=2] best score = 0.01080148; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 401.005s]
21/12/23 02:04:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 454.8713s]
21/12/23 02:13:04| INFO d_m3w_sld_rbf_gs finished [took 947.2491s]
21/12/23 02:13:04| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4946.9867s]
21/12/23 02:13:04| INFO Dataset sample [0.6 0.4] of dataset imdb started
21/12/23 02:17:40| INFO d_bin_sld_rbf_c finished [took 270.6488s]
21/12/23 02:18:01| INFO d_bin_sld_rbf_ne finished [took 291.2898s]
21/12/23 02:18:50| INFO d_bin_sld_rbf finished [took 341.0498s]
21/12/23 02:19:12| INFO d_bin_sld_rbf_mc finished [took 363.2471s]
21/12/23 02:19:45| INFO d_m3w_sld_rbf finished [took 395.8330s]
21/12/23 02:20:11| INFO ref finished [took 24.9044s]
21/12/23 02:20:21| INFO d_mul_sld_rbf_mc finished [took 433.8543s]
21/12/23 02:20:44| INFO d_m3w_sld_rbf_mc finished [took 454.4197s]
21/12/23 02:20:47| INFO atc_mc finished [took 35.2704s]
21/12/23 02:21:03| INFO doc finished [took 40.7106s]
21/12/23 02:21:09| INFO d_m3w_sld_rbf_c finished [took 480.4521s]
21/12/23 02:21:20| INFO d_mul_sld_rbf_c finished [took 491.0561s]
21/12/23 02:21:24| INFO d_mul_sld_rbf finished [took 495.2797s]
21/12/23 02:22:45| INFO d_mul_sld_rbf_ne finished [took 575.4843s]
21/12/23 02:22:57| INFO d_bin_sld_rbf_is finished [took 295.5313s]
21/12/23 02:23:13| INFO d_m3w_sld_rbf_ne finished [took 332.6638s]
21/12/23 02:24:00| INFO d_m3w_sld_rbf_is finished [took 286.8871s]
21/12/23 02:24:33| INFO d_mul_sld_rbf_is finished [took 341.9593s]
21/12/23 02:25:03| DEBUG [size=11,place=1] best score = 0.01519158; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.279s]
21/12/23 02:25:03| DEBUG [size=11,place=2] best score = 0.01527407; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 29.280s]
21/12/23 02:28:17| DEBUG [size=28,place=1] best score = 0.01471017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 193.970s]
21/12/23 02:28:17| DEBUG [size=28,place=2] best score = 0.01517223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 193.971s]
21/12/23 02:29:18| DEBUG [size=17,place=1] best score = 0.01512206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 60.906s]
21/12/23 02:29:18| DEBUG [size=17,place=2] best score = 0.01522283; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 60.907s]
21/12/23 02:29:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01471) [took 284.2660s]
21/12/23 02:32:55| INFO d_bin_sld_rbf_gs finished [took 500.7447s]
21/12/23 02:33:42| DEBUG [size=11,place=1] best score = 0.01316072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.521s]
21/12/23 02:33:42| DEBUG [size=11,place=2] best score = 0.01320584; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': None} [took 45.521s]
21/12/23 02:36:15| DEBUG [size=28,place=1] best score = 0.01148093; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.498s]
21/12/23 02:36:15| DEBUG [size=28,place=2] best score = 0.01187920; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 153.498s]
21/12/23 02:37:46| DEBUG [size=19,place=1] best score = 0.01224123; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.495s]
21/12/23 02:37:46| DEBUG [size=19,place=2] best score = 0.01286180; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.496s]
21/12/23 02:37:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01148) [took 289.6318s]
21/12/23 02:44:40| INFO d_mul_sld_rbf_gs finished [took 704.1869s]
21/12/23 02:45:32| DEBUG [size=11,place=1] best score = 0.01397945; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.629s]
21/12/23 02:45:32| DEBUG [size=11,place=2] best score = 0.01560922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': None} [took 50.630s]
21/12/23 02:50:41| DEBUG [size=28,place=1] best score = 0.01119818; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 309.125s]
21/12/23 02:50:41| DEBUG [size=28,place=2] best score = 0.01161682; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 309.126s]
21/12/23 03:21:20| DEBUG [size=20,place=1] best score = 0.01095377; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1838.993s]
21/12/23 03:21:20| DEBUG [size=20,place=2] best score = 0.01123062; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1838.993s]
21/12/23 03:51:02| DEBUG [size=12,place=1] best score = 0.01110935; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1781.260s]
21/12/23 03:51:02| DEBUG [size=12,place=2] best score = 0.01157123; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1781.261s]
21/12/23 03:51:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01095) [took 3980.1187s]
21/12/23 03:55:31| INFO d_m3w_sld_rbf_gs finished [took 4249.2832s]
21/12/23 03:55:31| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 6146.2945s]
21/12/23 03:55:31| INFO Dataset sample [0.7 0.3] of dataset imdb started
21/12/23 04:00:08| INFO d_bin_sld_rbf_c finished [took 274.2043s]
21/12/23 04:00:17| INFO d_bin_sld_rbf finished [took 284.0794s]
21/12/23 04:01:06| INFO d_bin_sld_rbf_mc finished [took 329.3610s]
21/12/23 04:01:42| INFO d_bin_sld_rbf_ne finished [took 366.4343s]
21/12/23 04:03:20| INFO d_mul_sld_rbf_mc finished [took 463.3099s]
21/12/23 04:03:35| INFO d_m3w_sld_rbf_c finished [took 478.7404s]
21/12/23 04:03:38| INFO d_m3w_sld_rbf_mc finished [took 481.2120s]
21/12/23 04:03:46| INFO ref finished [took 25.4781s]
21/12/23 04:03:51| INFO d_m3w_sld_rbf finished [took 495.0772s]
21/12/23 04:03:58| INFO d_mul_sld_rbf finished [took 501.2712s]
21/12/23 04:04:07| INFO doc finished [took 28.9610s]
21/12/23 04:04:12| INFO atc_mc finished [took 35.4100s]
21/12/23 04:04:18| INFO d_mul_sld_rbf_ne finished [took 521.9209s]
21/12/23 04:04:34| INFO d_mul_sld_rbf_c finished [took 537.8202s]
21/12/23 04:05:03| INFO d_bin_sld_rbf_is finished [took 285.6460s]
21/12/23 04:06:21| INFO d_m3w_sld_rbf_ne finished [took 371.7895s]
21/12/23 04:06:44| INFO d_m3w_sld_rbf_is finished [took 300.2166s]
21/12/23 04:06:59| INFO d_mul_sld_rbf_is finished [took 352.0357s]
21/12/23 04:07:38| DEBUG [size=11,place=1] best score = 0.01122495; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.664s]
21/12/23 04:07:38| DEBUG [size=11,place=2] best score = 0.01801681; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.664s]
21/12/23 04:14:23| DEBUG [size=28,place=1] best score = 0.01114282; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 405.252s]
21/12/23 04:14:23| DEBUG [size=28,place=2] best score = 0.01130057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 405.253s]
21/12/23 04:15:04| DEBUG [size=16,place=1] best score = 0.01121301; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 41.282s]
21/12/23 04:15:04| DEBUG [size=16,place=2] best score = 0.01141396; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 41.282s]
21/12/23 04:15:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01114) [took 483.3062s]
21/12/23 04:18:10| INFO d_bin_sld_rbf_gs finished [took 669.0768s]
21/12/23 04:18:56| DEBUG [size=11,place=1] best score = 0.01090400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.832s]
21/12/23 04:18:56| DEBUG [size=11,place=2] best score = 0.01263989; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 43.832s]
21/12/23 04:23:33| DEBUG [size=28,place=1] best score = 0.01062950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 277.208s]
21/12/23 04:23:33| DEBUG [size=28,place=2] best score = 0.01103437; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 277.208s]
21/12/23 04:29:12| DEBUG [size=21,place=1] best score = 0.01067549; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 339.438s]
21/12/23 04:29:12| DEBUG [size=21,place=2] best score = 0.01069064; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 339.438s]
21/12/23 04:29:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01063) [took 660.5851s]
21/12/23 04:33:18| INFO d_mul_sld_rbf_gs finished [took 906.5200s]
21/12/23 04:34:07| DEBUG [size=11,place=1] best score = 0.01225939; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__recalib': 'bcts', 'confidence': None} [took 47.034s]
21/12/23 04:34:07| DEBUG [size=11,place=2] best score = 0.01244728; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.035s]
21/12/23 04:44:04| DEBUG [size=28,place=1] best score = 0.01053252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 597.200s]
21/12/23 04:44:04| DEBUG [size=28,place=2] best score = 0.01187318; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 597.201s]
21/12/23 05:15:43| DEBUG [size=23,place=1] best score = 0.00997481; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1899.126s]
21/12/23 05:15:43| DEBUG [size=23,place=2] best score = 0.01069812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1899.126s]
21/12/23 05:17:30| DEBUG [size=19,place=1] best score = 0.01014536; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 106.431s]
21/12/23 05:17:30| DEBUG [size=19,place=2] best score = 0.01026322; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 106.432s]
21/12/23 05:17:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 2649.9079s]
21/12/23 05:24:01| INFO d_m3w_sld_rbf_gs finished [took 3040.9638s]
21/12/23 05:24:01| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 5310.0563s]
21/12/23 05:24:01| INFO Dataset sample [0.8 0.2] of dataset imdb started
21/12/23 05:29:23| INFO d_bin_sld_rbf_ne finished [took 317.3991s]
21/12/23 05:30:01| INFO d_bin_sld_rbf finished [took 355.5828s]
21/12/23 05:30:17| INFO d_bin_sld_rbf_c finished [took 371.8396s]
21/12/23 05:30:32| INFO d_mul_sld_rbf finished [took 386.2541s]
21/12/23 05:30:48| INFO d_m3w_sld_rbf_c finished [took 402.5107s]
21/12/23 05:31:13| INFO ref finished [took 24.5499s]
21/12/23 05:31:16| INFO d_m3w_sld_rbf finished [took 431.3696s]
21/12/23 05:31:32| INFO d_mul_sld_rbf_mc finished [took 448.6204s]
21/12/23 05:31:49| INFO atc_mc finished [took 34.8581s]
21/12/23 05:31:53| INFO d_mul_sld_rbf_ne finished [took 467.4620s]
21/12/23 05:31:59| INFO doc finished [took 41.5782s]
21/12/23 05:32:20| INFO d_m3w_sld_rbf_mc finished [took 494.7345s]
21/12/23 05:32:24| INFO d_mul_sld_rbf_c finished [took 499.1150s]
21/12/23 05:32:32| INFO d_bin_sld_rbf_mc finished [took 506.3032s]
21/12/23 05:34:38| INFO d_m3w_sld_rbf_ne finished [took 314.7231s]
21/12/23 05:34:57| INFO d_mul_sld_rbf_is finished [took 279.4423s]
21/12/23 05:35:05| INFO d_m3w_sld_rbf_is finished [took 272.5051s]
21/12/23 05:35:38| INFO d_bin_sld_rbf_is finished [took 336.7619s]
21/12/23 05:36:15| DEBUG [size=11,place=1] best score = 0.00935207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.866s]
21/12/23 05:36:15| DEBUG [size=11,place=2] best score = 0.01216671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.866s]
21/12/23 05:44:25| DEBUG [size=28,place=1] best score = 0.00920415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 489.325s]
21/12/23 05:44:25| DEBUG [size=28,place=2] best score = 0.00951788; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 489.326s]
21/12/23 05:45:45| DEBUG [size=19,place=1] best score = 0.00903199; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 80.351s]
21/12/23 05:45:45| DEBUG [size=19,place=2] best score = 0.00926167; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 80.352s]
21/12/23 05:46:34| DEBUG [size=12,place=1] best score = 0.00906605; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.929s]
21/12/23 05:46:34| DEBUG [size=12,place=2] best score = 0.00972414; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.929s]
21/12/23 05:46:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00903) [took 654.5849s]
21/12/23 05:49:40| INFO d_bin_sld_rbf_gs finished [took 840.9443s]
21/12/23 05:50:31| DEBUG [size=11,place=1] best score = 0.01201199; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.289s]
21/12/23 05:50:31| DEBUG [size=11,place=2] best score = 0.01335372; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.517805202433536, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.290s]
21/12/23 06:04:53| DEBUG [size=28,place=1] best score = 0.01277041; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 862.185s]
21/12/23 06:04:53| DEBUG [size=28,place=2] best score = 0.01289034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.517805202433536, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 862.186s]
21/12/23 06:04:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01201) [took 911.5805s]
21/12/23 06:07:18| INFO d_mul_sld_rbf_gs finished [took 1056.9666s]
21/12/23 06:08:05| DEBUG [size=11,place=1] best score = 0.01161663; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 45.766s]
21/12/23 06:08:05| DEBUG [size=11,place=2] best score = 0.01167971; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.766s]
21/12/23 06:14:34| DEBUG [size=26,place=1] best score = 0.01005428; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 388.701s]
21/12/23 06:14:34| DEBUG [size=26,place=2] best score = 0.01026892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 388.702s]
21/12/23 06:15:43| DEBUG [size=13,place=1] best score = 0.01078281; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.342s]
21/12/23 06:15:43| DEBUG [size=13,place=2] best score = 0.01111765; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 68.343s]
21/12/23 06:15:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01005) [took 502.9184s]
21/12/23 06:18:47| INFO d_m3w_sld_rbf_gs finished [took 686.9433s]
21/12/23 06:18:47| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 3285.7250s]
21/12/23 06:18:47| INFO Dataset sample [0.9 0.1] of dataset imdb started
21/12/23 06:22:33| INFO d_bin_sld_rbf finished [took 225.0694s]
21/12/23 06:22:37| INFO d_bin_sld_rbf_mc finished [took 228.7664s]
21/12/23 06:23:03| INFO d_mul_sld_rbf finished [took 254.5920s]
21/12/23 06:23:03| INFO d_m3w_sld_rbf_c finished [took 254.7658s]
21/12/23 06:23:28| INFO d_bin_sld_rbf_ne finished [took 280.0843s]
21/12/23 06:23:32| INFO d_m3w_sld_rbf_mc finished [took 283.8580s]
21/12/23 06:23:33| INFO d_m3w_sld_rbf finished [took 284.4232s]
21/12/23 06:23:33| INFO d_mul_sld_rbf_mc finished [took 284.5312s]
21/12/23 06:23:37| INFO d_bin_sld_rbf_c finished [took 288.6314s]
21/12/23 06:23:39| INFO d_mul_sld_rbf_ne finished [took 290.9070s]
21/12/23 06:23:51| INFO d_mul_sld_rbf_c finished [took 302.8395s]
21/12/23 06:23:54| INFO ref finished [took 25.1004s]
21/12/23 06:23:58| INFO atc_mc finished [took 25.0246s]
21/12/23 06:24:03| INFO doc finished [took 29.9438s]
21/12/23 06:25:37| INFO d_bin_sld_rbf_is finished [took 179.6919s]
21/12/23 06:25:41| INFO d_m3w_sld_rbf_ne finished [took 188.1326s]
21/12/23 06:25:50| INFO d_m3w_sld_rbf_is finished [took 166.0068s]
21/12/23 06:25:53| INFO d_mul_sld_rbf_is finished [took 169.9521s]
21/12/23 06:26:26| DEBUG [size=11,place=1] best score = 0.01292455; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 30.961s]
21/12/23 06:26:26| DEBUG [size=11,place=2] best score = 0.01867011; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 30.962s]
21/12/23 06:36:47| DEBUG [size=28,place=1] best score = 0.01255025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 620.883s]
21/12/23 06:36:47| DEBUG [size=28,place=2] best score = 0.01261308; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 620.883s]
21/12/23 06:42:48| DEBUG [size=21,place=1] best score = 0.01163543; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 361.250s]
21/12/23 06:42:48| DEBUG [size=21,place=2] best score = 0.01166563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 361.250s]
21/12/23 06:43:22| DEBUG [size=14,place=1] best score = 0.01003537; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 33.817s]
21/12/23 06:43:22| DEBUG [size=14,place=2] best score = 0.01028400; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 33.817s]
21/12/23 06:44:12| DEBUG [size=18,place=1] best score = 0.01215919; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.277s]
21/12/23 06:44:12| DEBUG [size=18,place=2] best score = 0.01255711; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.278s]
21/12/23 06:44:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 1097.3045s]
21/12/23 06:47:24| INFO d_bin_sld_rbf_gs finished [took 1289.4172s]
21/12/23 06:48:00| DEBUG [size=11,place=1] best score = 0.52160409; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 35.218s]
21/12/23 06:48:00| DEBUG [size=11,place=2] best score = 0.53546248; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 35.218s]
21/12/23 06:48:38| DEBUG [size=26,place=1] best score = 0.02220608; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} [took 37.784s]
21/12/23 06:48:38| DEBUG [size=26,place=2] best score = 0.08555278; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 37.785s]
21/12/23 06:49:28| DEBUG [size=14,place=1] best score = 0.04905112; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 50.449s]
21/12/23 06:49:28| DEBUG [size=14,place=2] best score = 0.08282797; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 50.450s]
21/12/23 06:49:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': None} (score=0.02221) [took 123.5610s]
21/12/23 06:51:25| INFO d_mul_sld_rbf_gs finished [took 239.7355s]
21/12/23 06:52:02| DEBUG [size=11,place=1] best score = 0.00884005; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.674s]
21/12/23 06:52:02| DEBUG [size=11,place=2] best score = 0.00896727; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 36.674s]
21/12/23 06:55:47| DEBUG [size=28,place=1] best score = 0.00828994; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 224.974s]
21/12/23 06:55:47| DEBUG [size=28,place=2] best score = 0.00836139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 224.975s]
21/12/23 06:57:34| DEBUG [size=21,place=1] best score = 0.00844601; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.524s]
21/12/23 06:57:34| DEBUG [size=21,place=2] best score = 0.00862933; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 106.524s]
21/12/23 06:57:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00829) [took 368.2809s]
21/12/23 07:03:36| INFO d_m3w_sld_rbf_gs finished [took 730.0785s]
21/12/23 07:03:36| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 2688.9601s]
----------------------------------------------------------------------------------------------------
21/12/23 10:43:30| INFO dataset rcv1_CCAT [pool size: 10]
21/12/23 10:43:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
21/12/23 10:45:33| INFO d_m3w_sld_lr_mc finished [took 117.3781s]
21/12/23 10:45:34| INFO d_mul_sld_lr_ne finished [took 118.4453s]
21/12/23 10:45:40| INFO d_m3w_sld_lr finished [took 126.9258s]
21/12/23 10:45:57| INFO d_m3w_sld_lr_c finished [took 141.7742s]
21/12/23 10:46:12| INFO d_bin_sld_lr_c finished [took 156.7227s]
21/12/23 10:46:16| INFO d_bin_sld_lr finished [took 160.4085s]
21/12/23 10:46:17| INFO d_mul_sld_lr_c finished [took 161.8150s]
21/12/23 10:46:19| INFO d_bin_sld_lr_mc finished [took 164.4773s]
21/12/23 10:46:24| INFO d_mul_sld_lr_mc finished [took 168.4971s]
21/12/23 10:46:26| INFO d_mul_sld_lr finished [took 171.0020s]
21/12/23 10:46:33| INFO d_bin_sld_lr_ne finished [took 177.6079s]
21/12/23 10:47:05| INFO d_m3w_sld_lr_ne finished [took 91.1691s]
21/12/23 10:47:16| INFO ref finished [took 63.2493s]
21/12/23 10:47:24| INFO d_mul_sld_lr_is finished [took 102.9659s]
21/12/23 10:47:30| INFO doc finished [took 71.1852s]
21/12/23 10:47:32| INFO d_m3w_sld_lr_is finished [took 93.3758s]
21/12/23 10:47:40| INFO atc_mc finished [took 83.3376s]
21/12/23 10:47:51| INFO d_bin_sld_lr_is finished [took 135.9870s]
21/12/23 10:48:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01954) [took 32.9230s]
21/12/23 10:49:21| INFO d_bin_sld_lr_gs finished [took 89.2259s]
21/12/23 10:49:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 25.2055s]
21/12/23 10:50:46| INFO d_mul_sld_lr_gs finished [took 83.3300s]
21/12/23 10:51:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 14.2674s]
21/12/23 10:51:49| INFO d_m3w_sld_lr_gs finished [took 62.1907s]
21/12/23 10:51:49| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 498.8178s]
21/12/23 10:51:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
21/12/23 10:54:07| INFO d_m3w_sld_lr_c finished [took 134.8973s]
21/12/23 10:54:13| INFO d_m3w_sld_lr_mc finished [took 140.7857s]
21/12/23 10:54:13| INFO d_m3w_sld_lr finished [took 141.2690s]
21/12/23 10:54:22| INFO d_mul_sld_lr finished [took 150.6554s]
21/12/23 10:54:27| INFO d_mul_sld_lr_c finished [took 154.4278s]
21/12/23 10:54:44| INFO d_bin_sld_lr_mc finished [took 171.6923s]
21/12/23 10:55:03| INFO d_bin_sld_lr_c finished [took 190.7799s]
21/12/23 10:55:06| INFO d_mul_sld_lr_mc finished [took 194.0048s]
21/12/23 10:55:10| INFO d_mul_sld_lr_ne finished [took 197.8500s]
21/12/23 10:55:21| INFO d_bin_sld_lr_ne finished [took 209.2529s]
21/12/23 10:55:23| INFO d_bin_sld_lr finished [took 211.0411s]
21/12/23 10:55:42| INFO d_m3w_sld_lr_ne finished [took 93.6907s]
21/12/23 10:55:54| INFO d_m3w_sld_lr_is finished [took 91.7695s]
21/12/23 10:55:57| INFO ref finished [took 88.7789s]
21/12/23 10:56:06| INFO atc_mc finished [took 80.9601s]
21/12/23 10:56:12| INFO doc finished [took 68.6218s]
21/12/23 10:56:16| INFO d_mul_sld_lr_is finished [took 121.7338s]
21/12/23 10:56:25| INFO d_bin_sld_lr_is finished [took 130.5958s]
21/12/23 10:56:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00893) [took 25.2317s]
21/12/23 10:58:46| INFO d_bin_sld_lr_gs finished [took 140.0143s]
21/12/23 10:59:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01184) [took 24.3637s]
21/12/23 11:00:19| INFO d_mul_sld_lr_gs finished [took 91.2472s]
21/12/23 11:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00878) [took 13.3328s]
21/12/23 11:01:21| INFO d_m3w_sld_lr_gs finished [took 60.7758s]
21/12/23 11:01:21| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 571.7242s]
21/12/23 11:01:21| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
21/12/23 11:03:31| INFO d_mul_sld_lr_ne finished [took 127.5353s]
21/12/23 11:03:43| INFO d_m3w_sld_lr finished [took 138.9373s]
21/12/23 11:03:45| INFO d_m3w_sld_lr_c finished [took 141.2811s]
21/12/23 11:03:45| INFO d_m3w_sld_lr_mc finished [took 141.3221s]
21/12/23 11:04:01| INFO d_bin_sld_lr_ne finished [took 157.0702s]
21/12/23 11:04:02| INFO d_bin_sld_lr finished [took 158.3094s]
21/12/23 11:04:14| INFO d_bin_sld_lr_mc finished [took 170.0093s]
21/12/23 11:04:20| INFO d_bin_sld_lr_c finished [took 176.4636s]
21/12/23 11:04:22| INFO d_mul_sld_lr finished [took 177.9773s]
21/12/23 11:04:23| INFO d_mul_sld_lr_c finished [took 179.0216s]
21/12/23 11:04:23| INFO d_mul_sld_lr_mc finished [took 180.2378s]
21/12/23 11:05:04| INFO d_m3w_sld_lr_ne finished [took 91.3746s]
21/12/23 11:05:13| INFO d_m3w_sld_lr_is finished [took 86.7920s]
21/12/23 11:05:14| INFO atc_mc finished [took 71.3014s]
21/12/23 11:05:15| INFO ref finished [took 72.8098s]
21/12/23 11:05:28| INFO doc finished [took 73.0848s]
21/12/23 11:05:40| INFO d_bin_sld_lr_is finished [took 116.0914s]
21/12/23 11:05:46| INFO d_mul_sld_lr_is finished [took 119.5832s]
21/12/23 11:06:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 25.0567s]
21/12/23 11:07:14| INFO d_bin_sld_lr_gs finished [took 87.3919s]
21/12/23 11:07:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00888) [took 21.4421s]
21/12/23 11:08:39| INFO d_mul_sld_lr_gs finished [took 83.3967s]
21/12/23 11:08:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01167) [took 12.4051s]
21/12/23 11:09:41| INFO d_m3w_sld_lr_gs finished [took 61.0318s]
21/12/23 11:09:41| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 500.4789s]
21/12/23 11:09:41| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
21/12/23 11:11:27| INFO d_m3w_sld_lr finished [took 104.8080s]
21/12/23 11:12:04| INFO d_m3w_sld_lr_mc finished [took 140.1355s]
21/12/23 11:12:05| INFO d_bin_sld_lr finished [took 141.3719s]
21/12/23 11:12:06| INFO d_m3w_sld_lr_c finished [took 142.8510s]
21/12/23 11:12:08| INFO d_mul_sld_lr_ne finished [took 144.0392s]
21/12/23 11:12:28| INFO d_mul_sld_lr_mc finished [took 164.1127s]
21/12/23 11:12:30| INFO d_bin_sld_lr_mc finished [took 166.5178s]
21/12/23 11:12:32| INFO d_bin_sld_lr_c finished [took 168.2563s]
21/12/23 11:12:32| INFO d_bin_sld_lr_ne finished [took 168.4487s]
21/12/23 11:12:34| INFO d_mul_sld_lr_c finished [took 170.2679s]
21/12/23 11:12:40| INFO d_mul_sld_lr finished [took 176.8954s]
21/12/23 11:13:06| INFO d_m3w_sld_lr_ne finished [took 97.5696s]
21/12/23 11:13:23| INFO ref finished [took 74.4725s]
21/12/23 11:13:29| INFO d_m3w_sld_lr_is finished [took 81.4941s]
21/12/23 11:13:36| INFO atc_mc finished [took 67.8932s]
21/12/23 11:13:47| INFO d_mul_sld_lr_is finished [took 101.1150s]
21/12/23 11:13:50| INFO d_bin_sld_lr_is finished [took 105.8982s]
21/12/23 11:13:56| INFO doc finished [took 84.7000s]
21/12/23 11:14:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00790) [took 25.8718s]
21/12/23 11:15:23| INFO d_bin_sld_lr_gs finished [took 86.5319s]
21/12/23 11:15:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00694) [took 21.6876s]
21/12/23 11:16:49| INFO d_mul_sld_lr_gs finished [took 84.8965s]
21/12/23 11:17:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 11.8489s]
21/12/23 11:17:49| INFO d_m3w_sld_lr_gs finished [took 59.2771s]
21/12/23 11:17:49| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 487.7272s]
21/12/23 11:17:49| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
21/12/23 11:20:15| INFO d_m3w_sld_lr_mc finished [took 143.5438s]
21/12/23 11:20:17| INFO d_m3w_sld_lr finished [took 145.4082s]
21/12/23 11:20:20| INFO d_m3w_sld_lr_c finished [took 148.5319s]
21/12/23 11:20:38| INFO d_bin_sld_lr_mc finished [took 166.7482s]
21/12/23 11:20:40| INFO d_mul_sld_lr_ne finished [took 169.4086s]
21/12/23 11:20:46| INFO d_bin_sld_lr_c finished [took 174.1027s]
21/12/23 11:20:47| INFO d_bin_sld_lr_ne finished [took 175.3123s]
21/12/23 11:20:50| INFO d_bin_sld_lr finished [took 177.9080s]
21/12/23 11:20:50| INFO d_mul_sld_lr finished [took 178.0503s]
21/12/23 11:20:52| INFO d_mul_sld_lr_mc finished [took 180.3950s]
21/12/23 11:20:52| INFO d_mul_sld_lr_c finished [took 180.5696s]
21/12/23 11:21:40| INFO d_m3w_sld_lr_ne finished [took 83.1731s]
21/12/23 11:21:49| INFO d_bin_sld_lr_is finished [took 90.5366s]
21/12/23 11:21:52| INFO d_m3w_sld_lr_is finished [took 72.9270s]
21/12/23 11:21:56| INFO atc_mc finished [took 69.0182s]
21/12/23 11:22:02| INFO d_mul_sld_lr_is finished [took 100.2894s]
21/12/23 11:22:06| INFO ref finished [took 84.4990s]
21/12/23 11:22:12| INFO doc finished [took 83.5538s]
21/12/23 11:22:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00752) [took 24.2265s]
21/12/23 11:23:37| INFO d_bin_sld_lr_gs finished [took 84.3539s]
21/12/23 11:23:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00640) [took 20.5102s]
21/12/23 11:25:01| INFO d_mul_sld_lr_gs finished [took 83.0542s]
21/12/23 11:25:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00602) [took 12.1821s]
21/12/23 11:26:01| INFO d_m3w_sld_lr_gs finished [took 58.8753s]
21/12/23 11:26:01| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 492.3128s]
21/12/23 11:26:01| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
21/12/23 11:28:00| INFO d_m3w_sld_lr_mc finished [took 117.4713s]
21/12/23 11:28:14| INFO d_bin_sld_lr_ne finished [took 130.5798s]
21/12/23 11:28:23| INFO d_m3w_sld_lr finished [took 139.8866s]
21/12/23 11:28:24| INFO d_m3w_sld_lr_c finished [took 141.4204s]
21/12/23 11:28:42| INFO d_bin_sld_lr finished [took 159.2620s]
21/12/23 11:28:47| INFO d_mul_sld_lr finished [took 164.6170s]
21/12/23 11:28:48| INFO d_mul_sld_lr_c finished [took 164.9382s]
21/12/23 11:28:53| INFO d_mul_sld_lr_mc finished [took 170.0573s]
21/12/23 11:28:53| INFO d_bin_sld_lr_mc finished [took 170.1395s]
21/12/23 11:28:57| INFO d_mul_sld_lr_ne finished [took 173.8646s]
21/12/23 11:28:59| INFO d_bin_sld_lr_c finished [took 175.7321s]
21/12/23 11:29:26| INFO d_m3w_sld_lr_ne finished [took 85.8907s]
21/12/23 11:29:44| INFO d_bin_sld_lr_is finished [took 90.5128s]
21/12/23 11:29:47| INFO d_m3w_sld_lr_is finished [took 81.6195s]
21/12/23 11:29:50| INFO ref finished [took 66.9740s]
21/12/23 11:29:58| INFO atc_mc finished [took 70.1864s]
21/12/23 11:30:06| INFO doc finished [took 77.2113s]
21/12/23 11:30:13| INFO d_mul_sld_lr_is finished [took 109.2131s]
21/12/23 11:30:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01509) [took 24.8932s]
21/12/23 11:31:39| INFO d_bin_sld_lr_gs finished [took 86.0055s]
21/12/23 11:32:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01184) [took 21.6192s]
21/12/23 11:33:04| INFO d_mul_sld_lr_gs finished [took 83.8196s]
21/12/23 11:33:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01181) [took 12.6466s]
21/12/23 11:34:04| INFO d_m3w_sld_lr_gs finished [took 59.4642s]
21/12/23 11:34:04| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 482.4427s]
21/12/23 11:34:04| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
21/12/23 11:35:57| INFO d_bin_sld_lr_ne finished [took 110.4232s]
21/12/23 11:36:28| INFO d_m3w_sld_lr_mc finished [took 140.2499s]
21/12/23 11:36:31| INFO d_m3w_sld_lr_c finished [took 143.4893s]
21/12/23 11:36:31| INFO d_mul_sld_lr_mc finished [took 143.7314s]
21/12/23 11:36:31| INFO d_m3w_sld_lr finished [took 143.9919s]
21/12/23 11:36:50| INFO d_mul_sld_lr finished [took 162.7480s]
21/12/23 11:36:56| INFO d_mul_sld_lr_c finished [took 168.7374s]
21/12/23 11:36:57| INFO d_mul_sld_lr_ne finished [took 169.4786s]
21/12/23 11:37:00| INFO d_bin_sld_lr finished [took 172.5646s]
21/12/23 11:37:03| INFO d_bin_sld_lr_c finished [took 175.1876s]
21/12/23 11:37:04| INFO d_bin_sld_lr_mc finished [took 176.7564s]
21/12/23 11:37:35| INFO d_m3w_sld_lr_ne finished [took 97.5325s]
21/12/23 11:37:54| INFO d_m3w_sld_lr_is finished [took 81.2084s]
21/12/23 11:38:00| INFO atc_mc finished [took 68.7815s]
21/12/23 11:38:00| INFO ref finished [took 87.6876s]
21/12/23 11:38:06| INFO doc finished [took 68.4486s]
21/12/23 11:38:06| INFO d_bin_sld_lr_is finished [took 97.5945s]
21/12/23 11:38:15| INFO d_mul_sld_lr_is finished [took 102.9733s]
21/12/23 11:38:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01242) [took 25.5105s]
21/12/23 11:39:45| INFO d_bin_sld_lr_gs finished [took 88.0720s]
21/12/23 11:40:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01248) [took 20.2719s]
21/12/23 11:41:05| INFO d_mul_sld_lr_gs finished [took 79.3217s]
21/12/23 11:41:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01458) [took 12.3137s]
21/12/23 11:42:07| INFO d_m3w_sld_lr_gs finished [took 60.0175s]
21/12/23 11:42:07| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 482.9749s]
21/12/23 11:42:07| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
21/12/23 11:43:57| INFO d_mul_sld_lr_mc finished [took 107.1924s]
21/12/23 11:44:26| INFO d_m3w_sld_lr_mc finished [took 135.7917s]
21/12/23 11:44:30| INFO d_m3w_sld_lr_c finished [took 140.3409s]
21/12/23 11:44:31| INFO d_m3w_sld_lr finished [took 141.4702s]
21/12/23 11:44:36| INFO d_mul_sld_lr_c finished [took 145.8772s]
21/12/23 11:44:42| INFO d_mul_sld_lr finished [took 152.6139s]
21/12/23 11:44:51| INFO d_mul_sld_lr_ne finished [took 161.8104s]
21/12/23 11:45:03| INFO d_bin_sld_lr_c finished [took 173.5172s]
21/12/23 11:45:07| INFO d_bin_sld_lr_ne finished [took 177.4550s]
21/12/23 11:45:09| INFO d_bin_sld_lr finished [took 180.6486s]
21/12/23 11:45:11| INFO d_bin_sld_lr_mc finished [took 181.2036s]
21/12/23 11:45:39| INFO d_m3w_sld_lr_ne finished [took 101.1862s]
21/12/23 11:45:48| INFO ref finished [took 71.1585s]
21/12/23 11:45:59| INFO d_m3w_sld_lr_is finished [took 86.5052s]
21/12/23 11:46:03| INFO atc_mc finished [took 79.8031s]
21/12/23 11:46:09| INFO doc finished [took 76.6907s]
21/12/23 11:46:14| INFO d_bin_sld_lr_is finished [took 107.5318s]
21/12/23 11:46:15| INFO d_mul_sld_lr_is finished [took 104.4051s]
21/12/23 11:46:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00784) [took 22.8791s]
21/12/23 11:47:43| INFO d_bin_sld_lr_gs finished [took 85.9992s]
21/12/23 11:48:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00748) [took 20.9414s]
21/12/23 11:49:02| INFO d_mul_sld_lr_gs finished [took 78.1860s]
21/12/23 11:49:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00725) [took 13.0113s]
21/12/23 11:50:04| INFO d_m3w_sld_lr_gs finished [took 60.9476s]
21/12/23 11:50:04| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 477.5096s]
21/12/23 11:50:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
21/12/23 11:51:47| INFO d_m3w_sld_lr_mc finished [took 99.7724s]
21/12/23 11:52:03| INFO d_m3w_sld_lr_c finished [took 116.5121s]
21/12/23 11:52:15| INFO d_m3w_sld_lr finished [took 127.9146s]
21/12/23 11:52:37| INFO d_bin_sld_lr_ne finished [took 151.1428s]
21/12/23 11:52:37| INFO d_bin_sld_lr finished [took 150.6810s]
21/12/23 11:52:46| INFO d_bin_sld_lr_mc finished [took 159.4015s]
21/12/23 11:52:46| INFO d_mul_sld_lr_mc finished [took 159.3840s]
21/12/23 11:52:47| INFO d_mul_sld_lr_c finished [took 160.4474s]
21/12/23 11:52:49| INFO d_bin_sld_lr_c finished [took 161.8560s]
21/12/23 11:52:51| INFO d_mul_sld_lr_ne finished [took 164.0930s]
21/12/23 11:52:52| INFO d_mul_sld_lr finished [took 164.9011s]
21/12/23 11:53:33| INFO d_m3w_sld_lr_ne finished [took 105.3617s]
21/12/23 11:53:47| INFO ref finished [took 68.5521s]
21/12/23 11:53:52| INFO d_m3w_sld_lr_is finished [took 73.8113s]
21/12/23 11:53:56| INFO d_bin_sld_lr_is finished [took 111.7296s]
21/12/23 11:53:57| INFO doc finished [took 69.6832s]
21/12/23 11:53:57| INFO atc_mc finished [took 70.5831s]
21/12/23 11:54:03| INFO d_mul_sld_lr_is finished [took 108.1132s]
21/12/23 11:54:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00594) [took 22.1266s]
21/12/23 11:55:24| INFO d_bin_sld_lr_gs finished [took 79.2663s]
21/12/23 11:55:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 23.2118s]
21/12/23 11:56:44| INFO d_mul_sld_lr_gs finished [took 79.8356s]
21/12/23 11:57:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00613) [took 18.4987s]
21/12/23 11:57:52| INFO d_m3w_sld_lr_gs finished [took 66.3770s]
21/12/23 11:57:52| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 467.3870s]
----------------------------------------------------------------------------------------------------
21/12/23 18:21:16| INFO dataset rcv1_CCAT [pool size: 10]
21/12/23 18:21:16| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
21/12/23 18:23:43| INFO m3w_sld_lr_c finished [took 141.2629s]
21/12/23 18:24:11| INFO m3w_sld_lr finished [took 169.5548s]
21/12/23 18:24:12| INFO m3w_sld_lr_mc finished [took 170.0380s]
21/12/23 18:24:20| INFO mul_sld_lr_c finished [took 179.4079s]
21/12/23 18:24:27| INFO mul_sld_lr_mc finished [took 185.6384s]
21/12/23 18:24:29| INFO mul_sld_lr_ne finished [took 187.3762s]
21/12/23 18:25:03| INFO bin_sld_lr_c finished [took 221.2768s]
21/12/23 18:25:05| INFO bin_sld_lr finished [took 225.9784s]
21/12/23 18:25:05| INFO bin_sld_lr_ne finished [took 223.8253s]
21/12/23 18:25:11| INFO mul_sld_lr finished [took 229.0570s]
21/12/23 18:25:11| INFO bin_sld_lr_mc finished [took 229.1833s]
21/12/23 18:25:37| INFO m3w_sld_lr_ne finished [took 113.9447s]
21/12/23 18:25:50| INFO ref finished [took 81.5021s]
21/12/23 18:25:59| INFO m3w_sld_lr_is finished [took 97.3225s]
21/12/23 18:26:04| INFO mul_sld_lr_is finished [took 111.9172s]
21/12/23 18:26:10| INFO atc_mc finished [took 100.1641s]
21/12/23 18:26:15| INFO doc finished [took 70.6841s]
21/12/23 18:26:17| INFO bin_sld_lr_is finished [took 124.7341s]
21/12/23 18:28:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00600) [took 109.0262s]
21/12/23 18:29:07| INFO bin_sld_lr_gs finished [took 169.7965s]
21/12/23 18:36:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00726) [took 464.5481s]
21/12/23 18:37:54| INFO mul_sld_lr_gs finished [took 525.5302s]
21/12/23 18:43:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00831) [took 336.7945s]
21/12/23 18:44:22| INFO m3w_sld_lr_gs finished [took 387.0020s]
21/12/23 18:44:22| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1386.1862s]
21/12/23 18:44:22| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
21/12/23 18:46:54| INFO m3w_sld_lr_c finished [took 149.9250s]
21/12/23 18:47:14| INFO m3w_sld_lr_mc finished [took 168.1062s]
21/12/23 18:47:15| INFO m3w_sld_lr finished [took 169.4252s]
21/12/23 18:47:27| INFO bin_sld_lr_c finished [took 181.0158s]
21/12/23 18:47:28| INFO mul_sld_lr_ne finished [took 182.6907s]
21/12/23 18:47:46| INFO mul_sld_lr_c finished [took 200.0906s]
21/12/23 18:47:54| INFO mul_sld_lr finished [took 208.7703s]
21/12/23 18:47:56| INFO mul_sld_lr_mc finished [took 210.0678s]
21/12/23 18:48:05| INFO bin_sld_lr_ne finished [took 219.1720s]
21/12/23 18:48:07| INFO bin_sld_lr finished [took 221.7658s]
21/12/23 18:48:08| INFO bin_sld_lr_mc finished [took 222.2724s]
21/12/23 18:48:32| INFO m3w_sld_lr_ne finished [took 97.4323s]
21/12/23 18:48:53| INFO ref finished [took 83.8857s]
21/12/23 18:48:59| INFO atc_mc finished [took 72.5502s]
21/12/23 18:49:10| INFO doc finished [took 75.1676s]
21/12/23 18:49:11| INFO m3w_sld_lr_is finished [took 103.6219s]
21/12/23 18:49:21| INFO bin_sld_lr_is finished [took 126.2748s]
21/12/23 18:49:23| INFO mul_sld_lr_is finished [took 127.1483s]
21/12/23 18:51:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 123.7235s]
21/12/23 18:52:52| INFO bin_sld_lr_gs finished [took 206.7165s]
21/12/23 19:00:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01358) [took 471.4291s]
21/12/23 19:01:48| INFO mul_sld_lr_gs finished [took 534.8538s]
21/12/23 19:07:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00949) [took 338.7996s]
21/12/23 19:08:20| INFO m3w_sld_lr_gs finished [took 391.0281s]
21/12/23 19:08:20| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 1437.9944s]
21/12/23 19:08:20| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
21/12/23 19:11:09| INFO m3w_sld_lr_c finished [took 166.0580s]
21/12/23 19:11:10| INFO m3w_sld_lr finished [took 166.7881s]
21/12/23 19:11:16| INFO m3w_sld_lr_mc finished [took 172.3122s]
21/12/23 19:11:16| INFO mul_sld_lr_ne finished [took 172.2920s]
21/12/23 19:11:21| INFO bin_sld_lr_mc finished [took 178.0867s]
21/12/23 19:11:26| INFO bin_sld_lr_ne finished [took 183.5538s]
21/12/23 19:11:34| INFO mul_sld_lr finished [took 190.0985s]
21/12/23 19:11:48| INFO mul_sld_lr_mc finished [took 204.4974s]
21/12/23 19:11:50| INFO bin_sld_lr_c finished [took 207.1108s]
21/12/23 19:11:55| INFO bin_sld_lr finished [took 211.5926s]
21/12/23 19:11:57| INFO mul_sld_lr_c finished [took 213.9579s]
21/12/23 19:12:45| INFO ref finished [took 82.3742s]
21/12/23 19:12:52| INFO doc finished [took 77.8186s]
21/12/23 19:12:54| INFO m3w_sld_lr_ne finished [took 103.3770s]
21/12/23 19:12:56| INFO m3w_sld_lr_is finished [took 99.1672s]
21/12/23 19:13:06| INFO bin_sld_lr_is finished [took 114.2610s]
21/12/23 19:13:11| INFO atc_mc finished [took 104.2433s]
21/12/23 19:13:29| INFO mul_sld_lr_is finished [took 132.6219s]
21/12/23 19:15:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01165) [took 135.5074s]
21/12/23 19:16:51| INFO bin_sld_lr_gs finished [took 199.8319s]
21/12/23 19:24:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00862) [took 469.4835s]
21/12/23 19:25:50| INFO mul_sld_lr_gs finished [took 538.2845s]
21/12/23 19:31:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01079) [took 336.4511s]
21/12/23 19:32:19| INFO m3w_sld_lr_gs finished [took 387.2499s]
21/12/23 19:32:19| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 1438.5078s]
21/12/23 19:32:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
21/12/23 19:34:38| INFO m3w_sld_lr_mc finished [took 137.4952s]
21/12/23 19:34:59| INFO mul_sld_lr finished [took 157.9641s]
21/12/23 19:35:09| INFO m3w_sld_lr finished [took 168.0545s]
21/12/23 19:35:12| INFO m3w_sld_lr_c finished [took 170.8653s]
21/12/23 19:35:28| INFO bin_sld_lr_c finished [took 187.6526s]
21/12/23 19:35:39| INFO bin_sld_lr_mc finished [took 198.2736s]
21/12/23 19:35:41| INFO bin_sld_lr finished [took 199.7761s]
21/12/23 19:35:42| INFO bin_sld_lr_ne finished [took 201.0816s]
21/12/23 19:35:44| INFO mul_sld_lr_mc finished [took 203.8445s]
21/12/23 19:35:49| INFO mul_sld_lr_ne finished [took 208.4933s]
21/12/23 19:35:51| INFO mul_sld_lr_c finished [took 210.3303s]
21/12/23 19:36:29| INFO m3w_sld_lr_ne finished [took 110.0954s]
21/12/23 19:36:49| INFO m3w_sld_lr_is finished [took 96.3247s]
21/12/23 19:36:58| INFO bin_sld_lr_is finished [took 118.1080s]
21/12/23 19:36:58| INFO doc finished [took 76.7471s]
21/12/23 19:36:59| INFO ref finished [took 89.4833s]
21/12/23 19:37:01| INFO mul_sld_lr_is finished [took 111.1947s]
21/12/23 19:37:08| INFO atc_mc finished [took 87.8508s]
21/12/23 19:39:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 143.1093s]
21/12/23 19:40:34| INFO bin_sld_lr_gs finished [took 204.6314s]
21/12/23 19:48:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00615) [took 469.2679s]
21/12/23 19:49:28| INFO mul_sld_lr_gs finished [took 533.7964s]
21/12/23 19:55:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00689) [took 338.4573s]
21/12/23 19:55:59| INFO m3w_sld_lr_gs finished [took 390.0455s]
21/12/23 19:55:59| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 1420.5717s]
21/12/23 19:55:59| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
21/12/23 19:58:15| INFO bin_sld_lr_mc finished [took 132.8778s]
21/12/23 19:58:46| INFO m3w_sld_lr_mc finished [took 163.7233s]
21/12/23 19:58:51| INFO m3w_sld_lr finished [took 168.4487s]
21/12/23 19:58:54| INFO m3w_sld_lr_c finished [took 171.4618s]
21/12/23 19:59:11| INFO bin_sld_lr finished [took 189.0178s]
21/12/23 19:59:17| INFO mul_sld_lr_c finished [took 194.4463s]
21/12/23 19:59:21| INFO bin_sld_lr_c finished [took 200.1389s]
21/12/23 19:59:23| INFO bin_sld_lr_ne finished [took 200.4655s]
21/12/23 19:59:26| INFO mul_sld_lr_mc finished [took 204.2602s]
21/12/23 19:59:30| INFO mul_sld_lr_ne finished [took 207.5586s]
21/12/23 19:59:33| INFO mul_sld_lr finished [took 210.6185s]
21/12/23 20:00:18| INFO ref finished [took 66.4497s]
21/12/23 20:00:30| INFO m3w_sld_lr_ne finished [took 134.1558s]
21/12/23 20:00:34| INFO bin_sld_lr_is finished [took 107.6241s]
21/12/23 20:00:35| INFO atc_mc finished [took 77.5120s]
21/12/23 20:00:38| INFO doc finished [took 76.0998s]
21/12/23 20:00:49| INFO mul_sld_lr_is finished [took 117.1141s]
21/12/23 20:00:50| INFO m3w_sld_lr_is finished [took 115.2244s]
21/12/23 20:03:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 139.1900s]
21/12/23 20:04:14| INFO bin_sld_lr_gs finished [took 202.6090s]
21/12/23 20:12:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00560) [took 469.6515s]
21/12/23 20:13:10| INFO mul_sld_lr_gs finished [took 535.0342s]
21/12/23 20:18:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00605) [took 336.5900s]
21/12/23 20:19:40| INFO m3w_sld_lr_gs finished [took 389.2989s]
21/12/23 20:19:40| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 1421.1578s]
21/12/23 20:19:40| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
21/12/23 20:22:21| INFO m3w_sld_lr_c finished [took 159.1983s]
21/12/23 20:22:25| INFO m3w_sld_lr finished [took 162.9327s]
21/12/23 20:22:29| INFO mul_sld_lr_c finished [took 167.1858s]
21/12/23 20:22:30| INFO m3w_sld_lr_mc finished [took 168.1023s]
21/12/23 20:22:31| INFO bin_sld_lr_c finished [took 169.0275s]
21/12/23 20:22:57| INFO bin_sld_lr_ne finished [took 194.7152s]
21/12/23 20:23:01| INFO bin_sld_lr_mc finished [took 198.8070s]
21/12/23 20:23:01| INFO mul_sld_lr finished [took 199.4174s]
21/12/23 20:23:01| INFO mul_sld_lr_mc finished [took 199.4018s]
21/12/23 20:23:04| INFO bin_sld_lr finished [took 201.9668s]
21/12/23 20:23:09| INFO mul_sld_lr_ne finished [took 206.5584s]
21/12/23 20:23:55| INFO ref finished [took 83.7876s]
21/12/23 20:24:06| INFO m3w_sld_lr_ne finished [took 104.4377s]
21/12/23 20:24:12| INFO atc_mc finished [took 74.9802s]
21/12/23 20:24:19| INFO bin_sld_lr_is finished [took 113.5843s]
21/12/23 20:24:22| INFO mul_sld_lr_is finished [took 112.5838s]
21/12/23 20:24:23| INFO m3w_sld_lr_is finished [took 112.4830s]
21/12/23 20:24:30| INFO doc finished [took 88.5606s]
21/12/23 20:26:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01086) [took 140.6355s]
21/12/23 20:27:59| INFO bin_sld_lr_gs finished [took 208.0885s]
21/12/23 20:35:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 476.4444s]
21/12/23 20:36:56| INFO mul_sld_lr_gs finished [took 536.2467s]
21/12/23 20:42:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 338.6219s]
21/12/23 20:43:26| INFO m3w_sld_lr_gs finished [took 389.7834s]
21/12/23 20:43:26| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 1425.5216s]
21/12/23 20:43:26| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
21/12/23 20:45:53| INFO mul_sld_lr_ne finished [took 144.8061s]
21/12/23 20:46:08| INFO bin_sld_lr finished [took 158.5196s]
21/12/23 20:46:11| INFO m3w_sld_lr_mc finished [took 161.1239s]
21/12/23 20:46:18| INFO m3w_sld_lr finished [took 168.7694s]
21/12/23 20:46:27| INFO m3w_sld_lr_c finished [took 177.2063s]
21/12/23 20:46:44| INFO bin_sld_lr_c finished [took 194.8165s]
21/12/23 20:46:50| INFO mul_sld_lr_mc finished [took 200.4006s]
21/12/23 20:46:53| INFO bin_sld_lr_mc finished [took 203.6923s]
21/12/23 20:46:56| INFO mul_sld_lr finished [took 206.5266s]
21/12/23 20:46:57| INFO bin_sld_lr_ne finished [took 207.3996s]
21/12/23 20:46:57| INFO mul_sld_lr_c finished [took 207.8869s]
21/12/23 20:47:46| INFO m3w_sld_lr_ne finished [took 111.6146s]
21/12/23 20:47:54| INFO mul_sld_lr_is finished [took 102.1995s]
21/12/23 20:47:56| INFO m3w_sld_lr_is finished [took 96.5339s]
21/12/23 20:48:01| INFO atc_mc finished [took 75.0736s]
21/12/23 20:48:07| INFO ref finished [took 98.3715s]
21/12/23 20:48:07| INFO bin_sld_lr_is finished [took 117.6410s]
21/12/23 20:48:19| INFO doc finished [took 88.1030s]
21/12/23 20:50:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00779) [took 131.6133s]
21/12/23 20:51:38| INFO bin_sld_lr_gs finished [took 196.5640s]
21/12/23 20:59:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00872) [took 472.8122s]
21/12/23 21:00:37| INFO mul_sld_lr_gs finished [took 538.2667s]
21/12/23 21:06:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 339.8604s]
21/12/23 21:07:11| INFO m3w_sld_lr_gs finished [took 392.9223s]
21/12/23 21:07:11| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 1425.5422s]
21/12/23 21:07:11| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
21/12/23 21:09:02| INFO m3w_sld_lr_c finished [took 108.2616s]
21/12/23 21:10:04| INFO m3w_sld_lr_mc finished [took 169.4133s]
21/12/23 21:10:09| INFO m3w_sld_lr finished [took 174.1202s]
21/12/23 21:10:16| INFO mul_sld_lr_c finished [took 181.2222s]
21/12/23 21:10:26| INFO mul_sld_lr_ne finished [took 191.4295s]
21/12/23 21:10:30| INFO bin_sld_lr_ne finished [took 195.6995s]
21/12/23 21:10:34| INFO bin_sld_lr_c finished [took 199.4806s]
21/12/23 21:10:43| INFO mul_sld_lr_mc finished [took 208.4925s]
21/12/23 21:10:47| INFO bin_sld_lr finished [took 212.2293s]
21/12/23 21:10:49| INFO bin_sld_lr_mc finished [took 214.0437s]
21/12/23 21:10:49| INFO mul_sld_lr finished [took 214.8808s]
21/12/23 21:11:02| INFO m3w_sld_lr_ne finished [took 119.1458s]
21/12/23 21:11:39| INFO ref finished [took 72.2700s]
21/12/23 21:11:50| INFO m3w_sld_lr_is finished [took 93.1320s]
21/12/23 21:11:51| INFO atc_mc finished [took 79.3007s]
21/12/23 21:11:55| INFO doc finished [took 79.9895s]
21/12/23 21:11:59| INFO bin_sld_lr_is finished [took 113.7099s]
21/12/23 21:12:06| INFO mul_sld_lr_is finished [took 116.0766s]
21/12/23 21:14:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00765) [took 120.1697s]
21/12/23 21:15:12| INFO bin_sld_lr_gs finished [took 184.4137s]
21/12/23 21:23:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01221) [took 469.5511s]
21/12/23 21:24:06| INFO mul_sld_lr_gs finished [took 533.1136s]
21/12/23 21:29:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01205) [took 340.6827s]
21/12/23 21:30:40| INFO m3w_sld_lr_gs finished [took 392.5782s]
21/12/23 21:30:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1408.3057s]
21/12/23 21:30:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
21/12/23 21:33:08| INFO bin_sld_lr finished [took 145.8509s]
21/12/23 21:33:22| INFO m3w_sld_lr finished [took 160.1927s]
21/12/23 21:33:25| INFO m3w_sld_lr_mc finished [took 162.5191s]
21/12/23 21:33:33| INFO m3w_sld_lr_c finished [took 170.4157s]
21/12/23 21:33:51| INFO mul_sld_lr_c finished [took 188.9938s]
21/12/23 21:33:56| INFO mul_sld_lr finished [took 193.8625s]
21/12/23 21:33:58| INFO mul_sld_lr_ne finished [took 196.7390s]
21/12/23 21:34:16| INFO bin_sld_lr_mc finished [took 213.4934s]
21/12/23 21:34:17| INFO mul_sld_lr_mc finished [took 214.6115s]
21/12/23 21:34:17| INFO bin_sld_lr_c finished [took 214.8836s]
21/12/23 21:34:18| INFO bin_sld_lr_ne finished [took 215.7808s]
21/12/23 21:34:45| INFO m3w_sld_lr_ne finished [took 96.6227s]
21/12/23 21:35:08| INFO ref finished [took 75.3812s]
21/12/23 21:35:09| INFO atc_mc finished [took 72.3790s]
21/12/23 21:35:20| INFO doc finished [took 80.7166s]
21/12/23 21:35:20| INFO mul_sld_lr_is finished [took 114.7119s]
21/12/23 21:35:22| INFO m3w_sld_lr_is finished [took 108.6978s]
21/12/23 21:35:37| INFO bin_sld_lr_is finished [took 133.1913s]
21/12/23 21:37:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00585) [took 109.1752s]
21/12/23 21:38:29| INFO bin_sld_lr_gs finished [took 171.5488s]
21/12/23 21:46:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 463.1312s]
21/12/23 21:47:16| INFO mul_sld_lr_gs finished [took 525.1754s]
21/12/23 21:52:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00633) [took 331.3745s]
21/12/23 21:53:40| INFO m3w_sld_lr_gs finished [took 383.8207s]
21/12/23 21:53:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1380.6142s]
----------------------------------------------------------------------------------------------------
21/12/23 23:06:14| INFO dataset imdb [pool size: 10]
21/12/23 23:06:14| INFO Dataset sample [0.1 0.9] of dataset imdb started
21/12/23 23:06:17| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/12/23 23:06:18| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/12/23 23:06:18| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/12/23 23:06:18| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/12/23 23:06:19| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/12/23 23:06:43| INFO ref finished [took 22.8604s]
21/12/23 23:07:15| INFO atc_mc finished [took 32.3554s]
21/12/23 23:07:55| INFO doc finished [took 39.4328s]
21/12/23 23:32:03| INFO d_m3w_kde_lr_c finished [took 1544.8528s]
21/12/23 23:32:41| INFO d_m3w_kde_lr_ne finished [took 1583.9242s]
21/12/23 23:33:56| INFO d_m3w_kde_lr_mc finished [took 1657.6891s]
21/12/23 23:34:10| INFO d_m3w_kde_lr finished [took 1672.2772s]
21/12/23 23:34:18| INFO d_m3w_kde_lr_is finished [took 1679.3054s]
21/12/23 23:34:47| INFO d_mul_kde_lr_mc finished [took 1709.0970s]
21/12/23 23:34:54| INFO d_mul_kde_lr_ne finished [took 1715.5892s]
21/12/23 23:35:00| INFO d_mul_kde_lr_c finished [took 1722.0858s]
21/12/23 23:35:10| INFO d_mul_kde_lr_is finished [took 1730.6732s]
21/12/23 23:35:38| INFO d_mul_kde_lr finished [took 1759.7853s]
21/12/23 23:35:53| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
21/12/23 23:36:44| DEBUG [size=11,place=1] best score = 0.01171910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 50.412s]
21/12/23 23:36:44| DEBUG [size=11,place=2] best score = 0.01430292; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 50.412s]
21/12/23 23:40:49| DEBUG [size=52,place=1] best score = 0.01053231; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 244.439s]
21/12/23 23:40:49| DEBUG [size=52,place=2] best score = 0.01061160; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 244.440s]
21/12/23 23:42:18| DEBUG [size=16,place=1] best score = 0.01191219; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 88.811s]
21/12/23 23:42:18| DEBUG [size=16,place=2] best score = 0.01191966; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 88.811s]
21/12/23 23:42:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.01053) [took 383.7738s]
21/12/23 23:54:21| INFO d_mul_kde_lr_gs finished [took 1107.5464s]
21/12/23 23:55:12| DEBUG [size=11,place=1] best score = 0.01243862; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.784s]
21/12/23 23:55:12| DEBUG [size=11,place=2] best score = 0.01452841; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 49.785s]
21/12/23 23:57:51| DEBUG [size=34,place=1] best score = 0.01160017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 158.880s]
21/12/23 23:57:51| DEBUG [size=34,place=2] best score = 0.01168875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 158.880s]
21/12/23 23:59:14| DEBUG [size=16,place=1] best score = 0.01244143; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 82.716s]
21/12/23 23:59:14| DEBUG [size=16,place=2] best score = 0.01244469; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 82.716s]
21/12/23 23:59:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01160) [took 291.4897s]
22/12/23 00:10:31| INFO d_m3w_kde_lr_gs finished [took 968.6008s]
22/12/23 00:10:31| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 3857.0875s]
22/12/23 00:10:31| INFO Dataset sample [0.2 0.8] of dataset imdb started
22/12/23 00:31:20| INFO d_bin_kde_lr_ne finished [took 1243.6024s]
22/12/23 00:33:04| INFO d_bin_kde_lr finished [took 1348.4376s]
22/12/23 00:33:15| INFO d_bin_kde_lr_mc finished [took 1359.2591s]
22/12/23 00:33:19| INFO d_bin_kde_lr_c finished [took 1363.4242s]
22/12/23 00:36:20| INFO d_m3w_kde_lr_mc finished [took 1544.0385s]
22/12/23 00:36:45| INFO ref finished [took 23.7622s]
22/12/23 00:37:19| INFO atc_mc finished [took 33.6188s]
22/12/23 00:37:33| INFO d_m3w_kde_lr_c finished [took 1619.1772s]
22/12/23 00:37:52| INFO doc finished [took 32.1963s]
22/12/23 00:38:01| INFO d_m3w_kde_lr finished [took 1645.2412s]
22/12/23 00:39:17| INFO d_mul_kde_lr_c finished [took 1721.4648s]
22/12/23 00:39:34| INFO d_mul_kde_lr_ne finished [took 1738.2748s]
22/12/23 00:39:39| INFO d_mul_kde_lr_mc finished [took 1743.2943s]
22/12/23 00:39:45| INFO d_mul_kde_lr finished [took 1749.5043s]
22/12/23 00:50:19| INFO d_bin_kde_lr_is finished [took 1033.8156s]
22/12/23 00:52:36| INFO d_m3w_kde_lr_ne finished [took 1275.9103s]
22/12/23 00:54:02| INFO d_m3w_kde_lr_is finished [took 1242.3023s]
22/12/23 00:55:07| INFO d_mul_kde_lr_is finished [took 1311.3653s]
22/12/23 00:55:46| DEBUG [size=11,place=1] best score = 0.00839656; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 36.737s]
22/12/23 00:55:46| DEBUG [size=11,place=2] best score = 0.00936493; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 36.738s]
22/12/23 00:58:34| DEBUG [size=52,place=1] best score = 0.00824998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 168.487s]
22/12/23 00:58:34| DEBUG [size=52,place=2] best score = 0.00840352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 168.487s]
22/12/23 01:00:12| DEBUG [size=28,place=1] best score = 0.00815196; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.306s]
22/12/23 01:00:12| DEBUG [size=28,place=2] best score = 0.00815966; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 97.307s]
22/12/23 01:01:07| DEBUG [size=14,place=1] best score = 0.00861763; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 55.764s]
22/12/23 01:01:07| DEBUG [size=14,place=2] best score = 0.00863107; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 55.765s]
22/12/23 01:01:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00815) [took 358.4078s]
22/12/23 01:08:54| INFO d_bin_kde_lr_gs finished [took 825.0173s]
22/12/23 01:09:47| DEBUG [size=11,place=1] best score = 0.00874769; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 51.949s]
22/12/23 01:09:47| DEBUG [size=11,place=2] best score = 0.00925411; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 51.950s]
22/12/23 01:13:39| DEBUG [size=52,place=1] best score = 0.00851289; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 231.906s]
22/12/23 01:13:39| DEBUG [size=52,place=2] best score = 0.00885294; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 231.907s]
22/12/23 01:15:55| DEBUG [size=29,place=1] best score = 0.00873530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 136.487s]
22/12/23 01:15:55| DEBUG [size=29,place=2] best score = 0.00877211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 136.487s]
22/12/23 01:15:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} (score=0.00851) [took 420.4514s]
22/12/23 01:27:09| INFO d_mul_kde_lr_gs finished [took 1093.9088s]
22/12/23 01:27:58| DEBUG [size=11,place=1] best score = 0.00959855; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 47.944s]
22/12/23 01:27:58| DEBUG [size=11,place=2] best score = 0.01117045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.945s]
22/12/23 01:31:22| DEBUG [size=53,place=1] best score = 0.00860071; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 204.529s]
22/12/23 01:31:22| DEBUG [size=53,place=2] best score = 0.00863342; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 204.529s]
22/12/23 01:34:14| DEBUG [size=43,place=1] best score = 0.00865742; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.991s]
22/12/23 01:34:14| DEBUG [size=43,place=2] best score = 0.00878468; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.992s]
22/12/23 01:34:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00860) [took 424.5742s]
22/12/23 01:41:55| INFO d_m3w_kde_lr_gs finished [took 885.1180s]
22/12/23 01:41:55| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5484.1327s]
22/12/23 01:41:55| INFO Dataset sample [0.3 0.7] of dataset imdb started
22/12/23 01:58:00| INFO d_bin_kde_lr finished [took 960.4489s]
22/12/23 01:58:40| INFO d_bin_kde_lr_mc finished [took 1000.3581s]
22/12/23 01:58:42| INFO d_bin_kde_lr_c finished [took 1001.9582s]
22/12/23 01:58:50| INFO d_bin_kde_lr_ne finished [took 1010.2453s]
22/12/23 02:04:33| INFO d_m3w_kde_lr_mc finished [took 1353.3714s]
22/12/23 02:04:55| INFO d_m3w_kde_lr_c finished [took 1376.9909s]
22/12/23 02:04:59| INFO ref finished [took 24.1727s]
22/12/23 02:05:20| INFO atc_mc finished [took 24.4369s]
22/12/23 02:05:40| INFO doc finished [took 40.9844s]
22/12/23 02:05:45| INFO d_m3w_kde_lr finished [took 1425.3380s]
22/12/23 02:06:22| INFO d_mul_kde_lr finished [took 1462.4782s]
22/12/23 02:06:51| INFO d_mul_kde_lr_ne finished [took 1491.2722s]
22/12/23 02:06:53| INFO d_mul_kde_lr_mc finished [took 1493.4205s]
22/12/23 02:06:57| INFO d_mul_kde_lr_c finished [took 1497.4261s]
22/12/23 02:12:08| INFO d_bin_kde_lr_is finished [took 806.4935s]
22/12/23 02:16:26| INFO d_m3w_kde_lr_ne finished [took 1104.4694s]
22/12/23 02:17:14| INFO d_m3w_kde_lr_is finished [took 1103.1348s]
22/12/23 02:18:11| INFO d_mul_kde_lr_is finished [took 1168.4159s]
22/12/23 02:18:45| DEBUG [size=11,place=1] best score = 0.02216385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 32.220s]
22/12/23 02:18:45| DEBUG [size=11,place=2] best score = 0.02559460; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 32.221s]
22/12/23 02:21:05| DEBUG [size=52,place=1] best score = 0.01955159; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 140.381s]
22/12/23 02:21:05| DEBUG [size=52,place=2] best score = 0.02214614; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 140.382s]
22/12/23 02:23:04| DEBUG [size=41,place=1] best score = 0.01962482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 118.267s]
22/12/23 02:23:04| DEBUG [size=41,place=2] best score = 0.02297852; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 118.268s]
22/12/23 02:23:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01955) [took 290.9779s]
22/12/23 02:29:14| INFO d_bin_kde_lr_gs finished [took 660.8183s]
22/12/23 02:30:09| DEBUG [size=11,place=1] best score = 0.02162917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 54.525s]
22/12/23 02:30:09| DEBUG [size=11,place=2] best score = 0.02515699; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 54.525s]
22/12/23 02:33:54| DEBUG [size=51,place=1] best score = 0.02078024; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 224.583s]
22/12/23 02:33:54| DEBUG [size=51,place=2] best score = 0.02083132; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 224.583s]
22/12/23 02:34:54| DEBUG [size=14,place=1] best score = 0.02052737; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 60.227s]
22/12/23 02:34:54| DEBUG [size=14,place=2] best score = 0.02133049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 60.228s]
22/12/23 02:38:24| DEBUG [size=48,place=1] best score = 0.02012811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 210.308s]
22/12/23 02:38:24| DEBUG [size=48,place=2] best score = 0.02029226; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 210.309s]
22/12/23 02:39:08| DEBUG [size=7,place=1] best score = 0.02339303; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.078s]
22/12/23 02:39:08| DEBUG [size=7,place=2] best score = 0.02543649; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.078s]
22/12/23 02:39:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.02013) [took 593.8381s]
22/12/23 02:46:46| INFO d_mul_kde_lr_gs finished [took 1051.2775s]
22/12/23 02:47:37| DEBUG [size=11,place=1] best score = 0.02283504; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.595s]
22/12/23 02:47:37| DEBUG [size=11,place=2] best score = 0.03097934; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.596s]
22/12/23 02:50:57| DEBUG [size=52,place=1] best score = 0.02212950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 200.054s]
22/12/23 02:50:57| DEBUG [size=52,place=2] best score = 0.02282314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 200.054s]
22/12/23 02:53:53| DEBUG [size=45,place=1] best score = 0.02162442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.702s]
22/12/23 02:53:53| DEBUG [size=45,place=2] best score = 0.02223748; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.702s]
22/12/23 02:56:33| DEBUG [size=40,place=1] best score = 0.02508159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 160.902s]
22/12/23 02:56:33| DEBUG [size=40,place=2] best score = 0.02520986; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 160.903s]
22/12/23 02:56:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02162) [took 586.3670s]
22/12/23 03:02:57| INFO d_m3w_kde_lr_gs finished [took 969.3837s]
22/12/23 03:02:57| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 4861.4373s]
22/12/23 03:02:57| INFO Dataset sample [0.4 0.6] of dataset imdb started
22/12/23 03:17:18| INFO d_bin_kde_lr_mc finished [took 857.2069s]
22/12/23 03:17:21| INFO d_bin_kde_lr finished [took 859.8712s]
22/12/23 03:17:29| INFO d_bin_kde_lr_c finished [took 867.5521s]
22/12/23 03:17:29| INFO d_bin_kde_lr_ne finished [took 867.6135s]
22/12/23 03:27:44| INFO d_m3w_kde_lr_mc finished [took 1483.2561s]
22/12/23 03:28:02| INFO d_m3w_kde_lr_c finished [took 1500.9200s]
22/12/23 03:28:04| INFO d_mul_kde_lr_ne finished [took 1502.6616s]
22/12/23 03:28:09| INFO ref finished [took 24.2211s]
22/12/23 03:28:27| INFO d_m3w_kde_lr finished [took 1525.6657s]
22/12/23 03:28:33| INFO d_mul_kde_lr_c finished [took 1531.5988s]
22/12/23 03:28:34| INFO atc_mc finished [took 31.2292s]
22/12/23 03:28:35| INFO doc finished [took 31.1063s]
22/12/23 03:28:53| INFO d_mul_kde_lr_mc finished [took 1552.1775s]
22/12/23 03:29:00| INFO d_mul_kde_lr finished [took 1561.1457s]
22/12/23 03:30:43| INFO d_bin_kde_lr_is finished [took 800.9719s]
22/12/23 03:38:15| INFO d_m3w_kde_lr_ne finished [took 1256.0308s]
22/12/23 03:38:20| INFO d_m3w_kde_lr_is finished [took 1250.6548s]
22/12/23 03:39:11| INFO d_mul_kde_lr_is finished [took 1302.1203s]
22/12/23 03:39:39| DEBUG [size=11,place=1] best score = 0.01220326; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.017s]
22/12/23 03:39:39| DEBUG [size=11,place=2] best score = 0.01346148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.017s]
22/12/23 03:41:31| DEBUG [size=53,place=1] best score = 0.01177946; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 112.199s]
22/12/23 03:41:31| DEBUG [size=53,place=2] best score = 0.01185547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 112.199s]
22/12/23 03:42:30| DEBUG [size=26,place=1] best score = 0.01185206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 58.880s]
22/12/23 03:42:30| DEBUG [size=26,place=2] best score = 0.01200092; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 58.880s]
22/12/23 03:42:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01178) [took 197.2062s]
22/12/23 03:47:09| INFO d_bin_kde_lr_gs finished [took 476.4592s]
22/12/23 03:47:54| DEBUG [size=11,place=1] best score = 0.01302255; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.739s]
22/12/23 03:47:54| DEBUG [size=11,place=2] best score = 0.01469769; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 43.740s]
22/12/23 03:51:04| DEBUG [size=51,place=1] best score = 0.01104196; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 190.350s]
22/12/23 03:51:04| DEBUG [size=51,place=2] best score = 0.01146148; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 190.350s]
22/12/23 03:52:33| DEBUG [size=22,place=1] best score = 0.01115449; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 88.740s]
22/12/23 03:52:33| DEBUG [size=22,place=2] best score = 0.01236064; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 88.740s]
22/12/23 03:52:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01104) [took 322.9393s]
22/12/23 03:58:03| INFO d_mul_kde_lr_gs finished [took 653.4074s]
22/12/23 03:58:50| DEBUG [size=11,place=1] best score = 0.03145736; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 45.604s]
22/12/23 03:58:50| DEBUG [size=11,place=2] best score = 0.03185374; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 45.605s]
22/12/23 04:02:04| DEBUG [size=53,place=1] best score = 0.02631482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 193.786s]
22/12/23 04:02:04| DEBUG [size=53,place=2] best score = 0.02922581; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 193.787s]
22/12/23 04:03:41| DEBUG [size=26,place=1] best score = 0.02285566; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 97.155s]
22/12/23 04:03:41| DEBUG [size=26,place=2] best score = 0.02567040; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 97.155s]
22/12/23 04:05:36| DEBUG [size=25,place=1] best score = 0.02345694; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 115.405s]
22/12/23 04:05:36| DEBUG [size=25,place=2] best score = 0.02696269; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 115.405s]
22/12/23 04:05:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02286) [took 452.0615s]
22/12/23 04:14:44| INFO d_m3w_kde_lr_gs finished [took 1000.0153s]
22/12/23 04:14:44| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4307.8374s]
22/12/23 04:14:44| INFO Dataset sample [0.5 0.5] of dataset imdb started
22/12/23 04:28:05| INFO d_bin_kde_lr_ne finished [took 795.6888s]
22/12/23 04:29:21| INFO d_bin_kde_lr_c finished [took 871.7629s]
22/12/23 04:29:25| INFO d_bin_kde_lr_mc finished [took 875.3181s]
22/12/23 04:29:47| INFO d_bin_kde_lr finished [took 897.9914s]
22/12/23 04:40:59| INFO d_m3w_kde_lr_mc finished [took 1569.8040s]
22/12/23 04:41:07| INFO d_m3w_kde_lr finished [took 1577.4540s]
22/12/23 04:41:18| INFO ref finished [took 18.2820s]
22/12/23 04:41:34| INFO d_m3w_kde_lr_c finished [took 1605.0789s]
22/12/23 04:41:42| INFO atc_mc finished [took 34.6215s]
22/12/23 04:41:48| INFO doc finished [took 29.1316s]
22/12/23 04:42:39| INFO d_mul_kde_lr_mc finished [took 1669.6933s]
22/12/23 04:42:39| INFO d_mul_kde_lr_c finished [took 1670.7990s]
22/12/23 04:42:40| INFO d_mul_kde_lr_ne finished [took 1671.1107s]
22/12/23 04:42:49| INFO d_mul_kde_lr finished [took 1681.9802s]
22/12/23 04:43:47| INFO d_bin_kde_lr_is finished [took 865.3998s]
22/12/23 04:50:53| INFO d_m3w_kde_lr_ne finished [took 1367.0129s]
22/12/23 04:51:45| INFO d_m3w_kde_lr_is finished [took 1317.0236s]
22/12/23 04:52:48| INFO d_mul_kde_lr_is finished [took 1402.7041s]
22/12/23 04:53:15| DEBUG [size=11,place=1] best score = 0.01200764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 25.821s]
22/12/23 04:53:15| DEBUG [size=11,place=2] best score = 0.01560725; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.822s]
22/12/23 04:55:07| DEBUG [size=53,place=1] best score = 0.01200819; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 111.622s]
22/12/23 04:55:07| DEBUG [size=53,place=2] best score = 0.01201242; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 111.622s]
22/12/23 04:55:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01201) [took 137.5497s]
22/12/23 04:59:50| INFO d_bin_kde_lr_gs finished [took 420.2813s]
22/12/23 05:00:40| DEBUG [size=11,place=1] best score = 0.01360795; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.372s]
22/12/23 05:00:40| DEBUG [size=11,place=2] best score = 0.02045060; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.373s]
22/12/23 05:04:08| DEBUG [size=53,place=1] best score = 0.01324470; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 207.910s]
22/12/23 05:04:08| DEBUG [size=53,place=2] best score = 0.01375573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 207.910s]
22/12/23 05:06:06| DEBUG [size=28,place=1] best score = 0.01386648; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 117.979s]
22/12/23 05:06:06| DEBUG [size=28,place=2] best score = 0.01388322; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 117.979s]
22/12/23 05:06:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01324) [took 375.3701s]
22/12/23 05:11:54| INFO d_mul_kde_lr_gs finished [took 722.5686s]
22/12/23 05:12:42| DEBUG [size=11,place=1] best score = 0.01729790; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 47.443s]
22/12/23 05:12:42| DEBUG [size=11,place=2] best score = 0.02171739; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.444s]
22/12/23 05:15:03| DEBUG [size=34,place=1] best score = 0.01721279; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 140.925s]
22/12/23 05:15:03| DEBUG [size=34,place=2] best score = 0.01723208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 140.926s]
22/12/23 05:16:28| DEBUG [size=16,place=1] best score = 0.01976464; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 84.535s]
22/12/23 05:16:28| DEBUG [size=16,place=2] best score = 0.01992944; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 84.536s]
22/12/23 05:16:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.01721) [took 273.0125s]
22/12/23 05:28:20| INFO d_m3w_kde_lr_gs finished [took 985.5530s]
22/12/23 05:28:20| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4415.8158s]
22/12/23 05:28:20| INFO Dataset sample [0.6 0.4] of dataset imdb started
22/12/23 05:42:08| INFO d_bin_kde_lr_c finished [took 822.5884s]
22/12/23 05:42:34| INFO d_bin_kde_lr finished [took 849.5182s]
22/12/23 05:42:50| INFO d_bin_kde_lr_mc finished [took 865.2244s]
22/12/23 05:43:15| INFO d_bin_kde_lr_ne finished [took 889.8219s]
22/12/23 05:52:39| INFO d_mul_kde_lr_ne finished [took 1454.1754s]
22/12/23 05:53:04| INFO ref finished [took 23.5723s]
22/12/23 05:53:08| INFO d_m3w_kde_lr_mc finished [took 1483.4216s]
22/12/23 05:53:10| INFO d_m3w_kde_lr_c finished [took 1484.4975s]
22/12/23 05:53:41| INFO atc_mc finished [took 36.4981s]
22/12/23 05:53:48| INFO doc finished [took 38.9757s]
22/12/23 05:54:01| INFO d_mul_kde_lr finished [took 1535.7283s]
22/12/23 05:54:18| INFO d_m3w_kde_lr finished [took 1552.8755s]
22/12/23 05:54:44| INFO d_mul_kde_lr_mc finished [took 1578.5972s]
22/12/23 05:55:00| INFO d_mul_kde_lr_c finished [took 1596.5260s]
22/12/23 05:55:55| INFO d_bin_kde_lr_is finished [took 799.4430s]
22/12/23 06:02:32| INFO d_m3w_kde_lr_ne finished [took 1223.7281s]
22/12/23 06:04:06| INFO d_m3w_kde_lr_is finished [took 1250.7854s]
22/12/23 06:04:24| INFO d_mul_kde_lr_is finished [took 1292.7534s]
22/12/23 06:04:52| DEBUG [size=11,place=1] best score = 0.01831223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.760s]
22/12/23 06:04:52| DEBUG [size=11,place=2] best score = 0.01965745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.761s]
22/12/23 06:06:49| DEBUG [size=53,place=1] best score = 0.01554784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 117.445s]
22/12/23 06:06:49| DEBUG [size=53,place=2] best score = 0.01600698; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 117.445s]
22/12/23 06:08:25| DEBUG [size=40,place=1] best score = 0.01367236; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 95.233s]
22/12/23 06:08:25| DEBUG [size=40,place=2] best score = 0.01518256; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 95.233s]
22/12/23 06:10:17| DEBUG [size=47,place=1] best score = 0.01497173; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.384s]
22/12/23 06:10:17| DEBUG [size=47,place=2] best score = 0.01564006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 112.385s]
22/12/23 06:10:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01367) [took 351.9340s]
22/12/23 06:14:59| INFO d_bin_kde_lr_gs finished [took 633.3570s]
22/12/23 06:15:48| DEBUG [size=11,place=1] best score = 0.01943020; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.701s]
22/12/23 06:15:48| DEBUG [size=11,place=2] best score = 0.02204250; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.702s]
22/12/23 06:19:16| DEBUG [size=51,place=1] best score = 0.01670176; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 207.228s]
22/12/23 06:19:16| DEBUG [size=51,place=2] best score = 0.01839441; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 207.229s]
22/12/23 06:19:53| DEBUG [size=9,place=1] best score = 0.01569212; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.417s]
22/12/23 06:19:53| DEBUG [size=9,place=2] best score = 0.01583485; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 37.417s]
22/12/23 06:22:41| DEBUG [size=44,place=1] best score = 0.01611697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 167.880s]
22/12/23 06:22:41| DEBUG [size=44,place=2] best score = 0.01941524; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 167.881s]
22/12/23 06:22:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01569) [took 461.3387s]
22/12/23 06:28:59| INFO d_mul_kde_lr_gs finished [took 839.1956s]
22/12/23 06:29:48| DEBUG [size=11,place=1] best score = 0.02041792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 48.234s]
22/12/23 06:29:48| DEBUG [size=11,place=2] best score = 0.02098910; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.235s]
22/12/23 06:33:20| DEBUG [size=52,place=1] best score = 0.01908248; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 211.884s]
22/12/23 06:33:20| DEBUG [size=52,place=2] best score = 0.01963287; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 211.884s]
22/12/23 06:35:23| DEBUG [size=26,place=1] best score = 0.01899730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 122.606s]
22/12/23 06:35:23| DEBUG [size=26,place=2] best score = 0.01903873; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 122.606s]
22/12/23 06:36:28| DEBUG [size=14,place=1] best score = 0.02215913; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 65.670s]
22/12/23 06:36:28| DEBUG [size=14,place=2] best score = 0.02235864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 65.670s]
22/12/23 06:36:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.01900) [took 448.5094s]
22/12/23 06:47:02| INFO d_m3w_kde_lr_gs finished [took 1081.6125s]
22/12/23 06:47:02| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 4721.3737s]
22/12/23 06:47:02| INFO Dataset sample [0.7 0.3] of dataset imdb started
22/12/23 07:03:32| INFO d_bin_kde_lr_c finished [took 984.7176s]
22/12/23 07:03:43| INFO d_bin_kde_lr_mc finished [took 995.4171s]
22/12/23 07:03:49| INFO d_bin_kde_lr_ne finished [took 1001.6608s]
22/12/23 07:04:01| INFO d_bin_kde_lr finished [took 1013.1934s]
22/12/23 07:09:52| INFO d_m3w_kde_lr_mc finished [took 1364.0614s]
22/12/23 07:10:07| INFO d_m3w_kde_lr_c finished [took 1379.7505s]
22/12/23 07:10:09| INFO ref finished [took 16.6218s]
22/12/23 07:10:13| INFO d_m3w_kde_lr finished [took 1387.8062s]
22/12/23 07:10:38| INFO doc finished [took 28.1435s]
22/12/23 07:10:42| INFO atc_mc finished [took 33.5953s]
22/12/23 07:11:11| INFO d_mul_kde_lr_ne finished [took 1443.8316s]
22/12/23 07:11:37| INFO d_mul_kde_lr finished [took 1469.5976s]
22/12/23 07:12:16| INFO d_mul_kde_lr_c finished [took 1508.5201s]
22/12/23 07:12:37| INFO d_mul_kde_lr_mc finished [took 1529.6625s]
22/12/23 07:17:16| INFO d_bin_kde_lr_is finished [took 812.2104s]
22/12/23 07:22:14| INFO d_m3w_kde_lr_ne finished [took 1121.2002s]
22/12/23 07:22:33| INFO d_m3w_kde_lr_is finished [took 1110.7544s]
22/12/23 07:23:36| INFO d_mul_kde_lr_is finished [took 1185.8341s]
22/12/23 07:24:11| DEBUG [size=11,place=1] best score = 0.01094987; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 33.233s]
22/12/23 07:24:11| DEBUG [size=11,place=2] best score = 0.01160251; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 33.234s]
22/12/23 07:26:34| DEBUG [size=53,place=1] best score = 0.01089583; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 143.089s]
22/12/23 07:26:34| DEBUG [size=53,place=2] best score = 0.01090240; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 143.089s]
22/12/23 07:28:33| DEBUG [size=43,place=1] best score = 0.01101277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 118.726s]
22/12/23 07:28:33| DEBUG [size=43,place=2] best score = 0.01105240; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 118.727s]
22/12/23 07:28:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01090) [took 295.1571s]
22/12/23 07:34:39| INFO d_bin_kde_lr_gs finished [took 661.5790s]
22/12/23 07:35:35| DEBUG [size=11,place=1] best score = 0.01194722; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 54.156s]
22/12/23 07:35:35| DEBUG [size=11,place=2] best score = 0.01232332; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 54.157s]
22/12/23 07:39:27| DEBUG [size=52,place=1] best score = 0.01144683; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 232.473s]
22/12/23 07:39:27| DEBUG [size=52,place=2] best score = 0.01145956; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 232.474s]
22/12/23 07:40:41| DEBUG [size=14,place=1] best score = 0.01140454; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 73.325s]
22/12/23 07:40:41| DEBUG [size=14,place=2] best score = 0.01151984; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 73.326s]
22/12/23 07:43:37| DEBUG [size=39,place=1] best score = 0.01130230; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 176.500s]
22/12/23 07:43:37| DEBUG [size=39,place=2] best score = 0.01144613; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 176.500s]
22/12/23 07:45:40| DEBUG [size=25,place=1] best score = 0.01129377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 123.138s]
22/12/23 07:45:40| DEBUG [size=25,place=2] best score = 0.01134791; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 123.138s]
22/12/23 07:46:26| DEBUG [size=10,place=1] best score = 0.01154254; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 46.092s]
22/12/23 07:46:26| DEBUG [size=10,place=2] best score = 0.01155374; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 46.092s]
22/12/23 07:46:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01129) [took 705.8045s]
22/12/23 07:53:43| INFO d_mul_kde_lr_gs finished [took 1141.8314s]
22/12/23 07:54:35| DEBUG [size=11,place=1] best score = 0.01171189; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 50.552s]
22/12/23 07:54:35| DEBUG [size=11,place=2] best score = 0.01416407; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 50.552s]
22/12/23 07:57:53| DEBUG [size=52,place=1] best score = 0.01137540; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 198.007s]
22/12/23 07:57:53| DEBUG [size=52,place=2] best score = 0.01168546; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 198.008s]
22/12/23 08:00:48| DEBUG [size=46,place=1] best score = 0.01141607; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.676s]
22/12/23 08:00:48| DEBUG [size=46,place=2] best score = 0.01177118; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.677s]
22/12/23 08:00:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01138) [took 424.3588s]
22/12/23 08:07:26| INFO d_m3w_kde_lr_gs finished [took 822.3958s]
22/12/23 08:07:26| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 4824.8568s]
22/12/23 08:07:27| INFO Dataset sample [0.8 0.2] of dataset imdb started
22/12/23 08:29:41| INFO d_bin_kde_lr_mc finished [took 1329.7769s]
22/12/23 08:29:50| INFO d_bin_kde_lr finished [took 1340.4980s]
22/12/23 08:30:19| INFO d_bin_kde_lr_ne finished [took 1367.7865s]
22/12/23 08:30:43| INFO d_bin_kde_lr_c finished [took 1392.1912s]
22/12/23 08:35:09| INFO d_m3w_kde_lr_c finished [took 1657.4206s]
22/12/23 08:35:12| INFO d_m3w_kde_lr finished [took 1660.4272s]
22/12/23 08:35:14| INFO d_m3w_kde_lr_mc finished [took 1663.2044s]
22/12/23 08:35:34| INFO ref finished [took 25.1063s]
22/12/23 08:35:45| INFO atc_mc finished [took 33.2251s]
22/12/23 08:35:50| INFO doc finished [took 34.7855s]
22/12/23 08:36:59| INFO d_mul_kde_lr_c finished [took 1768.1070s]
22/12/23 08:36:59| INFO d_mul_kde_lr finished [took 1768.1206s]
22/12/23 08:37:15| INFO d_mul_kde_lr_ne finished [took 1784.0935s]
22/12/23 08:37:23| INFO d_mul_kde_lr_mc finished [took 1792.2178s]
22/12/23 08:48:02| INFO d_bin_kde_lr_is finished [took 1091.3137s]
22/12/23 08:50:57| INFO d_m3w_kde_lr_ne finished [took 1275.7988s]
22/12/23 08:51:52| INFO d_m3w_kde_lr_is finished [took 1267.5635s]
22/12/23 08:52:42| INFO d_mul_kde_lr_is finished [took 1342.7545s]
22/12/23 08:53:22| DEBUG [size=11,place=1] best score = 0.01003389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.521s]
22/12/23 08:53:22| DEBUG [size=11,place=2] best score = 0.01272308; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 38.522s]
22/12/23 08:56:11| DEBUG [size=51,place=1] best score = 0.00992434; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 168.559s]
22/12/23 08:56:11| DEBUG [size=51,place=2] best score = 0.01006582; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 168.560s]
22/12/23 08:57:41| DEBUG [size=27,place=1] best score = 0.00990534; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 89.726s]
22/12/23 08:57:41| DEBUG [size=27,place=2] best score = 0.01041537; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 89.726s]
22/12/23 08:59:53| DEBUG [size=39,place=1] best score = 0.01077851; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 132.550s]
22/12/23 08:59:53| DEBUG [size=39,place=2] best score = 0.01096110; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 132.551s]
22/12/23 08:59:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00991) [took 429.4698s]
22/12/23 09:07:08| INFO d_bin_kde_lr_gs finished [took 864.5249s]
22/12/23 09:08:02| DEBUG [size=11,place=1] best score = 0.01171190; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 53.189s]
22/12/23 09:08:02| DEBUG [size=11,place=2] best score = 0.01365423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 53.189s]
22/12/23 09:11:48| DEBUG [size=51,place=1] best score = 0.01015300; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 225.718s]
22/12/23 09:11:48| DEBUG [size=51,place=2] best score = 0.01090530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 225.718s]
22/12/23 09:13:47| DEBUG [size=26,place=1] best score = 0.01093440; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 119.083s]
22/12/23 09:13:47| DEBUG [size=26,place=2] best score = 0.01118640; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 119.083s]
22/12/23 09:13:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01015) [took 398.0997s]
22/12/23 09:22:00| INFO d_mul_kde_lr_gs finished [took 890.6702s]
22/12/23 09:22:49| DEBUG [size=11,place=1] best score = 0.00968675; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.616s]
22/12/23 09:22:49| DEBUG [size=11,place=2] best score = 0.01059194; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.617s]
22/12/23 09:26:14| DEBUG [size=51,place=1] best score = 0.00893980; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.682s]
22/12/23 09:26:14| DEBUG [size=51,place=2] best score = 0.00908884; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.682s]
22/12/23 09:26:55| DEBUG [size=9,place=1] best score = 0.00909583; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 41.424s]
22/12/23 09:26:55| DEBUG [size=9,place=2] best score = 0.00946370; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 41.425s]
22/12/23 09:26:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00894) [took 294.8310s]
22/12/23 09:34:53| INFO d_m3w_kde_lr_gs finished [took 772.8415s]
22/12/23 09:34:53| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 5246.9215s]
22/12/23 09:34:53| INFO Dataset sample [0.9 0.1] of dataset imdb started
22/12/23 10:00:27| INFO d_bin_kde_lr finished [took 1531.0343s]
22/12/23 10:01:41| INFO d_bin_kde_lr_ne finished [took 1603.2629s]
22/12/23 10:01:44| INFO d_bin_kde_lr_mc finished [took 1606.2123s]
22/12/23 10:02:00| INFO d_bin_kde_lr_c finished [took 1622.1148s]
22/12/23 10:02:41| INFO d_m3w_kde_lr_mc finished [took 1662.8846s]
22/12/23 10:02:58| INFO ref finished [took 16.7379s]
22/12/23 10:03:23| INFO atc_mc finished [took 25.0003s]
22/12/23 10:03:56| INFO d_m3w_kde_lr_c finished [took 1738.3178s]
22/12/23 10:04:04| INFO d_m3w_kde_lr finished [took 1746.0812s]
22/12/23 10:04:05| INFO doc finished [took 40.4768s]
22/12/23 10:04:32| INFO d_mul_kde_lr finished [took 1773.9728s]
22/12/23 10:05:05| INFO d_mul_kde_lr_mc finished [took 1806.9664s]
22/12/23 10:05:38| INFO d_mul_kde_lr_ne finished [took 1839.9555s]
22/12/23 10:05:46| INFO d_mul_kde_lr_c finished [took 1847.9969s]
22/12/23 10:21:06| INFO d_bin_kde_lr_is finished [took 1164.2334s]
22/12/23 10:21:53| INFO d_m3w_kde_lr_ne finished [took 1285.4000s]
22/12/23 10:22:43| INFO d_m3w_kde_lr_is finished [took 1242.4933s]
22/12/23 10:23:46| INFO d_mul_kde_lr_is finished [took 1321.5613s]
22/12/23 10:24:10| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
22/12/23 10:25:00| DEBUG [size=11,place=1] best score = 0.01128233; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 49.542s]
22/12/23 10:25:00| DEBUG [size=11,place=2] best score = 0.01258154; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.542s]
22/12/23 10:29:02| DEBUG [size=52,place=1] best score = 0.01132444; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 241.912s]
22/12/23 10:29:02| DEBUG [size=52,place=2] best score = 0.01139785; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 241.913s]
22/12/23 10:29:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} (score=0.01128) [took 291.5604s]
22/12/23 10:40:24| INFO d_mul_kde_lr_gs finished [took 972.9297s]
22/12/23 10:41:15| DEBUG [size=11,place=1] best score = 0.01077118; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 50.081s]
22/12/23 10:41:15| DEBUG [size=11,place=2] best score = 0.01094562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 50.082s]
22/12/23 10:44:55| DEBUG [size=53,place=1] best score = 0.00880697; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 220.763s]
22/12/23 10:44:55| DEBUG [size=53,place=2] best score = 0.00922996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.764s]
22/12/23 10:48:05| DEBUG [size=44,place=1] best score = 0.00799106; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 189.588s]
22/12/23 10:48:05| DEBUG [size=44,place=2] best score = 0.00819676; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 189.588s]
22/12/23 10:48:59| DEBUG [size=12,place=1] best score = 0.01200694; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 54.127s]
22/12/23 10:48:59| DEBUG [size=12,place=2] best score = 0.01250528; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 54.127s]
22/12/23 10:48:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00799) [took 514.6723s]
22/12/23 10:58:02| INFO d_m3w_kde_lr_gs finished [took 1057.9658s]
22/12/23 10:58:02| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 4988.9989s]
----------------------------------------------------------------------------------------------------
22/12/23 12:47:04| INFO dataset imdb [pool size: 10]
22/12/23 12:47:04| INFO Dataset sample [0.1 0.9] of dataset imdb started
22/12/23 12:47:09| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
22/12/23 12:47:09| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
22/12/23 12:47:09| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
22/12/23 12:47:09| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
22/12/23 12:47:11| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
22/12/23 12:48:28| INFO ref finished [took 74.5349s]
22/12/23 12:49:47| INFO atc_mc finished [took 77.1284s]
22/12/23 12:50:19| INFO doc finished [took 31.0410s]
22/12/23 13:15:10| INFO m3w_kde_lr_mc finished [took 1681.1576s]
22/12/23 13:15:29| INFO m3w_kde_lr_is finished [took 1697.8186s]
22/12/23 13:16:16| INFO m3w_kde_lr_c finished [took 1747.5012s]
22/12/23 13:16:21| INFO m3w_kde_lr finished [took 1755.0062s]
22/12/23 13:17:18| INFO m3w_kde_lr_ne finished [took 1807.2453s]
22/12/23 13:17:22| INFO mul_kde_lr_c finished [took 1814.0014s]
22/12/23 13:17:28| INFO mul_kde_lr finished [took 1819.8560s]
22/12/23 13:18:10| INFO mul_kde_lr_mc finished [took 1861.5929s]
22/12/23 13:18:30| INFO mul_kde_lr_is finished [took 1879.2038s]
22/12/23 13:18:32| INFO mul_kde_lr_ne finished [took 1883.8667s]
22/12/23 13:21:51| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
22/12/23 13:25:36| DEBUG [size=11,place=1] best score = 0.00980932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 224.099s]
22/12/23 13:25:36| DEBUG [size=11,place=2] best score = 0.01110667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 224.100s]
22/12/23 13:39:09| DEBUG [size=53,place=1] best score = 0.00861372; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 812.821s]
22/12/23 13:39:09| DEBUG [size=53,place=2] best score = 0.00897248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 812.822s]
22/12/23 13:53:44| DEBUG [size=42,place=1] best score = 0.00836481; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 874.690s]
22/12/23 13:53:44| DEBUG [size=42,place=2] best score = 0.00842300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 874.691s]
22/12/23 13:57:08| DEBUG [size=12,place=1] best score = 0.00995706; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 203.770s]
22/12/23 13:57:08| DEBUG [size=12,place=2] best score = 0.01040211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 203.771s]
22/12/23 13:57:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00836) [took 2115.4962s]
22/12/23 14:09:02| INFO mul_kde_lr_gs finished [took 2829.2508s]
22/12/23 14:11:58| DEBUG [size=11,place=1] best score = 0.00951125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 175.080s]
22/12/23 14:11:58| DEBUG [size=11,place=2] best score = 0.01150252; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.081s]
22/12/23 14:22:32| DEBUG [size=53,place=1] best score = 0.00812860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 634.485s]
22/12/23 14:22:32| DEBUG [size=53,place=2] best score = 0.00947233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 634.486s]
22/12/23 14:28:47| DEBUG [size=28,place=1] best score = 0.00789609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 375.147s]
22/12/23 14:28:47| DEBUG [size=28,place=2] best score = 0.00805206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 375.148s]
22/12/23 14:31:36| DEBUG [size=14,place=1] best score = 0.00880193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 168.822s]
22/12/23 14:31:36| DEBUG [size=14,place=2] best score = 0.00951690; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 168.822s]
22/12/23 14:31:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00790) [took 1353.6486s]
22/12/23 14:41:18| INFO m3w_kde_lr_gs finished [took 1935.4249s]
22/12/23 14:41:18| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 6853.9042s]
22/12/23 14:41:18| INFO Dataset sample [0.2 0.8] of dataset imdb started
22/12/23 15:03:01| INFO bin_kde_lr_mc finished [took 1298.4359s]
22/12/23 15:03:48| INFO bin_kde_lr_c finished [took 1344.7543s]
22/12/23 15:04:04| INFO bin_kde_lr finished [took 1360.8453s]
22/12/23 15:04:54| INFO bin_kde_lr_ne finished [took 1410.5138s]
22/12/23 15:10:37| INFO m3w_kde_lr_mc finished [took 1753.8336s]
22/12/23 15:10:41| INFO m3w_kde_lr finished [took 1757.8218s]
22/12/23 15:10:42| INFO m3w_kde_lr_c finished [took 1759.1530s]
22/12/23 15:11:00| INFO ref finished [took 21.8182s]
22/12/23 15:11:15| INFO atc_mc finished [took 33.1113s]
22/12/23 15:11:26| INFO doc finished [took 43.0983s]
22/12/23 15:12:20| INFO mul_kde_lr_ne finished [took 1855.8865s]
22/12/23 15:12:47| INFO mul_kde_lr_c finished [took 1883.6453s]
22/12/23 15:12:58| INFO mul_kde_lr finished [took 1896.7729s]
22/12/23 15:13:12| INFO mul_kde_lr_mc finished [took 1908.8416s]
22/12/23 15:21:01| INFO bin_kde_lr_is finished [took 1032.4799s]
22/12/23 15:25:28| INFO m3w_kde_lr_ne finished [took 1346.1028s]
22/12/23 15:25:37| INFO m3w_kde_lr_is finished [took 1242.2175s]
22/12/23 15:27:29| INFO mul_kde_lr_is finished [took 1404.0104s]
22/12/23 15:28:51| DEBUG [size=11,place=1] best score = 0.00826263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.786s]
22/12/23 15:28:51| DEBUG [size=11,place=2] best score = 0.01139361; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 80.787s]
22/12/23 15:31:26| DEBUG [size=34,place=1] best score = 0.00823491; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 155.053s]
22/12/23 15:31:26| DEBUG [size=34,place=2] best score = 0.00826922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 155.053s]
22/12/23 15:33:25| DEBUG [size=27,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 119.280s]
22/12/23 15:33:25| DEBUG [size=27,place=2] best score = 0.00830867; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 119.281s]
22/12/23 15:35:20| DEBUG [size=21,place=1] best score = 0.00818776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 114.911s]
22/12/23 15:35:20| DEBUG [size=21,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.912s]
22/12/23 15:35:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00813) [took 470.1438s]
22/12/23 15:43:42| INFO bin_kde_lr_gs finished [took 971.2305s]
22/12/23 15:47:36| DEBUG [size=11,place=1] best score = 0.00845138; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 233.545s]
22/12/23 15:47:36| DEBUG [size=11,place=2] best score = 0.01131802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.546s]
22/12/23 16:02:14| DEBUG [size=53,place=1] best score = 0.00824515; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 877.997s]
22/12/23 16:02:14| DEBUG [size=53,place=2] best score = 0.00840668; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 877.998s]
22/12/23 16:06:20| DEBUG [size=16,place=1] best score = 0.00838390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 245.901s]
22/12/23 16:06:20| DEBUG [size=16,place=2] best score = 0.00842635; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 245.901s]
22/12/23 16:06:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00825) [took 1357.5526s]
22/12/23 16:15:50| INFO mul_kde_lr_gs finished [took 1927.5325s]
22/12/23 16:18:49| DEBUG [size=11,place=1] best score = 0.00968712; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 177.558s]
22/12/23 16:18:49| DEBUG [size=11,place=2] best score = 0.01276414; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 177.559s]
22/12/23 16:29:16| DEBUG [size=53,place=1] best score = 0.00899843; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 627.363s]
22/12/23 16:29:16| DEBUG [size=53,place=2] best score = 0.01014110; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 627.364s]
22/12/23 16:36:06| DEBUG [size=42,place=1] best score = 0.00863327; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 409.896s]
22/12/23 16:36:06| DEBUG [size=42,place=2] best score = 0.01308738; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 409.897s]
22/12/23 16:42:15| DEBUG [size=27,place=1] best score = 0.01023258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 368.749s]
22/12/23 16:42:15| DEBUG [size=27,place=2] best score = 0.01117667; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 368.750s]
22/12/23 16:42:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00863) [took 1583.6805s]
22/12/23 16:49:59| INFO m3w_kde_lr_gs finished [took 2047.3698s]
22/12/23 16:49:59| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 7720.9138s]
22/12/23 16:49:59| INFO Dataset sample [0.3 0.7] of dataset imdb started
22/12/23 17:06:19| INFO bin_kde_lr_c finished [took 974.8950s]
22/12/23 17:07:20| INFO bin_kde_lr finished [took 1036.0487s]
22/12/23 17:07:31| INFO bin_kde_lr_ne finished [took 1046.5453s]
22/12/23 17:08:02| INFO bin_kde_lr_mc finished [took 1077.7971s]
22/12/23 17:15:07| INFO m3w_kde_lr finished [took 1503.3204s]
22/12/23 17:15:32| INFO ref finished [took 23.5958s]
22/12/23 17:15:53| INFO mul_kde_lr finished [took 1548.6419s]
22/12/23 17:15:55| INFO mul_kde_lr_mc finished [took 1551.2520s]
22/12/23 17:16:06| INFO atc_mc finished [took 33.1948s]
22/12/23 17:16:13| INFO m3w_kde_lr_mc finished [took 1569.0072s]
22/12/23 17:16:15| INFO m3w_kde_lr_c finished [took 1572.9699s]
22/12/23 17:16:21| INFO doc finished [took 27.7200s]
22/12/23 17:16:31| INFO mul_kde_lr_c finished [took 1587.0715s]
22/12/23 17:16:51| INFO mul_kde_lr_ne finished [took 1606.2298s]
22/12/23 17:21:51| INFO bin_kde_lr_is finished [took 870.2114s]
22/12/23 17:26:08| INFO m3w_kde_lr_ne finished [took 1188.4730s]
22/12/23 17:27:18| INFO m3w_kde_lr_is finished [took 1155.2359s]
22/12/23 17:27:48| INFO mul_kde_lr_is finished [took 1216.7237s]
22/12/23 17:29:11| DEBUG [size=11,place=1] best score = 0.01866956; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 81.097s]
22/12/23 17:29:11| DEBUG [size=11,place=2] best score = 0.02514155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 81.098s]
22/12/23 17:35:19| DEBUG [size=51,place=1] best score = 0.01698410; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 367.810s]
22/12/23 17:35:19| DEBUG [size=51,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 367.811s]
22/12/23 17:39:29| DEBUG [size=44,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 249.997s]
22/12/23 17:39:29| DEBUG [size=44,place=2] best score = 0.01735693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 249.997s]
22/12/23 17:43:33| DEBUG [size=44,place=1] best score = 0.01911803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 244.275s]
22/12/23 17:43:33| DEBUG [size=44,place=2] best score = 0.01964418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 244.275s]
22/12/23 17:43:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 943.2907s]
22/12/23 17:50:04| INFO bin_kde_lr_gs finished [took 1333.8878s]
22/12/23 17:54:01| DEBUG [size=11,place=1] best score = 0.02038703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 236.490s]
22/12/23 17:54:01| DEBUG [size=11,place=2] best score = 0.02223024; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 236.490s]
22/12/23 18:11:23| DEBUG [size=52,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1041.299s]
22/12/23 18:11:23| DEBUG [size=52,place=2] best score = 0.01137868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1041.300s]
22/12/23 18:16:43| DEBUG [size=27,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.384s]
22/12/23 18:16:43| DEBUG [size=27,place=2] best score = 0.01310193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.384s]
22/12/23 18:16:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 1598.2924s]
22/12/23 18:23:51| INFO mul_kde_lr_gs finished [took 2025.9111s]
22/12/23 18:26:50| DEBUG [size=11,place=1] best score = 0.01243688; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 177.652s]
22/12/23 18:26:50| DEBUG [size=11,place=2] best score = 0.02855408; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 177.653s]
22/12/23 18:39:22| DEBUG [size=52,place=1] best score = 0.01393026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 752.724s]
22/12/23 18:39:22| DEBUG [size=52,place=2] best score = 0.01452879; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 752.724s]
22/12/23 18:39:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01244) [took 930.4821s]
22/12/23 18:47:07| INFO m3w_kde_lr_gs finished [took 1395.1657s]
22/12/23 18:47:07| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 7028.2051s]
22/12/23 18:47:07| INFO Dataset sample [0.4 0.6] of dataset imdb started
22/12/23 19:02:31| INFO bin_kde_lr finished [took 919.2023s]
22/12/23 19:02:57| INFO bin_kde_lr_ne finished [took 944.6929s]
22/12/23 19:03:30| INFO bin_kde_lr_c finished [took 978.1612s]
22/12/23 19:03:31| INFO bin_kde_lr_mc finished [took 978.7193s]
22/12/23 19:11:07| INFO mul_kde_lr finished [took 1435.1092s]
22/12/23 19:11:30| INFO ref finished [took 22.0980s]
22/12/23 19:11:47| INFO m3w_kde_lr finished [took 1475.1466s]
22/12/23 19:12:05| INFO atc_mc finished [took 34.2040s]
22/12/23 19:12:10| INFO m3w_kde_lr_c finished [took 1498.2477s]
22/12/23 19:12:26| INFO doc finished [took 38.0936s]
22/12/23 19:13:39| INFO m3w_kde_lr_mc finished [took 1586.7027s]
22/12/23 19:13:50| INFO mul_kde_lr_ne finished [took 1598.0774s]
22/12/23 19:14:23| INFO mul_kde_lr_c finished [took 1630.7492s]
22/12/23 19:14:38| INFO mul_kde_lr_mc finished [took 1648.3643s]
22/12/23 19:16:25| INFO bin_kde_lr_is finished [took 807.2361s]
22/12/23 19:22:54| INFO m3w_kde_lr_ne finished [took 1222.3428s]
22/12/23 19:23:27| INFO m3w_kde_lr_is finished [took 1195.7881s]
22/12/23 19:24:49| INFO mul_kde_lr_is finished [took 1277.9519s]
22/12/23 19:26:09| DEBUG [size=11,place=1] best score = 0.01219211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.255s]
22/12/23 19:26:09| DEBUG [size=11,place=2] best score = 0.01237302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.255s]
22/12/23 19:31:01| DEBUG [size=53,place=1] best score = 0.01220369; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 292.333s]
22/12/23 19:31:01| DEBUG [size=53,place=2] best score = 0.01230055; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 292.333s]
22/12/23 19:31:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01219) [took 371.6942s]
22/12/23 19:36:12| INFO bin_kde_lr_gs finished [took 682.6969s]
22/12/23 19:39:53| DEBUG [size=11,place=1] best score = 0.01492421; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.800s]
22/12/23 19:39:53| DEBUG [size=11,place=2] best score = 0.02369255; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 219.801s]
22/12/23 19:46:57| DEBUG [size=34,place=1] best score = 0.01085886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 423.376s]
22/12/23 19:46:57| DEBUG [size=34,place=2] best score = 0.01152770; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 423.377s]
22/12/23 19:50:51| DEBUG [size=16,place=1] best score = 0.01058267; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 234.847s]
22/12/23 19:50:51| DEBUG [size=16,place=2] best score = 0.01083922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 234.847s]
22/12/23 20:01:33| DEBUG [size=41,place=1] best score = 0.01104711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 642.041s]
22/12/23 20:01:33| DEBUG [size=41,place=2] best score = 0.01109070; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 642.041s]
22/12/23 20:01:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01058) [took 1520.1792s]
22/12/23 20:07:32| INFO mul_kde_lr_gs finished [took 1878.5237s]
22/12/23 20:10:26| DEBUG [size=11,place=1] best score = 0.01844121; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.280s]
22/12/23 20:10:26| DEBUG [size=11,place=2] best score = 0.02028418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 173.281s]
22/12/23 20:23:04| DEBUG [size=51,place=1] best score = 0.01372238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.053s]
22/12/23 20:23:04| DEBUG [size=51,place=2] best score = 0.01431430; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.054s]
22/12/23 20:24:50| DEBUG [size=9,place=1] best score = 0.01489021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 105.931s]
22/12/23 20:24:50| DEBUG [size=9,place=2] best score = 0.01519823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 105.932s]
22/12/23 20:24:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01372) [took 1037.3740s]
22/12/23 20:31:48| INFO m3w_kde_lr_gs finished [took 1455.0882s]
22/12/23 20:31:48| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 6280.8602s]
22/12/23 20:31:48| INFO Dataset sample [0.5 0.5] of dataset imdb started
22/12/23 20:46:54| INFO bin_kde_lr finished [took 901.5109s]
22/12/23 20:47:05| INFO bin_kde_lr_c finished [took 912.5347s]
22/12/23 20:47:19| INFO bin_kde_lr_ne finished [took 926.3122s]
22/12/23 20:48:02| INFO bin_kde_lr_mc finished [took 968.9081s]
22/12/23 20:56:45| INFO m3w_kde_lr finished [took 1493.2532s]
22/12/23 20:57:05| INFO ref finished [took 20.0757s]
22/12/23 20:57:39| INFO atc_mc finished [took 33.1971s]
22/12/23 20:57:48| INFO m3w_kde_lr_mc finished [took 1555.0256s]
22/12/23 20:58:08| INFO m3w_kde_lr_c finished [took 1574.4788s]
22/12/23 20:58:10| INFO doc finished [took 29.9324s]
22/12/23 21:00:38| INFO mul_kde_lr finished [took 1725.4248s]
22/12/23 21:00:55| INFO bin_kde_lr_is finished [took 828.6700s]
22/12/23 21:01:11| INFO mul_kde_lr_c finished [took 1758.3567s]
22/12/23 21:01:47| INFO mul_kde_lr_mc finished [took 1794.4941s]
22/12/23 21:01:50| INFO mul_kde_lr_ne finished [took 1796.2512s]
22/12/23 21:07:53| INFO m3w_kde_lr_ne finished [took 1257.7915s]
22/12/23 21:08:11| INFO m3w_kde_lr_is finished [took 1207.9244s]
22/12/23 21:10:37| INFO mul_kde_lr_is finished [took 1396.6280s]
22/12/23 21:11:59| DEBUG [size=11,place=1] best score = 0.01659678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 80.828s]
22/12/23 21:11:59| DEBUG [size=11,place=2] best score = 0.01695638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.829s]
22/12/23 21:17:02| DEBUG [size=53,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 303.204s]
22/12/23 21:17:02| DEBUG [size=53,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 303.205s]
22/12/23 21:18:20| DEBUG [size=16,place=1] best score = 0.00976346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 77.529s]
22/12/23 21:18:20| DEBUG [size=16,place=2] best score = 0.01034180; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 77.530s]
22/12/23 21:23:51| DEBUG [size=38,place=1] best score = 0.00974980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 331.546s]
22/12/23 21:23:51| DEBUG [size=38,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 331.547s]
22/12/23 21:28:55| DEBUG [size=44,place=1] best score = 0.00994167; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 303.544s]
22/12/23 21:28:55| DEBUG [size=44,place=2] best score = 0.01059315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 303.545s]
22/12/23 21:28:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00975) [took 1096.7697s]
22/12/23 21:34:21| INFO bin_kde_lr_gs finished [took 1423.2429s]
22/12/23 21:38:11| DEBUG [size=11,place=1] best score = 0.01580157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 228.569s]
22/12/23 21:38:11| DEBUG [size=11,place=2] best score = 0.01688862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 228.570s]
22/12/23 21:55:39| DEBUG [size=51,place=1] best score = 0.01047890; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1047.921s]
22/12/23 21:55:39| DEBUG [size=51,place=2] best score = 0.01206740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1047.921s]
22/12/23 21:59:06| DEBUG [size=14,place=1] best score = 0.00986790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 207.487s]
22/12/23 21:59:06| DEBUG [size=14,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 207.488s]
22/12/23 22:12:18| DEBUG [size=36,place=1] best score = 0.00982137; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 791.924s]
22/12/23 22:12:18| DEBUG [size=36,place=2] best score = 0.01048955; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 791.924s]
22/12/23 22:21:54| DEBUG [size=29,place=1] best score = 0.01026095; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 576.040s]
22/12/23 22:21:54| DEBUG [size=29,place=2] best score = 0.01084091; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 576.041s]
22/12/23 22:21:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00982) [took 2852.0581s]
22/12/23 22:30:24| INFO mul_kde_lr_gs finished [took 3361.4389s]
22/12/23 22:33:13| DEBUG [size=11,place=1] best score = 0.01503585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 168.386s]
22/12/23 22:33:13| DEBUG [size=11,place=2] best score = 0.01700714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 168.387s]
22/12/23 22:43:31| DEBUG [size=53,place=1] best score = 0.01178913; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 617.629s]
22/12/23 22:43:31| DEBUG [size=53,place=2] best score = 0.01628076; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 617.630s]
22/12/23 22:55:13| DEBUG [size=44,place=1] best score = 0.01130187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 702.237s]
22/12/23 22:55:13| DEBUG [size=44,place=2] best score = 0.01339699; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 702.238s]
22/12/23 23:06:14| DEBUG [size=42,place=1] best score = 0.01252628; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 660.796s]
22/12/23 23:06:14| DEBUG [size=42,place=2] best score = 0.01408478; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 660.796s]
22/12/23 23:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01130) [took 2149.1602s]
22/12/23 23:12:24| INFO m3w_kde_lr_gs finished [took 2519.0560s]
22/12/23 23:12:24| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 9636.0834s]
22/12/23 23:12:24| INFO Dataset sample [0.6 0.4] of dataset imdb started
22/12/23 23:27:45| INFO bin_kde_lr_mc finished [took 916.1572s]
22/12/23 23:27:59| INFO bin_kde_lr finished [took 930.2360s]
22/12/23 23:28:01| INFO bin_kde_lr_c finished [took 931.8068s]
22/12/23 23:28:18| INFO bin_kde_lr_ne finished [took 948.2822s]
22/12/23 23:36:27| INFO m3w_kde_lr_mc finished [took 1437.5419s]
22/12/23 23:36:51| INFO m3w_kde_lr_c finished [took 1461.5656s]
22/12/23 23:36:52| INFO ref finished [took 24.0579s]
22/12/23 23:37:26| INFO atc_mc finished [took 34.5699s]
22/12/23 23:37:34| INFO doc finished [took 41.4885s]
22/12/23 23:37:44| INFO mul_kde_lr_ne finished [took 1514.2720s]
22/12/23 23:38:06| INFO m3w_kde_lr finished [took 1536.7533s]
22/12/23 23:38:49| INFO mul_kde_lr finished [took 1579.5432s]
22/12/23 23:39:12| INFO mul_kde_lr_c finished [took 1604.8550s]
22/12/23 23:39:24| INFO mul_kde_lr_mc finished [took 1615.0724s]
22/12/23 23:41:08| INFO bin_kde_lr_is finished [took 788.2395s]
22/12/23 23:48:06| INFO m3w_kde_lr_is finished [took 1187.4250s]
22/12/23 23:48:21| INFO m3w_kde_lr_ne finished [took 1235.1150s]
22/12/23 23:49:15| INFO mul_kde_lr_is finished [took 1273.2793s]
22/12/23 23:50:36| DEBUG [size=11,place=1] best score = 0.01416400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 78.945s]
22/12/23 23:50:36| DEBUG [size=11,place=2] best score = 0.01883323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.946s]
22/12/23 23:55:07| DEBUG [size=53,place=1] best score = 0.01185928; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 271.536s]
22/12/23 23:55:07| DEBUG [size=53,place=2] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 271.536s]
22/12/23 23:59:05| DEBUG [size=43,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 237.252s]
22/12/23 23:59:05| DEBUG [size=43,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 237.253s]
23/12/23 00:02:43| DEBUG [size=30,place=1] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.887s]
23/12/23 00:02:43| DEBUG [size=30,place=2] best score = 0.01320531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.887s]
23/12/23 00:02:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 806.7312s]
23/12/23 00:08:24| INFO bin_kde_lr_gs finished [took 1147.5846s]
23/12/23 00:12:18| DEBUG [size=11,place=1] best score = 0.02356445; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 232.789s]
23/12/23 00:12:18| DEBUG [size=11,place=2] best score = 0.02826385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 232.789s]
23/12/23 00:26:39| DEBUG [size=53,place=1] best score = 0.01292352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 861.185s]
23/12/23 00:26:39| DEBUG [size=53,place=2] best score = 0.01411495; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 861.186s]
23/12/23 00:35:44| DEBUG [size=29,place=1] best score = 0.01189383; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 544.443s]
23/12/23 00:35:44| DEBUG [size=29,place=2] best score = 0.01345502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 544.443s]
23/12/23 00:50:21| DEBUG [size=41,place=1] best score = 0.01341721; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 877.549s]
23/12/23 00:50:21| DEBUG [size=41,place=2] best score = 0.01348477; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 877.549s]
23/12/23 00:50:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01189) [took 2516.0779s]
23/12/23 00:56:42| INFO mul_kde_lr_gs finished [took 2896.6852s]
23/12/23 00:59:28| DEBUG [size=11,place=1] best score = 0.01993703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 165.058s]
23/12/23 00:59:28| DEBUG [size=11,place=2] best score = 0.02065562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 165.058s]
23/12/23 01:09:40| DEBUG [size=53,place=1] best score = 0.01162540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 611.703s]
23/12/23 01:09:40| DEBUG [size=53,place=2] best score = 0.01225382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 611.703s]
23/12/23 01:21:23| DEBUG [size=44,place=1] best score = 0.01162915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 702.616s]
23/12/23 01:21:23| DEBUG [size=44,place=2] best score = 0.01285244; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 702.616s]
23/12/23 01:21:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01163) [took 1479.4853s]
23/12/23 01:27:36| INFO m3w_kde_lr_gs finished [took 1852.9953s]
23/12/23 01:27:36| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 8112.0742s]
23/12/23 01:27:36| INFO Dataset sample [0.7 0.3] of dataset imdb started
23/12/23 01:45:10| INFO bin_kde_lr_mc finished [took 1047.6358s]
23/12/23 01:45:15| INFO bin_kde_lr finished [took 1052.9781s]
23/12/23 01:45:30| INFO bin_kde_lr_c finished [took 1067.4226s]
23/12/23 01:45:38| INFO bin_kde_lr_ne finished [took 1075.2685s]
23/12/23 01:52:49| INFO m3w_kde_lr_mc finished [took 1506.2144s]
23/12/23 01:53:13| INFO ref finished [took 23.5391s]
23/12/23 01:53:29| INFO m3w_kde_lr finished [took 1546.3206s]
23/12/23 01:53:30| INFO m3w_kde_lr_c finished [took 1550.3695s]
23/12/23 01:53:36| INFO mul_kde_lr_c finished [took 1553.2759s]
23/12/23 01:53:47| INFO atc_mc finished [took 33.3442s]
23/12/23 01:53:58| INFO doc finished [took 27.7720s]
23/12/23 01:54:22| INFO mul_kde_lr_mc finished [took 1599.2735s]
23/12/23 01:54:22| INFO mul_kde_lr finished [took 1600.4718s]
23/12/23 01:54:45| INFO mul_kde_lr_ne finished [took 1622.0339s]
23/12/23 01:59:29| INFO bin_kde_lr_is finished [took 852.7148s]
23/12/23 02:04:03| INFO m3w_kde_lr_ne finished [took 1132.0026s]
23/12/23 02:04:54| INFO m3w_kde_lr_is finished [took 1154.5235s]
23/12/23 02:06:15| INFO mul_kde_lr_is finished [took 1244.3406s]
23/12/23 02:07:38| DEBUG [size=11,place=1] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.340s]
23/12/23 02:07:38| DEBUG [size=11,place=2] best score = 0.01387200; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 80.341s]
23/12/23 02:12:32| DEBUG [size=53,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 294.156s]
23/12/23 02:12:32| DEBUG [size=53,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 294.156s]
23/12/23 02:13:56| DEBUG [size=16,place=1] best score = 0.01165750; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 84.171s]
23/12/23 02:13:56| DEBUG [size=16,place=2] best score = 0.01184465; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 84.172s]
23/12/23 02:13:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 458.7763s]
23/12/23 02:20:08| INFO bin_kde_lr_gs finished [took 830.9365s]
23/12/23 02:23:59| DEBUG [size=11,place=1] best score = 0.01343337; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.223s]
23/12/23 02:23:59| DEBUG [size=11,place=2] best score = 0.01577567; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.223s]
23/12/23 02:31:31| DEBUG [size=34,place=1] best score = 0.01130260; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 451.152s]
23/12/23 02:31:31| DEBUG [size=34,place=2] best score = 0.01177828; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 451.152s]
23/12/23 02:35:27| DEBUG [size=16,place=1] best score = 0.01053023; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 236.450s]
23/12/23 02:35:27| DEBUG [size=16,place=2] best score = 0.01141273; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 236.450s]
23/12/23 02:42:37| DEBUG [size=20,place=1] best score = 0.00994201; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 430.162s]
23/12/23 02:42:37| DEBUG [size=20,place=2] best score = 0.01025309; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 430.162s]
23/12/23 02:51:33| DEBUG [size=30,place=1] best score = 0.00972438; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 536.027s]
23/12/23 02:51:33| DEBUG [size=30,place=2] best score = 0.01077949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 536.027s]
23/12/23 02:55:09| DEBUG [size=14,place=1] best score = 0.01052497; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.173s]
23/12/23 02:55:09| DEBUG [size=14,place=2] best score = 0.01437274; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.173s]
23/12/23 02:55:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00972) [took 2099.3047s]
23/12/23 03:02:42| INFO mul_kde_lr_gs finished [took 2551.8515s]
23/12/23 03:05:40| DEBUG [size=11,place=1] best score = 0.01501133; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 176.781s]
23/12/23 03:05:40| DEBUG [size=11,place=2] best score = 0.01778796; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 176.782s]
23/12/23 03:15:50| DEBUG [size=53,place=1] best score = 0.01026652; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.165s]
23/12/23 03:15:50| DEBUG [size=53,place=2] best score = 0.01227934; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 609.165s]
23/12/23 03:22:22| DEBUG [size=42,place=1] best score = 0.01098977; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 392.298s]
23/12/23 03:22:22| DEBUG [size=42,place=2] best score = 0.01214393; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 392.299s]
23/12/23 03:22:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1178.3549s]
23/12/23 03:29:12| INFO m3w_kde_lr_gs finished [took 1588.8517s]
23/12/23 03:29:12| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 7296.4055s]
23/12/23 03:29:13| INFO Dataset sample [0.8 0.2] of dataset imdb started
23/12/23 03:52:18| INFO bin_kde_lr_mc finished [took 1380.6044s]
23/12/23 03:53:02| INFO bin_kde_lr finished [took 1424.9844s]
23/12/23 03:53:44| INFO bin_kde_lr_ne finished [took 1466.7064s]
23/12/23 03:53:46| INFO bin_kde_lr_c finished [took 1470.8203s]
23/12/23 03:58:00| INFO m3w_kde_lr_mc finished [took 1722.4018s]
23/12/23 03:58:25| INFO ref finished [took 23.8733s]
23/12/23 03:58:59| INFO atc_mc finished [took 33.7434s]
23/12/23 03:59:36| INFO m3w_kde_lr_c finished [took 1818.3976s]
23/12/23 03:59:40| INFO doc finished [took 40.4625s]
23/12/23 04:00:05| INFO m3w_kde_lr finished [took 1847.7911s]
23/12/23 04:00:40| INFO mul_kde_lr_mc finished [took 1882.8763s]
23/12/23 04:00:48| INFO mul_kde_lr_c finished [took 1890.7214s]
23/12/23 04:00:52| INFO mul_kde_lr_ne finished [took 1893.7085s]
23/12/23 04:01:22| INFO mul_kde_lr finished [took 1925.0652s]
23/12/23 04:11:03| INFO bin_kde_lr_is finished [took 1079.4088s]
23/12/23 04:14:12| INFO m3w_kde_lr_ne finished [took 1313.0159s]
23/12/23 04:15:31| INFO m3w_kde_lr_is finished [took 1303.8291s]
23/12/23 04:16:57| INFO mul_kde_lr_is finished [took 1392.3097s]
23/12/23 04:18:18| DEBUG [size=11,place=1] best score = 0.01291723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.111s]
23/12/23 04:18:18| DEBUG [size=11,place=2] best score = 0.01546305; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.112s]
23/12/23 04:23:11| DEBUG [size=53,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 293.810s]
23/12/23 04:23:11| DEBUG [size=53,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 293.811s]
23/12/23 04:24:34| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 82.510s]
23/12/23 04:24:34| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 82.510s]
23/12/23 04:26:21| DEBUG [size=21,place=1] best score = 0.01223773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 106.630s]
23/12/23 04:26:21| DEBUG [size=21,place=2] best score = 0.01233791; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.630s]
23/12/23 04:26:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 562.1741s]
23/12/23 04:33:32| INFO bin_kde_lr_gs finished [took 993.9875s]
23/12/23 04:37:23| DEBUG [size=11,place=1] best score = 0.01620978; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.662s]
23/12/23 04:37:23| DEBUG [size=11,place=2] best score = 0.01695960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.663s]
23/12/23 04:44:49| DEBUG [size=34,place=1] best score = 0.01212637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 445.844s]
23/12/23 04:44:49| DEBUG [size=34,place=2] best score = 0.01383303; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 445.844s]
23/12/23 04:48:54| DEBUG [size=16,place=1] best score = 0.01276257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 245.553s]
23/12/23 04:48:54| DEBUG [size=16,place=2] best score = 0.01435917; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 245.554s]
23/12/23 04:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01213) [took 921.1763s]
23/12/23 04:57:11| INFO mul_kde_lr_gs finished [took 1417.9025s]
23/12/23 05:00:14| DEBUG [size=11,place=1] best score = 0.01268688; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 181.536s]
23/12/23 05:00:14| DEBUG [size=11,place=2] best score = 0.01626463; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 181.536s]
23/12/23 05:05:38| DEBUG [size=34,place=1] best score = 0.00995669; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 323.902s]
23/12/23 05:05:38| DEBUG [size=34,place=2] best score = 0.01083349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 323.902s]
23/12/23 05:08:29| DEBUG [size=16,place=1] best score = 0.01009452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.773s]
23/12/23 05:08:29| DEBUG [size=16,place=2] best score = 0.01059527; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 170.773s]
23/12/23 05:08:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00996) [took 676.3193s]
23/12/23 05:16:11| INFO m3w_kde_lr_gs finished [took 1138.2970s]
23/12/23 05:16:11| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 6418.0959s]
23/12/23 05:16:11| INFO Dataset sample [0.9 0.1] of dataset imdb started
23/12/23 05:42:55| INFO bin_kde_lr_mc finished [took 1599.7185s]
23/12/23 05:42:58| INFO bin_kde_lr finished [took 1603.1218s]
23/12/23 05:43:48| INFO bin_kde_lr_ne finished [took 1652.2658s]
23/12/23 05:44:30| INFO bin_kde_lr_c finished [took 1694.3474s]
23/12/23 05:45:32| INFO m3w_kde_lr_c finished [took 1756.5368s]
23/12/23 05:45:56| INFO ref finished [took 23.2658s]
23/12/23 05:46:25| INFO m3w_kde_lr_mc finished [took 1809.4205s]
23/12/23 05:46:29| INFO atc_mc finished [took 32.6670s]
23/12/23 05:46:39| INFO m3w_kde_lr finished [took 1824.5065s]
23/12/23 05:47:05| INFO doc finished [took 39.0772s]
23/12/23 05:48:01| INFO mul_kde_lr finished [took 1907.7936s]
23/12/23 05:48:02| INFO mul_kde_lr_mc finished [took 1906.5595s]
23/12/23 05:48:22| INFO mul_kde_lr_ne finished [took 1926.1598s]
23/12/23 05:48:34| INFO mul_kde_lr_c finished [took 1938.9561s]
23/12/23 06:02:58| INFO bin_kde_lr_is finished [took 1199.0538s]
23/12/23 06:04:06| INFO m3w_kde_lr_ne finished [took 1270.6156s]
23/12/23 06:04:53| INFO m3w_kde_lr_is finished [took 1222.4782s]
23/12/23 06:06:26| INFO mul_kde_lr_is finished [took 1357.6347s]
23/12/23 06:28:35| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
23/12/23 06:32:14| DEBUG [size=11,place=1] best score = 0.00885641; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 217.512s]
23/12/23 06:32:14| DEBUG [size=11,place=2] best score = 0.02014194; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 217.513s]
23/12/23 06:45:40| DEBUG [size=53,place=1] best score = 0.00908953; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 805.926s]
23/12/23 06:45:40| DEBUG [size=53,place=2] best score = 0.00990999; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 805.927s]
23/12/23 06:45:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00886) [took 1023.5459s]
23/12/23 06:57:09| INFO mul_kde_lr_gs finished [took 1712.7017s]
23/12/23 07:00:03| DEBUG [size=11,place=1] best score = 0.00922554; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 172.884s]
23/12/23 07:00:03| DEBUG [size=11,place=2] best score = 0.01263610; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 172.884s]
23/12/23 07:05:28| DEBUG [size=34,place=1] best score = 0.00833334; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 325.509s]
23/12/23 07:05:28| DEBUG [size=34,place=2] best score = 0.00841692; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 325.509s]
23/12/23 07:11:47| DEBUG [size=40,place=1] best score = 0.00777721; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 378.574s]
23/12/23 07:11:47| DEBUG [size=40,place=2] best score = 0.00790288; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 378.575s]
23/12/23 07:14:05| DEBUG [size=12,place=1] best score = 0.01030370; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 138.154s]
23/12/23 07:14:05| DEBUG [size=12,place=2] best score = 0.01569377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 138.154s]
23/12/23 07:14:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00778) [took 1015.2328s]
23/12/23 07:23:33| INFO m3w_kde_lr_gs finished [took 1583.7662s]
23/12/23 07:23:33| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 7642.8249s]
----------------------------------------------------------------------------------------------------
23/12/23 13:18:45| INFO dataset imdb [pool size: 10]
23/12/23 13:18:45| INFO Dataset sample [0.1 0.9] of dataset imdb started
23/12/23 13:18:49| WARNING Method d_bin_kde_rbf failed. Exception: The number of classes has to be greater than one; got 1 class
23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_c failed. Exception: The number of classes has to be greater than one; got 1 class
23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_mc failed. Exception: The number of classes has to be greater than one; got 1 class
23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_ne failed. Exception: The number of classes has to be greater than one; got 1 class
23/12/23 13:18:50| WARNING Method d_bin_kde_rbf_is failed. Exception: The number of classes has to be greater than one; got 1 class
23/12/23 13:19:09| INFO ref finished [took 18.4754s]
23/12/23 13:19:41| INFO atc_mc finished [took 31.2605s]
23/12/23 13:20:21| INFO doc finished [took 39.7760s]
23/12/23 13:46:21| INFO d_mul_kde_rbf finished [took 1652.5814s]
23/12/23 13:47:27| INFO d_m3w_kde_rbf_ne finished [took 1717.6220s]
23/12/23 13:47:51| INFO d_mul_kde_rbf_mc finished [took 1742.1474s]
23/12/23 13:48:42| INFO d_m3w_kde_rbf_mc finished [took 1793.4910s]
23/12/23 13:49:35| INFO d_m3w_kde_rbf_is finished [took 1844.7299s]
23/12/23 13:49:35| INFO d_mul_kde_rbf_ne finished [took 1846.0977s]
23/12/23 13:49:46| INFO d_m3w_kde_rbf finished [took 1858.7700s]
23/12/23 13:49:54| INFO d_m3w_kde_rbf_c finished [took 1864.8597s]
23/12/23 13:50:35| INFO d_mul_kde_rbf_is finished [took 1905.4347s]
23/12/23 13:50:45| INFO d_mul_kde_rbf_c finished [took 1916.4309s]
23/12/23 13:51:43| WARNING Method d_bin_kde_rbf_gs failed. Exception: no combination of hyperparameters seem to work
23/12/23 14:13:46| DEBUG [size=11,place=1] best score = 0.02125132; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1321.213s]
23/12/23 14:13:46| DEBUG [size=11,place=2] best score = 0.02459193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1321.214s]
23/12/23 14:24:23| DEBUG [size=62,place=1] best score = 0.01588020; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 637.157s]
23/12/23 14:24:23| DEBUG [size=62,place=2] best score = 0.01817018; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 637.157s]
23/12/23 14:32:47| DEBUG [size=53,place=1] best score = 0.01186787; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 504.647s]
23/12/23 14:32:47| DEBUG [size=53,place=2] best score = 0.01249916; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 504.648s]
23/12/23 14:37:12| DEBUG [size=20,place=1] best score = 0.02318796; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 264.311s]
23/12/23 14:37:12| DEBUG [size=20,place=2] best score = 0.02325629; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 264.311s]
23/12/23 14:37:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01187) [took 2727.4642s]
23/12/23 14:51:52| INFO d_mul_kde_rbf_gs finished [took 3607.3080s]
23/12/23 15:19:29| DEBUG [size=11,place=1] best score = 0.02040500; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1656.409s]
23/12/23 15:19:29| DEBUG [size=11,place=2] best score = 0.02202970; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1656.410s]
23/12/23 16:24:04| DEBUG [size=62,place=1] best score = 0.01485524; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3875.743s]
23/12/23 16:24:04| DEBUG [size=62,place=2] best score = 0.01601321; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3875.744s]
23/12/23 16:33:51| DEBUG [size=50,place=1] best score = 0.01681295; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 586.629s]
23/12/23 16:33:51| DEBUG [size=50,place=2] best score = 0.01750227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 586.630s]
23/12/23 16:33:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01486) [took 6118.9114s]
23/12/23 16:48:24| INFO d_m3w_kde_rbf_gs finished [took 6991.8669s]
23/12/23 16:48:24| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 12579.3858s]
23/12/23 16:48:24| INFO Dataset sample [0.2 0.8] of dataset imdb started
23/12/23 17:13:32| INFO d_bin_kde_rbf_ne finished [took 1503.8669s]
23/12/23 17:15:26| INFO d_bin_kde_rbf_c finished [took 1617.4060s]
23/12/23 17:15:40| INFO d_bin_kde_rbf finished [took 1631.0277s]
23/12/23 17:16:45| INFO d_bin_kde_rbf_mc finished [took 1696.3719s]
23/12/23 17:19:07| INFO d_m3w_kde_rbf_c finished [took 1837.7177s]
23/12/23 17:19:30| INFO ref finished [took 22.4470s]
23/12/23 17:19:54| INFO d_m3w_kde_rbf finished [took 1885.1540s]
23/12/23 17:20:01| INFO atc_mc finished [took 30.1061s]
23/12/23 17:20:16| INFO d_m3w_kde_rbf_mc finished [took 1908.2675s]
23/12/23 17:20:31| INFO d_mul_kde_rbf_mc finished [took 1922.3602s]
23/12/23 17:20:34| INFO doc finished [took 38.4499s]
23/12/23 17:20:41| INFO d_mul_kde_rbf finished [took 1931.9229s]
23/12/23 17:21:23| INFO d_mul_kde_rbf_c finished [took 1974.3437s]
23/12/23 17:22:01| INFO d_mul_kde_rbf_ne finished [took 2011.4440s]
23/12/23 17:34:47| INFO d_bin_kde_rbf_is finished [took 1159.9204s]
23/12/23 17:37:15| INFO d_m3w_kde_rbf_ne finished [took 1421.7970s]
23/12/23 17:40:13| INFO d_mul_kde_rbf_is finished [took 1472.4045s]
23/12/23 17:40:46| INFO d_m3w_kde_rbf_is finished [took 1439.7381s]
23/12/23 18:17:33| DEBUG [size=11,place=1] best score = 0.01272940; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 2205.900s]
23/12/23 18:17:33| DEBUG [size=11,place=2] best score = 0.16663240; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 2205.900s]
23/12/23 20:40:12| DEBUG [size=60,place=1] best score = 0.01201900; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 8558.884s]
23/12/23 20:40:12| DEBUG [size=60,place=2] best score = 0.01202985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 8558.885s]
23/12/23 21:54:38| DEBUG [size=22,place=1] best score = 0.01237364; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 4465.751s]
23/12/23 21:54:38| DEBUG [size=22,place=2] best score = 0.01243108; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 40.91604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 4465.751s]
23/12/23 21:54:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.01202) [took 15230.6578s]
23/12/23 22:03:30| INFO d_bin_kde_rbf_gs finished [took 15762.9186s]
23/12/23 22:40:25| DEBUG [size=11,place=1] best score = 0.00971570; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2213.210s]
23/12/23 22:40:25| DEBUG [size=11,place=2] best score = 0.00986676; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2213.211s]
23/12/23 23:45:14| DEBUG [size=62,place=1] best score = 0.00961923; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3889.696s]
23/12/23 23:45:14| DEBUG [size=62,place=2] best score = 0.01009193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 3889.696s]
24/12/23 00:44:26| DEBUG [size=22,place=1] best score = 0.01006238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3551.696s]
24/12/23 00:44:26| DEBUG [size=22,place=2] best score = 0.01098484; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3551.696s]
24/12/23 00:44:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00962) [took 9654.7303s]
24/12/23 00:55:09| INFO d_mul_kde_rbf_gs finished [took 10297.8667s]
24/12/23 01:42:42| DEBUG [size=11,place=1] best score = 0.01034708; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2851.372s]
24/12/23 01:42:42| DEBUG [size=11,place=2] best score = 0.01059744; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2851.373s]
24/12/23 01:51:59| DEBUG [size=62,place=1] best score = 0.00886977; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 557.531s]
24/12/23 01:51:59| DEBUG [size=62,place=2] best score = 0.00905645; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 557.532s]
24/12/23 01:59:02| DEBUG [size=38,place=1] best score = 0.00841385; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 422.883s]
24/12/23 01:59:02| DEBUG [size=38,place=2] best score = 0.00842627; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 422.884s]
24/12/23 03:16:53| DEBUG [size=48,place=1] best score = 0.00844404; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 4671.154s]
24/12/23 03:16:53| DEBUG [size=48,place=2] best score = 0.00898558; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4671.155s]
24/12/23 03:16:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00841) [took 8503.0886s]
24/12/23 03:28:04| INFO d_m3w_kde_rbf_gs finished [took 9173.4112s]
24/12/23 03:28:04| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 38379.5519s]
24/12/23 03:28:04| INFO Dataset sample [0.3 0.7] of dataset imdb started
24/12/23 03:48:14| INFO d_bin_kde_rbf_ne finished [took 1205.2042s]
24/12/23 03:48:53| INFO d_bin_kde_rbf_mc finished [took 1244.4571s]
24/12/23 03:49:11| INFO d_bin_kde_rbf_c finished [took 1262.7187s]
24/12/23 03:49:26| INFO d_bin_kde_rbf finished [took 1277.4971s]
24/12/23 03:57:56| INFO d_m3w_kde_rbf finished [took 1787.6857s]
24/12/23 03:58:16| INFO ref finished [took 18.5167s]
24/12/23 03:58:24| INFO d_mul_kde_rbf finished [took 1815.5804s]
24/12/23 03:58:39| INFO d_m3w_kde_rbf_mc finished [took 1830.6380s]
24/12/23 03:58:50| INFO atc_mc finished [took 34.0139s]
24/12/23 03:58:52| INFO d_mul_kde_rbf_ne finished [took 1844.4174s]
24/12/23 03:58:53| INFO d_m3w_kde_rbf_c finished [took 1844.0959s]
24/12/23 03:59:00| INFO d_mul_kde_rbf_c finished [took 1851.6455s]
24/12/23 03:59:01| INFO doc finished [took 36.2403s]
24/12/23 03:59:23| INFO d_mul_kde_rbf_mc finished [took 1873.7713s]
24/12/23 04:06:00| INFO d_bin_kde_rbf_is finished [took 1025.8607s]
24/12/23 04:12:03| INFO d_m3w_kde_rbf_ne finished [took 1428.2832s]
24/12/23 04:13:24| INFO d_m3w_kde_rbf_is finished [took 1436.7665s]
24/12/23 04:13:30| INFO d_mul_kde_rbf_is finished [took 1458.5204s]
24/12/23 05:09:07| DEBUG [size=11,place=1] best score = 0.02308642; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3334.682s]
24/12/23 05:09:07| DEBUG [size=11,place=2] best score = 0.02649923; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3334.683s]
24/12/23 05:16:20| DEBUG [size=62,place=1] best score = 0.02148107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 433.580s]
24/12/23 05:16:20| DEBUG [size=62,place=2] best score = 0.02278531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 433.581s]
24/12/23 05:22:14| DEBUG [size=37,place=1] best score = 0.02145684; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 353.856s]
24/12/23 05:22:14| DEBUG [size=37,place=2] best score = 0.02259427; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 353.856s]
24/12/23 05:27:57| DEBUG [size=32,place=1] best score = 0.02127497; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 343.384s]
24/12/23 05:27:57| DEBUG [size=32,place=2] best score = 0.02268067; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 343.385s]
24/12/23 05:31:27| DEBUG [size=31,place=1] best score = 0.02063129; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.617s]
24/12/23 05:31:27| DEBUG [size=31,place=2] best score = 0.02175229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.617s]
24/12/23 05:37:36| DEBUG [size=47,place=1] best score = 0.02107264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 369.118s]
24/12/23 05:37:36| DEBUG [size=47,place=2] best score = 0.02182291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 369.119s]
24/12/23 05:37:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.02063) [took 5044.3954s]
24/12/23 05:46:33| INFO d_bin_kde_rbf_gs finished [took 5581.6587s]
24/12/23 06:42:17| DEBUG [size=11,place=1] best score = 0.02536024; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3342.169s]
24/12/23 06:42:17| DEBUG [size=11,place=2] best score = 0.02585056; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3342.170s]
24/12/23 07:42:31| DEBUG [size=62,place=1] best score = 0.02084608; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3614.352s]
24/12/23 07:42:31| DEBUG [size=62,place=2] best score = 0.02286018; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3614.352s]
24/12/23 07:50:47| DEBUG [size=50,place=1] best score = 0.02164552; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 495.953s]
24/12/23 07:50:47| DEBUG [size=50,place=2] best score = 0.02186922; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 495.954s]
24/12/23 07:50:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.02085) [took 7452.5978s]
24/12/23 08:03:23| INFO d_mul_kde_rbf_gs finished [took 8208.5476s]
24/12/23 09:12:22| DEBUG [size=11,place=1] best score = 0.02242362; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 4137.328s]
24/12/23 09:12:22| DEBUG [size=11,place=2] best score = 0.02259530; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': None} [took 4137.329s]
24/12/23 12:42:48| DEBUG [size=60,place=1] best score = 0.02138485; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 12626.175s]
24/12/23 12:42:48| DEBUG [size=60,place=2] best score = 0.02222202; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': None} [took 12626.176s]
24/12/23 12:57:43| DEBUG [size=34,place=1] best score = 0.02158973; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 894.562s]
24/12/23 12:57:43| DEBUG [size=34,place=2] best score = 0.02197722; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 894.562s]
24/12/23 12:57:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.02138) [took 17658.1951s]
24/12/23 13:09:10| INFO d_m3w_kde_rbf_gs finished [took 18345.6205s]
24/12/23 13:09:10| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 34866.3052s]
24/12/23 13:09:10| INFO Dataset sample [0.4 0.6] of dataset imdb started
24/12/23 13:28:08| INFO d_bin_kde_rbf_c finished [took 1133.9227s]
24/12/23 13:28:21| INFO d_bin_kde_rbf_mc finished [took 1146.4596s]
24/12/23 13:28:29| INFO d_bin_kde_rbf_ne finished [took 1154.8877s]
24/12/23 13:28:38| INFO d_bin_kde_rbf finished [took 1163.9789s]
24/12/23 13:35:29| INFO d_mul_kde_rbf_mc finished [took 1576.4784s]
24/12/23 13:35:41| INFO d_mul_kde_rbf finished [took 1586.5539s]
24/12/23 13:35:54| INFO ref finished [took 24.1822s]
24/12/23 13:36:15| INFO atc_mc finished [took 33.5153s]
24/12/23 13:36:36| INFO doc finished [took 40.5470s]
24/12/23 13:39:04| INFO d_m3w_kde_rbf_c finished [took 1789.6969s]
24/12/23 13:39:28| INFO d_m3w_kde_rbf_mc finished [took 1813.6350s]
24/12/23 13:39:34| INFO d_m3w_kde_rbf finished [took 1819.4763s]
24/12/23 13:39:41| INFO d_mul_kde_rbf_c finished [took 1827.1957s]
24/12/23 13:39:45| INFO d_mul_kde_rbf_ne finished [took 1830.8105s]
24/12/23 13:44:16| INFO d_bin_kde_rbf_is finished [took 954.2963s]
24/12/23 13:49:21| INFO d_mul_kde_rbf_is finished [took 1251.1232s]
24/12/23 13:51:13| INFO d_m3w_kde_rbf_ne finished [took 1384.2943s]
24/12/23 13:51:25| INFO d_m3w_kde_rbf_is finished [took 1365.3338s]
24/12/23 14:14:05| DEBUG [size=11,place=1] best score = 0.01431269; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1359.309s]
24/12/23 14:14:05| DEBUG [size=11,place=2] best score = 0.01444502; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1359.309s]
24/12/23 14:20:07| DEBUG [size=62,place=1] best score = 0.01336344; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.474s]
24/12/23 14:20:07| DEBUG [size=62,place=2] best score = 0.01379889; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.475s]
24/12/23 14:28:49| DEBUG [size=51,place=1] best score = 0.01271474; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 522.003s]
24/12/23 14:28:49| DEBUG [size=51,place=2] best score = 0.01315084; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 522.003s]
24/12/23 14:33:21| DEBUG [size=43,place=1] best score = 0.01165642; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 272.450s]
24/12/23 14:33:21| DEBUG [size=43,place=2] best score = 0.01328774; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 272.451s]
24/12/23 14:38:50| DEBUG [size=14,place=1] best score = 0.01015528; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 329.068s]
24/12/23 14:38:50| DEBUG [size=14,place=2] best score = 0.01080157; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 329.069s]
24/12/23 15:18:26| DEBUG [size=48,place=1] best score = 0.01321560; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 2375.578s]
24/12/23 15:18:26| DEBUG [size=48,place=2] best score = 0.01416752; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2375.579s]
24/12/23 15:18:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01016) [took 5220.0516s]
24/12/23 15:25:57| INFO d_bin_kde_rbf_gs finished [took 5670.7501s]
24/12/23 15:49:38| DEBUG [size=11,place=1] best score = 0.01525852; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1420.874s]
24/12/23 15:49:38| DEBUG [size=11,place=2] best score = 0.01660428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1420.875s]
24/12/23 15:59:54| DEBUG [size=62,place=1] best score = 0.01317924; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 615.888s]
24/12/23 15:59:54| DEBUG [size=62,place=2] best score = 0.01395151; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 615.889s]
24/12/23 16:08:38| DEBUG [size=51,place=1] best score = 0.01147728; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 524.243s]
24/12/23 16:08:38| DEBUG [size=51,place=2] best score = 0.01168741; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 524.244s]
24/12/23 16:50:29| DEBUG [size=34,place=1] best score = 0.00826383; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2510.969s]
24/12/23 16:50:29| DEBUG [size=34,place=2] best score = 0.01069659; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2510.969s]
24/12/23 17:18:20| DEBUG [size=27,place=1] best score = 0.01341248; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1670.394s]
24/12/23 17:18:20| DEBUG [size=27,place=2] best score = 0.01472216; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1670.394s]
24/12/23 17:18:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00826) [took 6742.5154s]
24/12/23 17:29:23| INFO d_mul_kde_rbf_gs finished [took 7405.6608s]
24/12/23 18:14:44| DEBUG [size=11,place=1] best score = 0.03100522; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2719.994s]
24/12/23 18:14:44| DEBUG [size=11,place=2] best score = 0.03412520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2719.995s]
24/12/23 18:24:25| DEBUG [size=62,place=1] best score = 0.02794469; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 581.134s]
24/12/23 18:24:25| DEBUG [size=62,place=2] best score = 0.02932881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.134s]
24/12/23 18:33:33| DEBUG [size=39,place=1] best score = 0.02654563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 548.313s]
24/12/23 18:33:33| DEBUG [size=39,place=2] best score = 0.02783778; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 548.314s]
24/12/23 18:43:57| DEBUG [size=50,place=1] best score = 0.02377085; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 623.835s]
24/12/23 18:43:57| DEBUG [size=50,place=2] best score = 0.02563358; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 623.835s]
24/12/23 18:59:11| DEBUG [size=51,place=1] best score = 0.02653283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 913.596s]
24/12/23 18:59:11| DEBUG [size=51,place=2] best score = 0.02831976; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 913.596s]
24/12/23 18:59:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02377) [took 5387.0270s]
24/12/23 19:08:31| INFO d_m3w_kde_rbf_gs finished [took 5946.7929s]
24/12/23 19:08:31| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 21560.5210s]
24/12/23 19:08:31| INFO Dataset sample [0.5 0.5] of dataset imdb started
24/12/23 19:26:11| INFO d_bin_kde_rbf_ne finished [took 1055.9117s]
24/12/23 19:26:35| INFO d_bin_kde_rbf finished [took 1079.4902s]
24/12/23 19:26:52| INFO d_bin_kde_rbf_c finished [took 1096.5081s]
24/12/23 19:27:07| INFO d_bin_kde_rbf_mc finished [took 1111.6014s]
24/12/23 19:32:05| INFO d_mul_kde_rbf_mc finished [took 1409.6148s]
24/12/23 19:32:30| INFO ref finished [took 23.7674s]
24/12/23 19:32:31| INFO d_mul_kde_rbf finished [took 1435.7419s]
24/12/23 19:33:01| INFO doc finished [took 29.2380s]
24/12/23 19:33:05| INFO atc_mc finished [took 34.5379s]
24/12/23 19:33:36| INFO d_mul_kde_rbf_ne finished [took 1500.5310s]
24/12/23 19:35:39| INFO d_m3w_kde_rbf_mc finished [took 1623.4657s]
24/12/23 19:35:40| INFO d_mul_kde_rbf_c finished [took 1624.5775s]
24/12/23 19:36:16| INFO d_m3w_kde_rbf finished [took 1660.7984s]
24/12/23 19:39:40| INFO d_m3w_kde_rbf_c finished [took 1866.7042s]
24/12/23 19:42:27| INFO d_bin_kde_rbf_is finished [took 951.0954s]
24/12/23 19:45:24| INFO d_mul_kde_rbf_is finished [took 1111.8261s]
24/12/23 19:48:39| INFO d_m3w_kde_rbf_is finished [took 1291.1491s]
24/12/23 19:51:57| INFO d_m3w_kde_rbf_ne finished [took 1544.5643s]
24/12/23 20:35:34| DEBUG [size=11,place=1] best score = 0.01466474; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2616.050s]
24/12/23 20:35:34| DEBUG [size=11,place=2] best score = 0.01891545; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2616.051s]
24/12/23 20:41:23| DEBUG [size=62,place=1] best score = 0.01300796; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 348.583s]
24/12/23 20:41:23| DEBUG [size=62,place=2] best score = 0.01343869; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 348.583s]
24/12/23 21:19:16| DEBUG [size=37,place=1] best score = 0.01227203; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 2273.399s]
24/12/23 21:19:16| DEBUG [size=37,place=2] best score = 0.01299042; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 2273.399s]
24/12/23 22:13:20| DEBUG [size=48,place=1] best score = 0.01130764; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 3243.585s]
24/12/23 22:13:20| DEBUG [size=48,place=2] best score = 0.01212743; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 3243.586s]
24/12/23 22:17:20| DEBUG [size=34,place=1] best score = 0.01121978; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 240.443s]
24/12/23 22:17:20| DEBUG [size=34,place=2] best score = 0.01184580; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 240.444s]
24/12/23 22:19:33| DEBUG [size=20,place=1] best score = 0.01226198; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 132.746s]
24/12/23 22:19:33| DEBUG [size=20,place=2] best score = 0.01240599; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 132.746s]
24/12/23 22:19:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01122) [took 8854.9802s]
24/12/23 22:27:55| INFO d_bin_kde_rbf_gs finished [took 9357.5124s]
24/12/23 23:12:48| DEBUG [size=11,place=1] best score = 0.01885813; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2691.988s]
24/12/23 23:12:48| DEBUG [size=11,place=2] best score = 0.01888652; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2691.988s]
24/12/23 23:23:18| DEBUG [size=62,place=1] best score = 0.01429097; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 630.068s]
24/12/23 23:23:18| DEBUG [size=62,place=2] best score = 0.01430002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 630.068s]
24/12/23 23:33:31| DEBUG [size=41,place=1] best score = 0.01378666; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 612.381s]
24/12/23 23:33:31| DEBUG [size=41,place=2] best score = 0.01396868; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 612.381s]
24/12/23 23:41:48| DEBUG [size=22,place=1] best score = 0.01410246; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 497.559s]
24/12/23 23:41:48| DEBUG [size=22,place=2] best score = 0.01419172; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 497.559s]
24/12/23 23:41:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01379) [took 4432.1317s]
24/12/23 23:52:56| INFO d_mul_kde_rbf_gs finished [took 5100.2849s]
25/12/23 01:00:34| DEBUG [size=11,place=1] best score = 0.02362420; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4056.172s]
25/12/23 01:00:34| DEBUG [size=11,place=2] best score = 0.02579268; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 4056.172s]
25/12/23 01:10:26| DEBUG [size=62,place=1] best score = 0.02144269; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 592.538s]
25/12/23 01:10:26| DEBUG [size=62,place=2] best score = 0.02282907; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 592.539s]
25/12/23 01:14:57| DEBUG [size=24,place=1] best score = 0.01949854; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 270.663s]
25/12/23 01:14:57| DEBUG [size=24,place=2] best score = 0.02076002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 270.664s]
25/12/23 01:42:13| DEBUG [size=49,place=1] best score = 0.02089068; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1635.987s]
25/12/23 01:42:13| DEBUG [size=49,place=2] best score = 0.02150364; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1635.987s]
25/12/23 01:42:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01950) [took 6555.4938s]
25/12/23 01:51:40| INFO d_m3w_kde_rbf_gs finished [took 7122.5363s]
25/12/23 01:51:40| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 24189.4065s]
25/12/23 01:51:40| INFO Dataset sample [0.6 0.4] of dataset imdb started
25/12/23 02:09:37| INFO d_bin_kde_rbf_c finished [took 1072.1160s]
25/12/23 02:09:39| INFO d_bin_kde_rbf_ne finished [took 1074.5138s]
25/12/23 02:09:40| INFO d_bin_kde_rbf finished [took 1075.1650s]
25/12/23 02:10:40| INFO d_bin_kde_rbf_mc finished [took 1135.5348s]
25/12/23 02:16:20| INFO d_mul_kde_rbf_mc finished [took 1474.9038s]
25/12/23 02:16:44| INFO ref finished [took 23.7409s]
25/12/23 02:16:48| INFO d_mul_kde_rbf_c finished [took 1503.4096s]
25/12/23 02:17:00| INFO d_mul_kde_rbf_ne finished [took 1514.6229s]
25/12/23 02:17:22| INFO atc_mc finished [took 37.0780s]
25/12/23 02:17:29| INFO doc finished [took 40.4433s]
25/12/23 02:18:17| INFO d_mul_kde_rbf finished [took 1592.2258s]
25/12/23 02:19:27| INFO d_m3w_kde_rbf finished [took 1664.1582s]
25/12/23 02:20:30| INFO d_m3w_kde_rbf_mc finished [took 1725.0463s]
25/12/23 02:20:56| INFO d_m3w_kde_rbf_c finished [took 1751.4782s]
25/12/23 02:24:10| INFO d_bin_kde_rbf_is finished [took 870.2885s]
25/12/23 02:29:11| INFO d_mul_kde_rbf_is finished [took 1171.0655s]
25/12/23 02:32:09| INFO d_m3w_kde_rbf_is finished [took 1288.3252s]
25/12/23 02:32:38| INFO d_m3w_kde_rbf_ne finished [took 1379.8860s]
25/12/23 03:18:45| DEBUG [size=11,place=1] best score = 0.01955494; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2766.422s]
25/12/23 03:18:45| DEBUG [size=11,place=2] best score = 0.01988761; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2766.423s]
25/12/23 03:25:01| DEBUG [size=62,place=1] best score = 0.01659064; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 375.460s]
25/12/23 03:25:01| DEBUG [size=62,place=2] best score = 0.01663062; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 375.460s]
25/12/23 04:14:03| DEBUG [size=51,place=1] best score = 0.01624802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2941.796s]
25/12/23 04:14:03| DEBUG [size=51,place=2] best score = 0.01629826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 2941.796s]
25/12/23 05:00:13| DEBUG [size=21,place=1] best score = 0.01606812; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2770.753s]
25/12/23 05:00:13| DEBUG [size=21,place=2] best score = 0.01619818; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 2770.754s]
25/12/23 05:30:04| DEBUG [size=31,place=1] best score = 0.01640828; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1791.044s]
25/12/23 05:30:04| DEBUG [size=31,place=2] best score = 0.01662319; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1791.045s]
25/12/23 05:30:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01607) [took 10645.6270s]
25/12/23 05:37:38| INFO d_bin_kde_rbf_gs finished [took 11099.4474s]
25/12/23 06:24:13| DEBUG [size=11,place=1] best score = 0.02451420; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2793.773s]
25/12/23 06:24:13| DEBUG [size=11,place=2] best score = 0.02473881; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2793.773s]
25/12/23 06:35:08| DEBUG [size=62,place=1] best score = 0.01600174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 654.648s]
25/12/23 06:35:08| DEBUG [size=62,place=2] best score = 0.01696162; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 654.649s]
25/12/23 07:25:47| DEBUG [size=54,place=1] best score = 0.01624748; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3039.525s]
25/12/23 07:25:47| DEBUG [size=54,place=2] best score = 0.01637512; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3039.526s]
25/12/23 07:25:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01600) [took 6488.0697s]
25/12/23 07:37:10| INFO d_mul_kde_rbf_gs finished [took 7170.3655s]
25/12/23 08:38:39| DEBUG [size=11,place=1] best score = 0.02272664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3688.338s]
25/12/23 08:38:39| DEBUG [size=11,place=2] best score = 0.02679301; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3688.339s]
25/12/23 08:49:36| DEBUG [size=62,place=1] best score = 0.01901538; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 656.552s]
25/12/23 08:49:36| DEBUG [size=62,place=2] best score = 0.02028394; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 656.553s]
25/12/23 08:57:31| DEBUG [size=42,place=1] best score = 0.01782414; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 475.609s]
25/12/23 08:57:31| DEBUG [size=42,place=2] best score = 0.01876728; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 475.609s]
25/12/23 09:23:46| DEBUG [size=37,place=1] best score = 0.01654457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1574.797s]
25/12/23 09:23:46| DEBUG [size=37,place=2] best score = 0.01806718; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1574.798s]
25/12/23 09:51:42| DEBUG [size=48,place=1] best score = 0.01940516; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1675.999s]
25/12/23 09:51:42| DEBUG [size=48,place=2] best score = 0.02010627; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1676.000s]
25/12/23 09:51:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01654) [took 8071.4462s]
25/12/23 10:04:04| INFO d_m3w_kde_rbf_gs finished [took 8813.1834s]
25/12/23 10:04:04| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 29544.0355s]
25/12/23 10:04:04| INFO Dataset sample [0.7 0.3] of dataset imdb started
25/12/23 10:24:29| INFO d_bin_kde_rbf_ne finished [took 1219.5344s]
25/12/23 10:25:03| INFO d_bin_kde_rbf_mc finished [took 1253.3632s]
25/12/23 10:25:28| INFO d_bin_kde_rbf_c finished [took 1278.4919s]
25/12/23 10:26:09| INFO d_bin_kde_rbf finished [took 1319.0958s]
25/12/23 10:31:04| INFO d_mul_kde_rbf finished [took 1614.1311s]
25/12/23 10:31:22| INFO ref finished [took 16.8384s]
25/12/23 10:31:42| INFO d_mul_kde_rbf_mc finished [took 1652.6182s]
25/12/23 10:31:46| INFO atc_mc finished [took 23.8615s]
25/12/23 10:32:21| INFO d_m3w_kde_rbf_mc finished [took 1691.0677s]
25/12/23 10:32:24| INFO doc finished [took 40.2917s]
25/12/23 10:32:56| INFO d_mul_kde_rbf_ne finished [took 1725.5644s]
25/12/23 10:33:39| INFO d_m3w_kde_rbf finished [took 1772.0073s]
25/12/23 10:34:01| INFO d_mul_kde_rbf_c finished [took 1791.3531s]
25/12/23 10:34:33| INFO d_m3w_kde_rbf_c finished [took 1823.2769s]
25/12/23 10:41:31| INFO d_bin_kde_rbf_is finished [took 986.2783s]
25/12/23 10:47:33| INFO d_m3w_kde_rbf_is finished [took 1282.6973s]
25/12/23 10:47:43| INFO d_mul_kde_rbf_is finished [took 1333.3479s]
25/12/23 10:48:32| INFO d_m3w_kde_rbf_ne finished [took 1441.5009s]
25/12/23 11:48:21| DEBUG [size=11,place=1] best score = 0.01163664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3586.201s]
25/12/23 11:48:21| DEBUG [size=11,place=2] best score = 0.01465113; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3586.201s]
25/12/23 11:55:35| DEBUG [size=62,place=1] best score = 0.01084714; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 434.164s]
25/12/23 11:55:35| DEBUG [size=62,place=2] best score = 0.01119998; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 434.164s]
25/12/23 12:00:32| DEBUG [size=37,place=1] best score = 0.01093844; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 296.821s]
25/12/23 12:00:32| DEBUG [size=37,place=2] best score = 0.01097141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 296.821s]
25/12/23 12:00:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01085) [took 4317.3081s]
25/12/23 12:09:01| INFO d_bin_kde_rbf_gs finished [took 4826.8264s]
25/12/23 13:09:43| DEBUG [size=11,place=1] best score = 0.01346915; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3640.022s]
25/12/23 13:09:43| DEBUG [size=11,place=2] best score = 0.02250214; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3640.023s]
25/12/23 13:20:16| DEBUG [size=62,place=1] best score = 0.01071790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 632.767s]
25/12/23 13:20:16| DEBUG [size=62,place=2] best score = 0.01173581; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 632.768s]
25/12/23 13:28:37| DEBUG [size=42,place=1] best score = 0.01060833; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 501.478s]
25/12/23 13:28:37| DEBUG [size=42,place=2] best score = 0.01159633; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 501.479s]
25/12/23 13:33:58| DEBUG [size=28,place=1] best score = 0.01186816; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.480s]
25/12/23 13:33:58| DEBUG [size=28,place=2] best score = 0.01209650; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.480s]
25/12/23 13:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01061) [took 5094.8833s]
25/12/23 13:45:50| INFO d_mul_kde_rbf_gs finished [took 5807.3449s]
25/12/23 14:53:16| DEBUG [size=11,place=1] best score = 0.01343968; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4044.303s]
25/12/23 14:53:16| DEBUG [size=11,place=2] best score = 0.01608788; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 4044.304s]
25/12/23 16:06:25| DEBUG [size=62,place=1] best score = 0.01205164; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4388.316s]
25/12/23 16:06:25| DEBUG [size=62,place=2] best score = 0.01236097; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4388.316s]
25/12/23 17:15:16| DEBUG [size=51,place=1] best score = 0.01190939; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4131.177s]
25/12/23 17:15:16| DEBUG [size=51,place=2] best score = 0.01192229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 4131.178s]
25/12/23 17:23:46| DEBUG [size=34,place=1] best score = 0.01095882; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 509.948s]
25/12/23 17:23:46| DEBUG [size=34,place=2] best score = 0.01100209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 509.949s]
25/12/23 17:30:02| DEBUG [size=30,place=1] best score = 0.01054549; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 375.998s]
25/12/23 17:30:02| DEBUG [size=30,place=2] best score = 0.01148511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 375.999s]
25/12/23 18:41:35| DEBUG [size=52,place=1] best score = 0.01037758; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4292.866s]
25/12/23 18:41:35| DEBUG [size=52,place=2] best score = 0.01104973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4292.867s]
25/12/23 20:19:31| DEBUG [size=51,place=1] best score = 0.01059010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 5876.376s]
25/12/23 20:19:31| DEBUG [size=51,place=2] best score = 0.01096929; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 5876.377s]
25/12/23 20:19:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01038) [took 23619.1534s]
25/12/23 20:30:29| INFO d_m3w_kde_rbf_gs finished [took 24277.1546s]
25/12/23 20:30:29| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 37585.0817s]
25/12/23 20:30:29| INFO Dataset sample [0.8 0.2] of dataset imdb started
25/12/23 20:56:42| INFO d_bin_kde_rbf_c finished [took 1568.5616s]
25/12/23 20:58:02| INFO d_bin_kde_rbf_ne finished [took 1648.1501s]
25/12/23 20:58:08| INFO d_bin_kde_rbf_mc finished [took 1654.3673s]
25/12/23 20:58:37| INFO d_bin_kde_rbf finished [took 1683.0715s]
25/12/23 21:02:42| INFO d_m3w_kde_rbf_mc finished [took 1928.0304s]
25/12/23 21:03:06| INFO ref finished [took 23.3987s]
25/12/23 21:03:22| INFO d_m3w_kde_rbf finished [took 1968.6718s]
25/12/23 21:03:40| INFO atc_mc finished [took 33.3350s]
25/12/23 21:04:03| INFO doc finished [took 40.2453s]
25/12/23 21:04:07| INFO d_m3w_kde_rbf_c finished [took 2013.6472s]
25/12/23 21:04:41| INFO d_mul_kde_rbf finished [took 2046.9412s]
25/12/23 21:04:58| INFO d_mul_kde_rbf_mc finished [took 2064.3652s]
25/12/23 21:05:42| INFO d_mul_kde_rbf_ne finished [took 2107.9692s]
25/12/23 21:05:43| INFO d_mul_kde_rbf_c finished [took 2110.9850s]
25/12/23 21:18:50| INFO d_bin_kde_rbf_is finished [took 1247.2640s]
25/12/23 21:20:35| INFO d_m3w_kde_rbf_ne finished [took 1431.8208s]
25/12/23 21:22:38| INFO d_m3w_kde_rbf_is finished [took 1440.9743s]
25/12/23 21:23:03| INFO d_mul_kde_rbf_is finished [took 1494.3900s]
25/12/23 22:24:23| DEBUG [size=11,place=1] best score = 0.01385908; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3678.880s]
25/12/23 22:24:23| DEBUG [size=11,place=2] best score = 0.02328191; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 3678.881s]
25/12/23 23:29:35| DEBUG [size=62,place=1] best score = 0.01196799; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 3911.784s]
25/12/23 23:29:35| DEBUG [size=62,place=2] best score = 0.01201496; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3911.785s]
25/12/23 23:36:46| DEBUG [size=54,place=1] best score = 0.01166832; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 431.200s]
25/12/23 23:36:46| DEBUG [size=54,place=2] best score = 0.01219974; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 431.200s]
25/12/23 23:42:47| DEBUG [size=34,place=1] best score = 0.01171743; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 360.788s]
25/12/23 23:42:47| DEBUG [size=34,place=2] best score = 0.01281785; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 360.788s]
25/12/23 23:42:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01167) [took 8382.8025s]
25/12/23 23:52:51| INFO d_bin_kde_rbf_gs finished [took 8986.8237s]
26/12/23 00:56:05| DEBUG [size=11,place=1] best score = 0.01171780; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3792.991s]
26/12/23 00:56:05| DEBUG [size=11,place=2] best score = 0.01391358; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3792.991s]
26/12/23 01:59:35| DEBUG [size=62,place=1] best score = 0.01134799; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3810.029s]
26/12/23 01:59:35| DEBUG [size=62,place=2] best score = 0.01145816; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3810.029s]
26/12/23 03:00:45| DEBUG [size=36,place=1] best score = 0.01116452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 3670.417s]
26/12/23 03:00:45| DEBUG [size=36,place=2] best score = 0.01119459; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 3670.418s]
26/12/23 03:06:03| DEBUG [size=39,place=1] best score = 0.01136263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 317.516s]
26/12/23 03:06:03| DEBUG [size=39,place=2] best score = 0.01168701; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 317.516s]
26/12/23 03:06:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.01116) [took 11591.0894s]
26/12/23 03:18:15| INFO d_mul_kde_rbf_gs finished [took 12322.8972s]
26/12/23 04:19:37| DEBUG [size=11,place=1] best score = 0.00969624; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3681.585s]
26/12/23 04:19:37| DEBUG [size=11,place=2] best score = 0.01116770; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3681.585s]
26/12/23 05:27:59| DEBUG [size=62,place=1] best score = 0.00936703; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4101.706s]
26/12/23 05:27:59| DEBUG [size=62,place=2] best score = 0.00973951; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4101.706s]
26/12/23 05:35:02| DEBUG [size=52,place=1] best score = 0.00886469; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 423.219s]
26/12/23 05:35:02| DEBUG [size=52,place=2] best score = 0.00973338; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 423.220s]
26/12/23 05:38:21| DEBUG [size=20,place=1] best score = 0.00981961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 198.678s]
26/12/23 05:38:21| DEBUG [size=20,place=2] best score = 0.00991196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 198.678s]
26/12/23 05:38:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00886) [took 8405.3231s]
26/12/23 05:49:07| INFO d_m3w_kde_rbf_gs finished [took 9051.2097s]
26/12/23 05:49:07| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 33517.6730s]
26/12/23 05:49:07| INFO Dataset sample [0.9 0.1] of dataset imdb started
26/12/23 06:17:10| INFO d_bin_kde_rbf finished [took 1678.2469s]
26/12/23 06:19:15| INFO d_bin_kde_rbf_mc finished [took 1803.6286s]
26/12/23 06:19:20| INFO d_bin_kde_rbf_c finished [took 1808.3854s]
26/12/23 06:19:31| INFO d_m3w_kde_rbf finished [took 1819.8649s]
26/12/23 06:20:00| INFO d_bin_kde_rbf_ne finished [took 1850.1981s]
26/12/23 06:20:25| INFO ref finished [took 24.1477s]
26/12/23 06:21:00| INFO atc_mc finished [took 33.5838s]
26/12/23 06:21:08| INFO d_m3w_kde_rbf_mc finished [took 1916.7029s]
26/12/23 06:21:39| INFO doc finished [took 38.9780s]
26/12/23 06:21:54| INFO d_m3w_kde_rbf_c finished [took 1963.1543s]
26/12/23 06:22:45| INFO d_mul_kde_rbf finished [took 2014.0853s]
26/12/23 06:22:51| INFO d_mul_kde_rbf_ne finished [took 2019.6348s]
26/12/23 06:23:10| INFO d_mul_kde_rbf_mc finished [took 2038.9945s]
26/12/23 06:23:29| INFO d_mul_kde_rbf_c finished [took 2057.2510s]
26/12/23 06:39:55| INFO d_m3w_kde_rbf_ne finished [took 1364.9271s]
26/12/23 06:41:01| INFO d_bin_kde_rbf_is finished [took 1305.8283s]
26/12/23 06:42:32| INFO d_m3w_kde_rbf_is finished [took 1380.1725s]
26/12/23 06:43:37| INFO d_mul_kde_rbf_is finished [took 1456.5408s]
----------------------------------------------------------------------------------------------------
27/12/23 13:16:38| INFO dataset rcv1_CCAT [pool size: 10]
27/12/23 13:16:38| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
27/12/23 13:39:04| INFO d_bin_kde_lr_c finished [took 1340.9634s]
27/12/23 13:39:16| INFO d_bin_kde_lr finished [took 1355.4906s]
27/12/23 13:40:00| INFO d_bin_kde_lr_ne finished [took 1396.1975s]
27/12/23 13:40:11| INFO d_bin_kde_lr_mc finished [took 1407.7704s]
27/12/23 13:41:10| INFO d_m3w_kde_lr_c finished [took 1466.4540s]
27/12/23 13:41:51| INFO d_m3w_kde_lr_mc finished [took 1507.2588s]
27/12/23 13:42:22| INFO d_m3w_kde_lr finished [took 1538.7449s]
27/12/23 13:42:24| INFO ref finished [took 73.7326s]
27/12/23 13:43:20| INFO atc_mc finished [took 88.3590s]
27/12/23 13:43:43| INFO doc finished [took 80.7918s]
27/12/23 13:43:44| INFO d_mul_kde_lr finished [took 1620.5969s]
27/12/23 13:43:52| INFO d_mul_kde_lr_c finished [took 1628.5832s]
27/12/23 13:44:09| INFO d_mul_kde_lr_mc finished [took 1646.0355s]
27/12/23 13:44:43| INFO d_mul_kde_lr_ne finished [took 1679.3882s]
27/12/23 13:55:58| INFO d_bin_kde_lr_is finished [took 1000.5233s]
27/12/23 13:57:23| INFO d_m3w_kde_lr_ne finished [took 1098.3835s]
27/12/23 13:58:37| INFO d_m3w_kde_lr_is finished [took 1105.4759s]
27/12/23 13:59:58| INFO d_mul_kde_lr_is finished [took 1197.9381s]
27/12/23 14:00:36| DEBUG [size=11,place=1] best score = 0.00748775; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 37.140s]
27/12/23 14:00:36| DEBUG [size=11,place=2] best score = 0.10035217; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 37.140s]
27/12/23 14:03:13| DEBUG [size=52,place=1] best score = 0.00725828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 156.827s]
27/12/23 14:03:13| DEBUG [size=52,place=2] best score = 0.00746456; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 156.827s]
27/12/23 14:04:39| DEBUG [size=26,place=1] best score = 0.00697497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 85.706s]
27/12/23 14:04:39| DEBUG [size=26,place=2] best score = 0.00709052; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 85.707s]
27/12/23 14:06:42| DEBUG [size=40,place=1] best score = 0.01679179; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.150s]
27/12/23 14:06:42| DEBUG [size=40,place=2] best score = 0.02513039; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 123.151s]
27/12/23 14:06:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00697) [took 402.9361s]
27/12/23 14:13:12| INFO d_bin_kde_lr_gs finished [took 792.6385s]
27/12/23 14:13:59| DEBUG [size=11,place=1] best score = 0.01139967; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.978s]
27/12/23 14:13:59| DEBUG [size=11,place=2] best score = 0.01643994; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 46.979s]
27/12/23 14:17:12| DEBUG [size=52,place=1] best score = 0.00963754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 193.110s]
27/12/23 14:17:12| DEBUG [size=52,place=2] best score = 0.01030709; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 193.110s]
27/12/23 14:19:01| DEBUG [size=26,place=1] best score = 0.00811380; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 109.032s]
27/12/23 14:19:01| DEBUG [size=26,place=2] best score = 0.00942258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 109.032s]
27/12/23 14:21:45| DEBUG [size=42,place=1] best score = 0.00738996; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 163.508s]
27/12/23 14:21:45| DEBUG [size=42,place=2] best score = 0.00775883; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 163.509s]
27/12/23 14:22:29| DEBUG [size=11,place=1] best score = 0.00799001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 43.602s]
27/12/23 14:22:29| DEBUG [size=11,place=2] best score = 0.01341250; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 43.603s]
27/12/23 14:22:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00739) [took 556.3452s]
27/12/23 14:31:19| INFO d_mul_kde_lr_gs finished [took 1087.0887s]
27/12/23 14:32:03| DEBUG [size=11,place=1] best score = 0.01053422; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.016s]
27/12/23 14:32:03| DEBUG [size=11,place=2] best score = 0.01658176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 43.017s]
27/12/23 14:34:58| DEBUG [size=52,place=1] best score = 0.00686870; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 174.974s]
27/12/23 14:34:58| DEBUG [size=52,place=2] best score = 0.00977597; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 174.974s]
27/12/23 14:37:45| DEBUG [size=46,place=1] best score = 0.00611657; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 166.933s]
27/12/23 14:37:45| DEBUG [size=46,place=2] best score = 0.00799362; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 166.933s]
27/12/23 14:39:38| DEBUG [size=27,place=1] best score = 0.00969584; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.797s]
27/12/23 14:39:38| DEBUG [size=27,place=2] best score = 0.01579430; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.797s]
27/12/23 14:39:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00612) [took 497.8349s]
27/12/23 14:46:39| INFO d_m3w_kde_lr_gs finished [took 918.8928s]
27/12/23 14:46:39| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 5401.1636s]
27/12/23 14:46:39| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
27/12/23 15:02:07| INFO d_bin_kde_lr_c finished [took 922.1356s]
27/12/23 15:02:54| INFO d_bin_kde_lr_mc finished [took 968.4435s]
27/12/23 15:03:12| INFO d_bin_kde_lr_ne finished [took 986.5026s]
27/12/23 15:03:30| INFO d_bin_kde_lr finished [took 1004.4668s]
27/12/23 15:07:48| INFO d_m3w_kde_lr_mc finished [took 1262.8780s]
27/12/23 15:08:03| INFO d_mul_kde_lr finished [took 1278.0765s]
27/12/23 15:08:12| INFO d_m3w_kde_lr finished [took 1290.1441s]
27/12/23 15:08:24| INFO d_m3w_kde_lr_c finished [took 1298.7758s]
27/12/23 15:09:09| INFO ref finished [took 79.9090s]
27/12/23 15:09:26| INFO atc_mc finished [took 82.0373s]
27/12/23 15:09:29| INFO d_mul_kde_lr_ne finished [took 1363.4455s]
27/12/23 15:09:40| INFO doc finished [took 86.3288s]
27/12/23 15:09:49| INFO d_mul_kde_lr_c finished [took 1383.4893s]
27/12/23 15:10:00| INFO d_mul_kde_lr_mc finished [took 1395.0251s]
27/12/23 15:15:48| INFO d_bin_kde_lr_is finished [took 773.7529s]
27/12/23 15:18:45| INFO d_m3w_kde_lr_ne finished [took 996.6452s]
27/12/23 15:19:09| INFO d_m3w_kde_lr_is finished [took 938.4963s]
27/12/23 15:20:23| INFO d_mul_kde_lr_is finished [took 1030.5229s]
27/12/23 15:20:53| DEBUG [size=11,place=1] best score = 0.01182432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 29.140s]
27/12/23 15:20:53| DEBUG [size=11,place=2] best score = 0.01352098; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 29.141s]
27/12/23 15:23:04| DEBUG [size=53,place=1] best score = 0.01143264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 130.967s]
27/12/23 15:23:04| DEBUG [size=53,place=2] best score = 0.01176203; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 130.967s]
27/12/23 15:24:48| DEBUG [size=43,place=1] best score = 0.01242812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.159s]
27/12/23 15:24:48| DEBUG [size=43,place=2] best score = 0.01249833; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.159s]
27/12/23 15:24:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 264.3826s]
27/12/23 15:31:24| INFO d_bin_kde_lr_gs finished [took 660.5258s]
27/12/23 15:32:12| DEBUG [size=11,place=1] best score = 0.01329753; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.113s]
27/12/23 15:32:12| DEBUG [size=11,place=2] best score = 0.01649314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 46.114s]
27/12/23 15:35:25| DEBUG [size=51,place=1] best score = 0.01124357; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 193.525s]
27/12/23 15:35:25| DEBUG [size=51,place=2] best score = 0.01205911; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.525s]
27/12/23 15:36:04| DEBUG [size=9,place=1] best score = 0.01134000; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 38.809s]
27/12/23 15:36:04| DEBUG [size=9,place=2] best score = 0.01180376; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 38.810s]
27/12/23 15:36:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01124) [took 278.5554s]
27/12/23 15:43:53| INFO d_mul_kde_lr_gs finished [took 746.9379s]
27/12/23 15:44:37| DEBUG [size=11,place=1] best score = 0.00738573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.556s]
27/12/23 15:44:37| DEBUG [size=11,place=2] best score = 0.00951197; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.557s]
27/12/23 15:47:38| DEBUG [size=53,place=1] best score = 0.00736872; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.432s]
27/12/23 15:47:38| DEBUG [size=53,place=2] best score = 0.00738749; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.432s]
27/12/23 15:49:58| DEBUG [size=41,place=1] best score = 0.00720602; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.343s]
27/12/23 15:49:58| DEBUG [size=41,place=2] best score = 0.00762380; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.343s]
27/12/23 15:52:20| DEBUG [size=41,place=1] best score = 0.00795330; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 141.778s]
27/12/23 15:52:20| DEBUG [size=41,place=2] best score = 0.00803953; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 141.778s]
27/12/23 15:52:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00721) [took 506.2276s]
27/12/23 15:59:17| INFO d_m3w_kde_lr_gs finished [took 923.9426s]
27/12/23 15:59:17| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4358.4572s]
27/12/23 15:59:17| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
27/12/23 16:13:42| INFO d_bin_kde_lr_mc finished [took 861.5724s]
27/12/23 16:14:16| INFO d_bin_kde_lr_ne finished [took 892.6635s]
27/12/23 16:14:21| INFO d_bin_kde_lr finished [took 897.3340s]
27/12/23 16:14:29| INFO d_bin_kde_lr_c finished [took 905.0383s]
27/12/23 16:20:03| INFO d_m3w_kde_lr finished [took 1239.9383s]
27/12/23 16:20:38| INFO d_m3w_kde_lr_mc finished [took 1274.5145s]
27/12/23 16:20:53| INFO d_m3w_kde_lr_c finished [took 1289.4053s]
27/12/23 16:21:23| INFO ref finished [took 78.4600s]
27/12/23 16:21:35| INFO d_mul_kde_lr_c finished [took 1331.2956s]
27/12/23 16:21:54| INFO doc finished [took 60.0898s]
27/12/23 16:22:04| INFO atc_mc finished [took 84.7338s]
27/12/23 16:22:32| INFO d_mul_kde_lr_ne finished [took 1388.9787s]
27/12/23 16:22:50| INFO d_mul_kde_lr finished [took 1406.7405s]
27/12/23 16:22:51| INFO d_mul_kde_lr_mc finished [took 1407.2339s]
27/12/23 16:26:43| INFO d_bin_kde_lr_is finished [took 745.9255s]
27/12/23 16:31:01| INFO d_m3w_kde_lr_is finished [took 992.0498s]
27/12/23 16:31:46| INFO d_m3w_kde_lr_ne finished [took 1082.7750s]
27/12/23 16:32:30| INFO d_mul_kde_lr_is finished [took 1088.0734s]
27/12/23 16:32:55| DEBUG [size=11,place=1] best score = 0.01751127; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.762s]
27/12/23 16:32:55| DEBUG [size=11,place=2] best score = 0.01953680; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 23.763s]
27/12/23 16:34:35| DEBUG [size=53,place=1] best score = 0.01527170; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 100.125s]
27/12/23 16:34:35| DEBUG [size=53,place=2] best score = 0.01645425; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 100.126s]
27/12/23 16:35:29| DEBUG [size=25,place=1] best score = 0.01486225; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 54.332s]
27/12/23 16:35:29| DEBUG [size=25,place=2] best score = 0.01512746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 54.333s]
27/12/23 16:36:48| DEBUG [size=38,place=1] best score = 0.01612436; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.449s]
27/12/23 16:36:48| DEBUG [size=38,place=2] best score = 0.01718074; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.450s]
27/12/23 16:36:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01486) [took 256.7824s]
27/12/23 16:41:33| INFO d_bin_kde_lr_gs finished [took 542.5645s]
27/12/23 16:42:13| DEBUG [size=11,place=1] best score = 0.02382405; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 38.779s]
27/12/23 16:42:13| DEBUG [size=11,place=2] best score = 0.02409052; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 38.780s]
27/12/23 16:45:12| DEBUG [size=52,place=1] best score = 0.02227680; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 178.843s]
27/12/23 16:45:12| DEBUG [size=52,place=2] best score = 0.02229584; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.843s]
27/12/23 16:46:59| DEBUG [size=29,place=1] best score = 0.02130220; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 107.155s]
27/12/23 16:46:59| DEBUG [size=29,place=2] best score = 0.02148600; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 107.155s]
27/12/23 16:47:53| DEBUG [size=14,place=1] best score = 0.02247223; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 53.590s]
27/12/23 16:47:53| DEBUG [size=14,place=2] best score = 0.02261046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 53.591s]
27/12/23 16:47:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.02130) [took 378.4805s]
27/12/23 16:56:55| INFO d_mul_kde_lr_gs finished [took 921.0544s]
27/12/23 16:57:35| DEBUG [size=11,place=1] best score = 0.02206116; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.769s]
27/12/23 16:57:35| DEBUG [size=11,place=2] best score = 0.02310110; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 38.769s]
27/12/23 17:00:25| DEBUG [size=53,place=1] best score = 0.02094671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 169.902s]
27/12/23 17:00:25| DEBUG [size=53,place=2] best score = 0.02205600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.903s]
27/12/23 17:02:38| DEBUG [size=43,place=1] best score = 0.02094472; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.341s]
27/12/23 17:02:38| DEBUG [size=43,place=2] best score = 0.02101298; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.341s]
27/12/23 17:04:38| DEBUG [size=38,place=1] best score = 0.02104806; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 119.698s]
27/12/23 17:04:38| DEBUG [size=38,place=2] best score = 0.02164082; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 119.698s]
27/12/23 17:04:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02094) [took 461.8243s]
27/12/23 17:10:13| INFO d_m3w_kde_lr_gs finished [took 796.5709s]
27/12/23 17:10:13| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 4255.2451s]
27/12/23 17:10:13| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
27/12/23 17:23:37| INFO d_bin_kde_lr_c finished [took 799.5680s]
27/12/23 17:24:50| INFO d_bin_kde_lr finished [took 872.4553s]
27/12/23 17:24:51| INFO d_bin_kde_lr_mc finished [took 873.1745s]
27/12/23 17:24:51| INFO d_bin_kde_lr_ne finished [took 873.1783s]
27/12/23 17:31:25| INFO d_m3w_kde_lr_c finished [took 1267.3686s]
27/12/23 17:32:28| INFO d_m3w_kde_lr finished [took 1332.3351s]
27/12/23 17:32:30| INFO d_m3w_kde_lr_mc finished [took 1331.7619s]
27/12/23 17:32:40| INFO d_mul_kde_lr_mc finished [took 1341.8220s]
27/12/23 17:32:43| INFO ref finished [took 77.4078s]
27/12/23 17:32:53| INFO d_mul_kde_lr finished [took 1355.2230s]
27/12/23 17:33:16| INFO d_mul_kde_lr_ne finished [took 1378.2101s]
27/12/23 17:33:23| INFO atc_mc finished [took 54.7001s]
27/12/23 17:33:36| INFO d_mul_kde_lr_c finished [took 1398.3778s]
27/12/23 17:33:47| INFO doc finished [took 76.2828s]
27/12/23 17:36:39| INFO d_bin_kde_lr_is finished [took 707.8750s]
27/12/23 17:40:45| INFO d_m3w_kde_lr_ne finished [took 1026.5334s]
27/12/23 17:42:02| INFO d_m3w_kde_lr_is finished [took 1030.4396s]
27/12/23 17:43:05| INFO d_mul_kde_lr_is finished [took 1092.9443s]
27/12/23 17:43:29| DEBUG [size=11,place=1] best score = 0.00883837; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 22.950s]
27/12/23 17:43:29| DEBUG [size=11,place=2] best score = 0.00886590; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.950s]
27/12/23 17:45:06| DEBUG [size=53,place=1] best score = 0.00837510; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.782s]
27/12/23 17:45:06| DEBUG [size=53,place=2] best score = 0.00838782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 97.782s]
27/12/23 17:45:40| DEBUG [size=16,place=1] best score = 0.00843781; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 33.264s]
27/12/23 17:45:40| DEBUG [size=16,place=2] best score = 0.00855701; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 33.264s]
27/12/23 17:45:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00838) [took 154.1055s]
27/12/23 17:50:29| INFO d_bin_kde_lr_gs finished [took 443.4272s]
27/12/23 17:51:11| DEBUG [size=11,place=1] best score = 0.00919120; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 41.181s]
27/12/23 17:51:11| DEBUG [size=11,place=2] best score = 0.00990212; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.181s]
27/12/23 17:54:09| DEBUG [size=53,place=1] best score = 0.00847786; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 178.157s]
27/12/23 17:54:09| DEBUG [size=53,place=2] best score = 0.00868837; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.157s]
27/12/23 17:55:54| DEBUG [size=31,place=1] best score = 0.00855789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.666s]
27/12/23 17:55:54| DEBUG [size=31,place=2] best score = 0.00885204; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 104.667s]
27/12/23 17:55:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00848) [took 324.1128s]
27/12/23 18:02:06| INFO d_mul_kde_lr_gs finished [took 695.8443s]
27/12/23 18:02:46| DEBUG [size=11,place=1] best score = 0.01321138; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 39.177s]
27/12/23 18:02:46| DEBUG [size=11,place=2] best score = 0.01370553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 39.178s]
27/12/23 18:05:35| DEBUG [size=52,place=1] best score = 0.01171865; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.832s]
27/12/23 18:05:35| DEBUG [size=52,place=2] best score = 0.01268230; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 169.833s]
27/12/23 18:07:21| DEBUG [size=28,place=1] best score = 0.01149296; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 105.410s]
27/12/23 18:07:21| DEBUG [size=28,place=2] best score = 0.01153766; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 105.410s]
27/12/23 18:08:21| DEBUG [size=14,place=1] best score = 0.01449962; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 59.815s]
27/12/23 18:08:21| DEBUG [size=14,place=2] best score = 0.01499266; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 59.816s]
27/12/23 18:08:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01149) [took 374.3468s]
27/12/23 18:18:10| INFO d_m3w_kde_lr_gs finished [took 964.0614s]
27/12/23 18:18:10| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 4077.6384s]
27/12/23 18:18:10| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
27/12/23 18:32:29| INFO d_bin_kde_lr_c finished [took 853.4420s]
27/12/23 18:32:35| INFO d_bin_kde_lr finished [took 858.6863s]
27/12/23 18:32:56| INFO d_bin_kde_lr_mc finished [took 879.9271s]
27/12/23 18:33:09| INFO d_bin_kde_lr_ne finished [took 892.9568s]
27/12/23 18:41:40| INFO d_m3w_kde_lr finished [took 1404.3883s]
27/12/23 18:42:00| INFO d_mul_kde_lr_c finished [took 1424.4765s]
27/12/23 18:42:11| INFO d_mul_kde_lr_mc finished [took 1434.9574s]
27/12/23 18:42:59| INFO ref finished [took 77.5770s]
27/12/23 18:43:04| INFO d_m3w_kde_lr_c finished [took 1488.3319s]
27/12/23 18:43:05| INFO d_m3w_kde_lr_mc finished [took 1491.4312s]
27/12/23 18:43:14| INFO d_mul_kde_lr finished [took 1498.6480s]
27/12/23 18:43:19| INFO d_mul_kde_lr_ne finished [took 1502.6802s]
27/12/23 18:43:24| INFO atc_mc finished [took 82.1804s]
27/12/23 18:43:37| INFO doc finished [took 84.8301s]
27/12/23 18:45:19| INFO d_bin_kde_lr_is finished [took 763.2207s]
27/12/23 18:52:14| INFO d_mul_kde_lr_is finished [took 1157.8511s]
27/12/23 18:52:18| INFO d_m3w_kde_lr_ne finished [took 1187.5624s]
27/12/23 18:53:08| INFO d_m3w_kde_lr_is finished [took 1198.6244s]
27/12/23 18:53:33| DEBUG [size=11,place=1] best score = 0.00826550; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.626s]
27/12/23 18:53:33| DEBUG [size=11,place=2] best score = 0.00880553; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 23.627s]
27/12/23 18:55:17| DEBUG [size=53,place=1] best score = 0.00754831; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 103.656s]
27/12/23 18:55:17| DEBUG [size=53,place=2] best score = 0.00813933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 103.657s]
27/12/23 18:56:42| DEBUG [size=40,place=1] best score = 0.00791008; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.469s]
27/12/23 18:56:42| DEBUG [size=40,place=2] best score = 0.00800630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 85.469s]
27/12/23 18:56:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00755) [took 212.8593s]
27/12/23 19:02:15| INFO d_bin_kde_lr_gs finished [took 545.1374s]
27/12/23 19:03:01| DEBUG [size=11,place=1] best score = 0.00931896; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 44.992s]
27/12/23 19:03:01| DEBUG [size=11,place=2] best score = 0.01172863; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 44.993s]
27/12/23 19:06:08| DEBUG [size=53,place=1] best score = 0.00888069; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 187.474s]
27/12/23 19:06:08| DEBUG [size=53,place=2] best score = 0.00947999; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 187.475s]
27/12/23 19:07:50| DEBUG [size=27,place=1] best score = 0.00895165; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 102.247s]
27/12/23 19:07:50| DEBUG [size=27,place=2] best score = 0.00901480; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 102.248s]
27/12/23 19:07:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00888) [took 334.8236s]
27/12/23 19:13:56| INFO d_mul_kde_lr_gs finished [took 700.3598s]
27/12/23 19:14:38| DEBUG [size=11,place=1] best score = 0.01080686; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 41.476s]
27/12/23 19:14:38| DEBUG [size=11,place=2] best score = 0.01090069; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.477s]
27/12/23 19:17:44| DEBUG [size=52,place=1] best score = 0.00991178; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 186.127s]
27/12/23 19:17:44| DEBUG [size=52,place=2] best score = 0.00995087; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 186.127s]
27/12/23 19:19:28| DEBUG [size=26,place=1] best score = 0.00962285; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 103.170s]
27/12/23 19:19:28| DEBUG [size=26,place=2] best score = 0.00988305; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 103.171s]
27/12/23 19:20:33| DEBUG [size=14,place=1] best score = 0.01104621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 64.923s]
27/12/23 19:20:33| DEBUG [size=14,place=2] best score = 0.01127670; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 64.923s]
27/12/23 19:20:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00962) [took 395.8093s]
27/12/23 19:30:51| INFO d_m3w_kde_lr_gs finished [took 1014.5895s]
27/12/23 19:30:51| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 4360.9277s]
27/12/23 19:30:51| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
27/12/23 19:44:33| INFO d_bin_kde_lr_ne finished [took 817.6210s]
27/12/23 19:45:02| INFO d_bin_kde_lr_c finished [took 846.0383s]
27/12/23 19:45:10| INFO d_bin_kde_lr finished [took 854.5088s]
27/12/23 19:45:23| INFO d_bin_kde_lr_mc finished [took 867.2083s]
27/12/23 19:52:22| INFO d_m3w_kde_lr finished [took 1286.6041s]
27/12/23 19:53:08| INFO d_m3w_kde_lr_mc finished [took 1332.2577s]
27/12/23 19:53:18| INFO d_mul_kde_lr_ne finished [took 1342.5344s]
27/12/23 19:53:37| INFO d_mul_kde_lr finished [took 1363.0094s]
27/12/23 19:53:38| INFO d_m3w_kde_lr_c finished [took 1362.6285s]
27/12/23 19:53:41| INFO ref finished [took 77.7278s]
27/12/23 19:53:52| INFO d_mul_kde_lr_mc finished [took 1375.9182s]
27/12/23 19:54:22| INFO atc_mc finished [took 73.8944s]
27/12/23 19:54:23| INFO doc finished [took 63.6574s]
27/12/23 19:54:56| INFO d_mul_kde_lr_c finished [took 1439.9975s]
27/12/23 19:57:20| INFO d_bin_kde_lr_is finished [took 737.4960s]
27/12/23 20:01:51| INFO d_m3w_kde_lr_ne finished [took 1037.6478s]
27/12/23 20:02:25| INFO d_m3w_kde_lr_is finished [took 1021.5165s]
27/12/23 20:03:36| INFO d_mul_kde_lr_is finished [took 1105.6686s]
27/12/23 20:04:00| DEBUG [size=11,place=1] best score = 0.01126384; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.405s]
27/12/23 20:04:00| DEBUG [size=11,place=2] best score = 0.01135829; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 23.405s]
27/12/23 20:05:43| DEBUG [size=52,place=1] best score = 0.00974050; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.473s]
27/12/23 20:05:43| DEBUG [size=52,place=2] best score = 0.01079184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.473s]
27/12/23 20:06:40| DEBUG [size=27,place=1] best score = 0.00974361; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 57.341s]
27/12/23 20:06:40| DEBUG [size=27,place=2] best score = 0.00976770; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 57.341s]
27/12/23 20:06:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00974) [took 183.3282s]
27/12/23 20:11:42| INFO d_bin_kde_lr_gs finished [took 485.3578s]
27/12/23 20:12:26| DEBUG [size=11,place=1] best score = 0.01175157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 42.900s]
27/12/23 20:12:26| DEBUG [size=11,place=2] best score = 0.01195620; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 42.901s]
27/12/23 20:15:23| DEBUG [size=53,place=1] best score = 0.01045101; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 177.778s]
27/12/23 20:15:23| DEBUG [size=53,place=2] best score = 0.01063733; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 177.778s]
27/12/23 20:16:50| DEBUG [size=27,place=1] best score = 0.01032085; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.089s]
27/12/23 20:16:50| DEBUG [size=27,place=2] best score = 0.01052444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 87.089s]
27/12/23 20:18:39| DEBUG [size=32,place=1] best score = 0.01024562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 108.725s]
27/12/23 20:18:39| DEBUG [size=32,place=2] best score = 0.01068892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 108.725s]
27/12/23 20:20:53| DEBUG [size=39,place=1] best score = 0.01069858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.688s]
27/12/23 20:20:53| DEBUG [size=39,place=2] best score = 0.01079554; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 133.688s]
27/12/23 20:20:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01025) [took 550.2969s]
27/12/23 20:27:16| INFO d_mul_kde_lr_gs finished [took 933.2554s]
27/12/23 20:27:57| DEBUG [size=11,place=1] best score = 0.01317176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 40.237s]
27/12/23 20:27:57| DEBUG [size=11,place=2] best score = 0.01443707; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 40.237s]
27/12/23 20:30:26| DEBUG [size=52,place=1] best score = 0.01213608; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 149.589s]
27/12/23 20:30:26| DEBUG [size=52,place=2] best score = 0.01316772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 149.589s]
27/12/23 20:31:46| DEBUG [size=26,place=1] best score = 0.01213318; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.896s]
27/12/23 20:31:46| DEBUG [size=26,place=2] best score = 0.01223228; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.896s]
27/12/23 20:33:33| DEBUG [size=35,place=1] best score = 0.01234789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.674s]
27/12/23 20:33:33| DEBUG [size=35,place=2] best score = 0.01234802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.674s]
27/12/23 20:33:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01213) [took 376.5140s]
27/12/23 20:39:08| INFO d_m3w_kde_lr_gs finished [took 711.5460s]
27/12/23 20:39:08| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 4096.5229s]
27/12/23 20:39:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
27/12/23 20:53:14| INFO d_bin_kde_lr finished [took 841.3596s]
27/12/23 20:54:23| INFO d_bin_kde_lr_mc finished [took 908.9604s]
27/12/23 20:54:31| INFO d_bin_kde_lr_ne finished [took 916.8927s]
27/12/23 20:54:50| INFO d_bin_kde_lr_c finished [took 935.5596s]
27/12/23 21:01:16| INFO d_m3w_kde_lr finished [took 1325.2014s]
27/12/23 21:01:31| INFO d_m3w_kde_lr_c finished [took 1336.8876s]
27/12/23 21:01:36| INFO d_m3w_kde_lr_mc finished [took 1342.2921s]
27/12/23 21:01:52| INFO d_mul_kde_lr_mc finished [took 1358.0862s]
27/12/23 21:01:55| INFO d_mul_kde_lr_c finished [took 1361.6696s]
27/12/23 21:02:30| INFO d_mul_kde_lr finished [took 1395.5208s]
27/12/23 21:02:36| INFO d_mul_kde_lr_ne finished [took 1401.9500s]
27/12/23 21:02:37| INFO ref finished [took 79.6776s]
27/12/23 21:02:41| INFO doc finished [took 63.0368s]
27/12/23 21:02:52| INFO atc_mc finished [took 79.8141s]
27/12/23 21:06:48| INFO d_bin_kde_lr_is finished [took 744.3270s]
27/12/23 21:10:36| INFO d_m3w_kde_lr_ne finished [took 1040.8737s]
27/12/23 21:11:17| INFO d_m3w_kde_lr_is finished [took 986.1614s]
27/12/23 21:12:40| INFO d_mul_kde_lr_is finished [took 1087.7125s]
27/12/23 21:13:06| DEBUG [size=11,place=1] best score = 0.00879072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.957s]
27/12/23 21:13:06| DEBUG [size=11,place=2] best score = 0.01135166; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.958s]
27/12/23 21:14:53| DEBUG [size=52,place=1] best score = 0.00865039; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 106.855s]
27/12/23 21:14:53| DEBUG [size=52,place=2] best score = 0.00868560; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 106.855s]
27/12/23 21:15:33| DEBUG [size=16,place=1] best score = 0.00877774; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 40.532s]
27/12/23 21:15:33| DEBUG [size=16,place=2] best score = 0.00887333; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 40.532s]
27/12/23 21:15:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00865) [took 172.4534s]
27/12/23 21:21:36| INFO d_bin_kde_lr_gs finished [took 534.6784s]
27/12/23 21:22:19| DEBUG [size=11,place=1] best score = 0.00928101; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 41.798s]
27/12/23 21:22:19| DEBUG [size=11,place=2] best score = 0.01106311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.798s]
27/12/23 21:25:23| DEBUG [size=52,place=1] best score = 0.00835137; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 184.657s]
27/12/23 21:25:23| DEBUG [size=52,place=2] best score = 0.00881952; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 184.658s]
27/12/23 21:27:19| DEBUG [size=31,place=1] best score = 0.00794195; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 115.724s]
27/12/23 21:27:19| DEBUG [size=31,place=2] best score = 0.00795887; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 115.725s]
27/12/23 21:28:04| DEBUG [size=11,place=1] best score = 0.00875291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 44.540s]
27/12/23 21:28:04| DEBUG [size=11,place=2] best score = 0.00920417; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 44.540s]
27/12/23 21:28:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} (score=0.00794) [took 386.8316s]
27/12/23 21:38:59| INFO d_mul_kde_lr_gs finished [took 1041.9945s]
27/12/23 21:39:40| DEBUG [size=11,place=1] best score = 0.00958164; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 39.770s]
27/12/23 21:39:40| DEBUG [size=11,place=2] best score = 0.01208153; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 39.770s]
27/12/23 21:42:08| DEBUG [size=52,place=1] best score = 0.00912723; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 147.909s]
27/12/23 21:42:08| DEBUG [size=52,place=2] best score = 0.00953258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 147.910s]
27/12/23 21:44:26| DEBUG [size=41,place=1] best score = 0.00924009; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 138.706s]
27/12/23 21:44:26| DEBUG [size=41,place=2] best score = 0.00965125; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 138.706s]
27/12/23 21:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00913) [took 326.4992s]
27/12/23 21:49:49| INFO d_m3w_kde_lr_gs finished [took 649.4679s]
27/12/23 21:49:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4241.5219s]
27/12/23 21:49:49| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
27/12/23 22:05:16| INFO d_bin_kde_lr_mc finished [took 920.8394s]
27/12/23 22:05:39| INFO d_bin_kde_lr_c finished [took 943.7590s]
27/12/23 22:06:12| INFO d_bin_kde_lr_ne finished [took 976.3145s]
27/12/23 22:06:30| INFO d_bin_kde_lr finished [took 997.9949s]
27/12/23 22:09:44| INFO d_m3w_kde_lr finished [took 1188.5384s]
27/12/23 22:10:32| INFO d_m3w_kde_lr_c finished [took 1237.3100s]
27/12/23 22:10:51| INFO ref finished [took 66.1481s]
27/12/23 22:11:10| INFO d_mul_kde_lr_c finished [took 1275.1965s]
27/12/23 22:11:18| INFO d_m3w_kde_lr_mc finished [took 1282.8196s]
27/12/23 22:11:27| INFO d_mul_kde_lr finished [took 1291.6163s]
27/12/23 22:11:43| INFO atc_mc finished [took 69.7805s]
27/12/23 22:11:49| INFO doc finished [took 57.4316s]
27/12/23 22:12:02| INFO d_mul_kde_lr_ne finished [took 1326.7510s]
27/12/23 22:12:20| INFO d_mul_kde_lr_mc finished [took 1344.6447s]
27/12/23 22:17:43| INFO d_bin_kde_lr_is finished [took 723.6009s]
27/12/23 22:21:09| INFO d_m3w_kde_lr_ne finished [took 951.7753s]
27/12/23 22:21:32| INFO d_m3w_kde_lr_is finished [took 900.9977s]
27/12/23 22:22:25| INFO d_mul_kde_lr_is finished [took 972.3663s]
27/12/23 22:22:56| DEBUG [size=11,place=1] best score = 0.00859305; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 30.363s]
27/12/23 22:22:56| DEBUG [size=11,place=2] best score = 0.00870560; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 30.364s]
27/12/23 22:25:08| DEBUG [size=52,place=1] best score = 0.00841942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 132.255s]
27/12/23 22:25:08| DEBUG [size=52,place=2] best score = 0.00842120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 132.255s]
27/12/23 22:25:57| DEBUG [size=16,place=1] best score = 0.00840178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 48.535s]
27/12/23 22:25:57| DEBUG [size=16,place=2] best score = 0.00843029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 48.536s]
27/12/23 22:26:52| DEBUG [size=21,place=1] best score = 0.00841414; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 55.112s]
27/12/23 22:26:52| DEBUG [size=21,place=2] best score = 0.00845442; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 55.112s]
27/12/23 22:26:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00840) [took 266.3756s]
27/12/23 22:33:54| INFO d_bin_kde_lr_gs finished [took 688.4219s]
27/12/23 22:34:42| DEBUG [size=11,place=1] best score = 0.00905193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 47.291s]
27/12/23 22:34:42| DEBUG [size=11,place=2] best score = 0.01211567; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.292s]
27/12/23 22:38:08| DEBUG [size=52,place=1] best score = 0.00711483; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 205.768s]
27/12/23 22:38:08| DEBUG [size=52,place=2] best score = 0.00764187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 205.768s]
27/12/23 22:39:55| DEBUG [size=28,place=1] best score = 0.00754206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 106.777s]
27/12/23 22:39:55| DEBUG [size=28,place=2] best score = 0.00754592; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.777s]
27/12/23 22:39:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00711) [took 359.9459s]
27/12/23 22:46:32| INFO d_mul_kde_lr_gs finished [took 756.5480s]
27/12/23 22:47:16| DEBUG [size=11,place=1] best score = 0.00760330; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.159s]
27/12/23 22:47:16| DEBUG [size=11,place=2] best score = 0.00793338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.159s]
27/12/23 22:50:16| DEBUG [size=53,place=1] best score = 0.00656356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 180.422s]
27/12/23 22:50:16| DEBUG [size=53,place=2] best score = 0.00668440; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.423s]
27/12/23 22:51:50| DEBUG [size=25,place=1] best score = 0.00673108; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 93.802s]
27/12/23 22:51:50| DEBUG [size=25,place=2] best score = 0.00679758; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 93.803s]
27/12/23 22:51:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00656) [took 317.5000s]
27/12/23 22:58:10| INFO d_m3w_kde_lr_gs finished [took 697.1285s]
27/12/23 22:58:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 4100.0300s]
27/12/23 22:58:10| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
27/12/23 23:18:23| INFO d_bin_kde_lr_ne finished [took 1207.9375s]
27/12/23 23:19:15| INFO d_bin_kde_lr_mc finished [took 1260.2581s]
27/12/23 23:19:52| INFO d_bin_kde_lr finished [took 1297.5946s]
27/12/23 23:20:26| INFO d_bin_kde_lr_c finished [took 1331.5891s]
27/12/23 23:20:51| INFO d_m3w_kde_lr_mc finished [took 1356.0371s]
27/12/23 23:22:10| INFO ref finished [took 78.0682s]
27/12/23 23:22:22| INFO d_m3w_kde_lr_c finished [took 1449.6146s]
27/12/23 23:22:56| INFO d_m3w_kde_lr finished [took 1481.7150s]
27/12/23 23:23:37| INFO doc finished [took 74.6941s]
27/12/23 23:23:39| INFO atc_mc finished [took 88.5215s]
27/12/23 23:23:50| INFO d_mul_kde_lr finished [took 1535.4435s]
27/12/23 23:23:58| INFO d_mul_kde_lr_ne finished [took 1542.9688s]
27/12/23 23:24:02| INFO d_mul_kde_lr_mc finished [took 1547.4435s]
27/12/23 23:24:19| INFO d_mul_kde_lr_c finished [took 1564.0396s]
27/12/23 23:35:23| INFO d_bin_kde_lr_is finished [took 966.8846s]
27/12/23 23:36:11| INFO d_m3w_kde_lr_ne finished [took 1067.0095s]
27/12/23 23:38:02| INFO d_m3w_kde_lr_is finished [took 1054.9791s]
27/12/23 23:39:11| INFO d_mul_kde_lr_is finished [took 1157.7450s]
27/12/23 23:39:48| DEBUG [size=11,place=1] best score = 0.00836576; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 36.755s]
27/12/23 23:39:48| DEBUG [size=11,place=2] best score = 0.00969450; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 36.755s]
27/12/23 23:42:27| DEBUG [size=51,place=1] best score = 0.00714193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 158.440s]
27/12/23 23:42:27| DEBUG [size=51,place=2] best score = 0.00715209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 158.441s]
27/12/23 23:42:58| DEBUG [size=9,place=1] best score = 0.00719626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 31.206s]
27/12/23 23:42:58| DEBUG [size=9,place=2] best score = 0.00752277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 31.206s]
27/12/23 23:42:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00714) [took 226.5091s]
27/12/23 23:51:02| INFO d_bin_kde_lr_gs finished [took 710.8250s]
27/12/23 23:51:51| DEBUG [size=11,place=1] best score = 0.00771372; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.572s]
27/12/23 23:51:51| DEBUG [size=11,place=2] best score = 0.00902095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 47.573s]
27/12/23 23:55:23| DEBUG [size=52,place=1] best score = 0.00662168; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 212.178s]
27/12/23 23:55:23| DEBUG [size=52,place=2] best score = 0.00669324; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 212.178s]
27/12/23 23:57:38| DEBUG [size=25,place=1] best score = 0.00659101; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 135.083s]
27/12/23 23:57:38| DEBUG [size=25,place=2] best score = 0.00660460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 135.083s]
27/12/23 23:58:41| DEBUG [size=12,place=1] best score = 0.00808170; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 62.895s]
27/12/23 23:58:41| DEBUG [size=12,place=2] best score = 0.00850907; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 62.895s]
27/12/23 23:58:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00659) [took 457.8450s]
28/12/23 00:12:48| INFO d_mul_kde_lr_gs finished [took 1305.3354s]
28/12/23 00:13:33| DEBUG [size=11,place=1] best score = 0.00597155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 43.605s]
28/12/23 00:13:33| DEBUG [size=11,place=2] best score = 0.00691743; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.606s]
28/12/23 00:16:34| DEBUG [size=52,place=1] best score = 0.00574502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 181.115s]
28/12/23 00:16:34| DEBUG [size=52,place=2] best score = 0.00582564; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 181.115s]
28/12/23 00:18:13| DEBUG [size=25,place=1] best score = 0.00572157; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 98.991s]
28/12/23 00:18:13| DEBUG [size=25,place=2] best score = 0.00572989; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 98.991s]
28/12/23 00:19:22| DEBUG [size=14,place=1] best score = 0.00593359; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 68.727s]
28/12/23 00:19:22| DEBUG [size=14,place=2] best score = 0.00595610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 68.728s]
28/12/23 00:19:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.00572) [took 392.5549s]
28/12/23 00:29:04| INFO d_m3w_kde_lr_gs finished [took 974.8528s]
28/12/23 00:29:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 5454.5022s]
----------------------------------------------------------------------------------------------------
28/12/23 11:30:29| INFO dataset rcv1_CCAT [pool size: 10]
28/12/23 11:30:29| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
28/12/23 11:53:31| INFO bin_kde_lr finished [took 1376.2547s]
28/12/23 11:54:49| INFO bin_kde_lr_ne finished [took 1454.1338s]
28/12/23 11:54:53| INFO bin_kde_lr_mc finished [took 1458.6569s]
28/12/23 11:55:24| INFO bin_kde_lr_c finished [took 1489.0800s]
28/12/23 11:57:42| INFO m3w_kde_lr_c finished [took 1627.2326s]
28/12/23 11:57:52| INFO m3w_kde_lr finished [took 1636.8676s]
28/12/23 11:58:22| INFO m3w_kde_lr_mc finished [took 1669.6219s]
28/12/23 11:59:03| INFO ref finished [took 80.5681s]
28/12/23 11:59:04| INFO atc_mc finished [took 71.7196s]
28/12/23 11:59:42| INFO doc finished [took 80.0932s]
28/12/23 12:00:16| INFO mul_kde_lr_mc finished [took 1781.9083s]
28/12/23 12:00:21| INFO mul_kde_lr finished [took 1786.2257s]
28/12/23 12:00:39| INFO mul_kde_lr_c finished [took 1804.0897s]
28/12/23 12:00:44| INFO mul_kde_lr_ne finished [took 1809.5375s]
28/12/23 12:11:59| INFO bin_kde_lr_is finished [took 1029.8389s]
28/12/23 12:12:30| INFO m3w_kde_lr_ne finished [took 1138.3036s]
28/12/23 12:14:13| INFO m3w_kde_lr_is finished [took 1128.1783s]
28/12/23 12:15:31| INFO mul_kde_lr_is finished [took 1236.3379s]
28/12/23 12:16:51| DEBUG [size=11,place=1] best score = 0.01830859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 79.356s]
28/12/23 12:16:51| DEBUG [size=11,place=2] best score = 0.02148085; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 79.357s]
28/12/23 12:21:55| DEBUG [size=51,place=1] best score = 0.01349232; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 303.527s]
28/12/23 12:21:55| DEBUG [size=51,place=2] best score = 0.01390227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 303.527s]
28/12/23 12:24:42| DEBUG [size=31,place=1] best score = 0.01214867; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 167.678s]
28/12/23 12:24:42| DEBUG [size=31,place=2] best score = 0.01221581; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 167.678s]
28/12/23 12:27:57| DEBUG [size=31,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 195.018s]
28/12/23 12:27:57| DEBUG [size=31,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 195.018s]
28/12/23 12:31:10| DEBUG [size=40,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 192.364s]
28/12/23 12:31:10| DEBUG [size=40,place=2] best score = 0.01013928; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 192.365s]
28/12/23 12:33:15| DEBUG [size=28,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 125.471s]
28/12/23 12:33:15| DEBUG [size=28,place=2] best score = 0.01447252; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 125.471s]
28/12/23 12:33:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 1063.5325s]
28/12/23 12:39:52| INFO bin_kde_lr_gs finished [took 1460.1144s]
28/12/23 12:44:17| DEBUG [size=11,place=1] best score = 0.02223498; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 264.270s]
28/12/23 12:44:17| DEBUG [size=11,place=2] best score = 0.03277332; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 264.271s]
28/12/23 13:01:36| DEBUG [size=53,place=1] best score = 0.00771246; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1038.654s]
28/12/23 13:01:36| DEBUG [size=53,place=2] best score = 0.01482808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1038.654s]
28/12/23 13:07:10| DEBUG [size=25,place=1] best score = 0.01220009; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 333.544s]
28/12/23 13:07:10| DEBUG [size=25,place=2] best score = 0.01327190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 333.544s]
28/12/23 13:07:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00771) [took 1636.5763s]
28/12/23 13:15:08| INFO mul_kde_lr_gs finished [took 2114.7261s]
28/12/23 13:18:29| DEBUG [size=11,place=1] best score = 0.02385486; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 200.583s]
28/12/23 13:18:29| DEBUG [size=11,place=2] best score = 0.02415147; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 200.583s]
28/12/23 13:30:51| DEBUG [size=53,place=1] best score = 0.00880046; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.544s]
28/12/23 13:30:51| DEBUG [size=53,place=2] best score = 0.01458875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.545s]
28/12/23 13:35:56| DEBUG [size=40,place=1] best score = 0.00719356; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 304.338s]
28/12/23 13:35:56| DEBUG [size=40,place=2] best score = 0.00930381; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 304.338s]
28/12/23 13:39:39| DEBUG [size=29,place=1] best score = 0.02166513; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 223.500s]
28/12/23 13:39:39| DEBUG [size=29,place=2] best score = 0.02169734; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 223.501s]
28/12/23 13:39:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00719) [took 1471.0799s]
28/12/23 13:48:59| INFO m3w_kde_lr_gs finished [took 2030.6255s]
28/12/23 13:48:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 8309.8828s]
28/12/23 13:48:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
28/12/23 14:06:42| INFO bin_kde_lr_c finished [took 1059.6077s]
28/12/23 14:07:08| INFO bin_kde_lr finished [took 1082.6283s]
28/12/23 14:07:45| INFO bin_kde_lr_ne finished [took 1119.3364s]
28/12/23 14:07:54| INFO bin_kde_lr_mc finished [took 1128.4742s]
28/12/23 14:12:00| INFO m3w_kde_lr finished [took 1375.2691s]
28/12/23 14:12:09| INFO m3w_kde_lr_c finished [took 1384.1306s]
28/12/23 14:12:50| INFO ref finished [took 48.9710s]
28/12/23 14:13:36| INFO m3w_kde_lr_mc finished [took 1470.8780s]
28/12/23 14:13:42| INFO atc_mc finished [took 91.5091s]
28/12/23 14:13:50| INFO doc finished [took 59.1685s]
28/12/23 14:13:53| INFO mul_kde_lr_mc finished [took 1487.6410s]
28/12/23 14:14:14| INFO mul_kde_lr finished [took 1508.7634s]
28/12/23 14:14:34| INFO mul_kde_lr_c finished [took 1528.3291s]
28/12/23 14:14:51| INFO mul_kde_lr_ne finished [took 1545.8775s]
28/12/23 14:19:44| INFO bin_kde_lr_is finished [took 755.2102s]
28/12/23 14:23:53| INFO m3w_kde_lr_ne finished [took 1029.9400s]
28/12/23 14:24:39| INFO m3w_kde_lr_is finished [took 1003.6957s]
28/12/23 14:25:30| INFO mul_kde_lr_is finished [took 1064.1413s]
28/12/23 14:26:53| DEBUG [size=11,place=1] best score = 0.01363233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.831s]
28/12/23 14:26:53| DEBUG [size=11,place=2] best score = 0.01389019; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.832s]
28/12/23 14:29:20| DEBUG [size=34,place=1] best score = 0.01278631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.550s]
28/12/23 14:29:20| DEBUG [size=34,place=2] best score = 0.01292191; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.551s]
28/12/23 14:33:01| DEBUG [size=40,place=1] best score = 0.01284020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 220.947s]
28/12/23 14:33:01| DEBUG [size=40,place=2] best score = 0.01288020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 220.948s]
28/12/23 14:33:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.01279) [took 450.4372s]
28/12/23 14:39:37| INFO bin_kde_lr_gs finished [took 846.3793s]
28/12/23 14:44:02| DEBUG [size=11,place=1] best score = 0.01459273; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 263.483s]
28/12/23 14:44:02| DEBUG [size=11,place=2] best score = 0.01463719; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 263.484s]
28/12/23 14:52:21| DEBUG [size=34,place=1] best score = 0.01422524; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 499.518s]
28/12/23 14:52:21| DEBUG [size=34,place=2] best score = 0.01428655; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 499.519s]
28/12/23 15:02:49| DEBUG [size=27,place=1] best score = 0.01404911; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 627.560s]
28/12/23 15:02:49| DEBUG [size=27,place=2] best score = 0.01406492; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 627.560s]
28/12/23 15:07:30| DEBUG [size=14,place=1] best score = 0.01437618; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 280.757s]
28/12/23 15:07:30| DEBUG [size=14,place=2] best score = 0.01453636; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 280.758s]
28/12/23 15:07:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.01405) [took 1671.4347s]
28/12/23 15:15:34| INFO mul_kde_lr_gs finished [took 2156.0243s]
28/12/23 15:19:06| DEBUG [size=11,place=1] best score = 0.00969580; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 210.242s]
28/12/23 15:19:06| DEBUG [size=11,place=2] best score = 0.01118460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 210.242s]
28/12/23 15:25:10| DEBUG [size=34,place=1] best score = 0.00872691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 363.861s]
28/12/23 15:25:10| DEBUG [size=34,place=2] best score = 0.00931772; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 363.861s]
28/12/23 15:28:35| DEBUG [size=16,place=1] best score = 0.00867127; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 204.873s]
28/12/23 15:28:35| DEBUG [size=16,place=2] best score = 0.00893433; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 204.874s]
28/12/23 15:30:41| DEBUG [size=20,place=1] best score = 0.00723256; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 126.246s]
28/12/23 15:30:41| DEBUG [size=20,place=2] best score = 0.00916570; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 126.246s]
28/12/23 15:33:44| DEBUG [size=14,place=1] best score = 0.01125884; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 183.028s]
28/12/23 15:33:44| DEBUG [size=14,place=2] best score = 0.01139840; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 183.028s]
28/12/23 15:33:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00723) [took 1088.3652s]
28/12/23 15:40:07| INFO m3w_kde_lr_gs finished [took 1471.8700s]
28/12/23 15:40:07| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 6668.5184s]
28/12/23 15:40:07| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
28/12/23 15:56:49| INFO bin_kde_lr_mc finished [took 995.0074s]
28/12/23 15:57:26| INFO bin_kde_lr finished [took 1032.2110s]
28/12/23 15:57:32| INFO bin_kde_lr_ne finished [took 1037.8237s]
28/12/23 15:57:36| INFO bin_kde_lr_c finished [took 1041.8012s]
28/12/23 16:02:47| INFO m3w_kde_lr_c finished [took 1353.4263s]
28/12/23 16:04:06| INFO ref finished [took 77.7973s]
28/12/23 16:04:11| INFO m3w_kde_lr finished [took 1437.4213s]
28/12/23 16:04:41| INFO m3w_kde_lr_mc finished [took 1467.3275s]
28/12/23 16:05:29| INFO atc_mc finished [took 82.7533s]
28/12/23 16:05:36| INFO mul_kde_lr finished [took 1521.8381s]
28/12/23 16:05:40| INFO mul_kde_lr_mc finished [took 1525.6135s]
28/12/23 16:05:43| INFO doc finished [took 90.8339s]
28/12/23 16:05:54| INFO mul_kde_lr_ne finished [took 1540.1960s]
28/12/23 16:06:24| INFO mul_kde_lr_c finished [took 1573.8620s]
28/12/23 16:10:18| INFO bin_kde_lr_is finished [took 771.3013s]
28/12/23 16:15:16| INFO m3w_kde_lr_ne finished [took 1106.0506s]
28/12/23 16:15:37| INFO m3w_kde_lr_is finished [took 1080.2838s]
28/12/23 16:16:50| INFO mul_kde_lr_is finished [took 1157.6173s]
28/12/23 16:18:19| DEBUG [size=11,place=1] best score = 0.02044638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 87.663s]
28/12/23 16:18:19| DEBUG [size=11,place=2] best score = 0.02649992; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 87.663s]
28/12/23 16:20:36| DEBUG [size=34,place=1] best score = 0.01681116; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 136.883s]
28/12/23 16:20:36| DEBUG [size=34,place=2] best score = 0.01990784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 136.884s]
28/12/23 16:22:50| DEBUG [size=27,place=1] best score = 0.01648175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 133.642s]
28/12/23 16:22:50| DEBUG [size=27,place=2] best score = 0.01667989; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 133.643s]
28/12/23 16:25:08| DEBUG [size=31,place=1] best score = 0.01643511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 138.152s]
28/12/23 16:25:08| DEBUG [size=31,place=2] best score = 0.01667104; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 138.153s]
28/12/23 16:26:23| DEBUG [size=13,place=1] best score = 0.02074673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 74.964s]
28/12/23 16:26:23| DEBUG [size=13,place=2] best score = 0.02074980; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 74.965s]
28/12/23 16:26:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01644) [took 571.4223s]
28/12/23 16:31:46| INFO bin_kde_lr_gs finished [took 894.5112s]
28/12/23 16:36:16| DEBUG [size=11,place=1] best score = 0.01550718; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 268.711s]
28/12/23 16:36:16| DEBUG [size=11,place=2] best score = 0.02690014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 268.712s]
28/12/23 16:44:38| DEBUG [size=34,place=1] best score = 0.01325482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 502.153s]
28/12/23 16:44:38| DEBUG [size=34,place=2] best score = 0.01550156; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 502.154s]
28/12/23 16:49:21| DEBUG [size=16,place=1] best score = 0.01522945; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 283.219s]
28/12/23 16:49:21| DEBUG [size=16,place=2] best score = 0.01776220; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 283.220s]
28/12/23 16:49:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01325) [took 1054.1919s]
28/12/23 16:55:55| INFO mul_kde_lr_gs finished [took 1447.7232s]
28/12/23 16:59:17| DEBUG [size=11,place=1] best score = 0.02366637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 199.662s]
28/12/23 16:59:17| DEBUG [size=11,place=2] best score = 0.02424175; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 199.663s]
28/12/23 17:04:30| DEBUG [size=34,place=1] best score = 0.01759526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 313.885s]
28/12/23 17:04:30| DEBUG [size=34,place=2] best score = 0.02189257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 313.885s]
28/12/23 17:08:04| DEBUG [size=16,place=1] best score = 0.01687873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 213.700s]
28/12/23 17:08:04| DEBUG [size=16,place=2] best score = 0.01943452; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 213.701s]
28/12/23 17:16:03| DEBUG [size=39,place=1] best score = 0.02195458; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 478.593s]
28/12/23 17:16:03| DEBUG [size=39,place=2] best score = 0.02209250; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 478.593s]
28/12/23 17:16:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1205.9533s]
28/12/23 17:21:27| INFO m3w_kde_lr_gs finished [took 1530.2426s]
28/12/23 17:21:27| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 6079.6108s]
28/12/23 17:21:27| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
28/12/23 17:38:21| INFO bin_kde_lr finished [took 1008.6588s]
28/12/23 17:38:28| INFO bin_kde_lr_c finished [took 1015.4284s]
28/12/23 17:38:33| INFO bin_kde_lr_ne finished [took 1020.7768s]
28/12/23 17:38:42| INFO bin_kde_lr_mc finished [took 1029.2546s]
28/12/23 17:45:50| INFO m3w_kde_lr finished [took 1457.3340s]
28/12/23 17:46:30| INFO m3w_kde_lr_c finished [took 1497.3790s]
28/12/23 17:46:36| INFO mul_kde_lr finished [took 1503.6244s]
28/12/23 17:47:12| INFO m3w_kde_lr_mc finished [took 1539.8224s]
28/12/23 17:47:15| INFO ref finished [took 84.1775s]
28/12/23 17:48:02| INFO mul_kde_lr_c finished [took 1589.3368s]
28/12/23 17:48:04| INFO atc_mc finished [took 93.6603s]
28/12/23 17:48:14| INFO doc finished [took 96.8844s]
28/12/23 17:48:21| INFO mul_kde_lr_ne finished [took 1608.9655s]
28/12/23 17:48:27| INFO mul_kde_lr_mc finished [took 1614.1535s]
28/12/23 17:51:30| INFO bin_kde_lr_is finished [took 781.8605s]
28/12/23 17:56:30| INFO m3w_kde_lr_ne finished [took 1087.8579s]
28/12/23 17:56:54| INFO m3w_kde_lr_is finished [took 1091.5450s]
28/12/23 17:57:45| INFO mul_kde_lr_is finished [took 1151.0199s]
28/12/23 17:59:18| DEBUG [size=11,place=1] best score = 0.00801773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 91.954s]
28/12/23 17:59:18| DEBUG [size=11,place=2] best score = 0.00949119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 91.954s]
28/12/23 18:04:49| DEBUG [size=53,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 330.616s]
28/12/23 18:04:49| DEBUG [size=53,place=2] best score = 0.00773818; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 330.617s]
28/12/23 18:08:50| DEBUG [size=25,place=1] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 240.929s]
28/12/23 18:08:50| DEBUG [size=25,place=2] best score = 0.00830387; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 240.929s]
28/12/23 18:13:47| DEBUG [size=42,place=1] best score = 0.00873883; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 297.409s]
28/12/23 18:13:47| DEBUG [size=42,place=2] best score = 0.00885092; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 297.409s]
28/12/23 18:13:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 961.0234s]
28/12/23 18:19:18| INFO bin_kde_lr_gs finished [took 1291.4286s]
28/12/23 18:23:48| DEBUG [size=11,place=1] best score = 0.01215034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 269.266s]
28/12/23 18:23:48| DEBUG [size=11,place=2] best score = 0.01244573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 269.266s]
28/12/23 18:45:36| DEBUG [size=53,place=1] best score = 0.00907090; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1307.692s]
28/12/23 18:45:36| DEBUG [size=53,place=2] best score = 0.01078336; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1307.692s]
28/12/23 19:03:19| DEBUG [size=41,place=1] best score = 0.00729316; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1063.228s]
28/12/23 19:03:19| DEBUG [size=41,place=2] best score = 0.00787193; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1063.228s]
28/12/23 19:19:30| DEBUG [size=38,place=1] best score = 0.00709745; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 971.401s]
28/12/23 19:19:30| DEBUG [size=38,place=2] best score = 0.00720857; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 971.402s]
28/12/23 19:29:00| DEBUG [size=28,place=1] best score = 0.00710874; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 569.500s]
28/12/23 19:29:00| DEBUG [size=28,place=2] best score = 0.00780731; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 569.500s]
28/12/23 19:29:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00710) [took 4181.2010s]
28/12/23 19:36:02| INFO mul_kde_lr_gs finished [took 4603.1391s]
28/12/23 19:39:15| DEBUG [size=11,place=1] best score = 0.00737649; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 192.211s]
28/12/23 19:39:15| DEBUG [size=11,place=2] best score = 0.01111595; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 192.211s]
28/12/23 19:54:52| DEBUG [size=52,place=1] best score = 0.00636288; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 937.299s]
28/12/23 19:54:52| DEBUG [size=52,place=2] best score = 0.00760705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 937.300s]
28/12/23 20:03:26| DEBUG [size=27,place=1] best score = 0.00722845; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 514.128s]
28/12/23 20:03:26| DEBUG [size=27,place=2] best score = 0.00781669; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 514.129s]
28/12/23 20:03:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1643.7486s]
28/12/23 20:09:25| INFO m3w_kde_lr_gs finished [took 2002.8002s]
28/12/23 20:09:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 10078.2659s]
28/12/23 20:09:25| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
28/12/23 20:26:01| INFO bin_kde_lr_c finished [took 989.1798s]
28/12/23 20:26:18| INFO bin_kde_lr_mc finished [took 1006.2277s]
28/12/23 20:26:26| INFO bin_kde_lr finished [took 1014.6078s]
28/12/23 20:26:38| INFO bin_kde_lr_ne finished [took 1026.6087s]
28/12/23 20:33:22| INFO m3w_kde_lr finished [took 1430.8102s]
28/12/23 20:33:55| INFO m3w_kde_lr_c finished [took 1464.0359s]
28/12/23 20:34:19| INFO m3w_kde_lr_mc finished [took 1487.9263s]
28/12/23 20:34:43| INFO ref finished [took 79.6642s]
28/12/23 20:35:26| INFO atc_mc finished [took 89.7496s]
28/12/23 20:35:46| INFO doc finished [took 86.4902s]
28/12/23 20:35:48| INFO mul_kde_lr finished [took 1576.4861s]
28/12/23 20:35:55| INFO mul_kde_lr_c finished [took 1586.0846s]
28/12/23 20:36:03| INFO mul_kde_lr_mc finished [took 1591.8542s]
28/12/23 20:36:11| INFO mul_kde_lr_ne finished [took 1599.3622s]
28/12/23 20:39:44| INFO bin_kde_lr_is finished [took 805.9451s]
28/12/23 20:44:38| INFO m3w_kde_lr_is finished [took 1078.7594s]
28/12/23 20:44:40| INFO m3w_kde_lr_ne finished [took 1118.5088s]
28/12/23 20:45:38| INFO mul_kde_lr_is finished [took 1150.8582s]
28/12/23 20:47:10| DEBUG [size=11,place=1] best score = 0.00944409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 91.075s]
28/12/23 20:47:10| DEBUG [size=11,place=2] best score = 0.01488623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 91.076s]
28/12/23 20:52:32| DEBUG [size=52,place=1] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 321.783s]
28/12/23 20:52:32| DEBUG [size=52,place=2] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 321.784s]
28/12/23 20:53:57| DEBUG [size=16,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 85.122s]
28/12/23 20:53:57| DEBUG [size=16,place=2] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.123s]
28/12/23 20:57:33| DEBUG [size=41,place=1] best score = 0.00756091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 215.445s]
28/12/23 20:57:33| DEBUG [size=41,place=2] best score = 0.00776349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 215.457s]
28/12/23 20:57:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 713.5488s]
28/12/23 21:02:53| INFO bin_kde_lr_gs finished [took 1033.7191s]
28/12/23 21:07:19| DEBUG [size=11,place=1] best score = 0.00908940; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 264.952s]
28/12/23 21:07:19| DEBUG [size=11,place=2] best score = 0.01493178; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 264.953s]
28/12/23 21:29:35| DEBUG [size=53,place=1] best score = 0.00785277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1336.013s]
28/12/23 21:29:35| DEBUG [size=53,place=2] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1336.013s]
28/12/23 21:33:57| DEBUG [size=14,place=1] best score = 0.00667607; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 262.285s]
28/12/23 21:33:57| DEBUG [size=14,place=2] best score = 0.00727881; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 262.286s]
28/12/23 21:50:17| DEBUG [size=38,place=1] best score = 0.00673050; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 979.807s]
28/12/23 21:50:17| DEBUG [size=38,place=2] best score = 0.00680071; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 979.807s]
28/12/23 21:50:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00668) [took 2843.1714s]
28/12/23 21:57:54| INFO mul_kde_lr_gs finished [took 3300.0599s]
28/12/23 22:01:18| DEBUG [size=11,place=1] best score = 0.01178544; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 203.814s]
28/12/23 22:01:18| DEBUG [size=11,place=2] best score = 0.01684634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 203.815s]
28/12/23 22:06:59| DEBUG [size=34,place=1] best score = 0.00986114; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 340.509s]
28/12/23 22:06:59| DEBUG [size=34,place=2] best score = 0.01082969; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 340.510s]
28/12/23 22:10:24| DEBUG [size=27,place=1] best score = 0.00953932; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 204.831s]
28/12/23 22:10:24| DEBUG [size=27,place=2] best score = 0.00979014; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 204.832s]
28/12/23 22:13:24| DEBUG [size=14,place=1] best score = 0.01431503; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 180.679s]
28/12/23 22:13:24| DEBUG [size=14,place=2] best score = 0.01463339; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 180.680s]
28/12/23 22:13:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00954) [took 929.9541s]
28/12/23 22:23:50| INFO m3w_kde_lr_gs finished [took 1555.7436s]
28/12/23 22:23:50| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 8064.8422s]
28/12/23 22:23:50| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
28/12/23 22:41:24| INFO bin_kde_lr finished [took 1049.1620s]
28/12/23 22:41:28| INFO bin_kde_lr_ne finished [took 1052.6789s]
28/12/23 22:41:28| INFO bin_kde_lr_mc finished [took 1052.8198s]
28/12/23 22:41:29| INFO bin_kde_lr_c finished [took 1054.3302s]
28/12/23 22:48:51| INFO m3w_kde_lr finished [took 1495.7234s]
28/12/23 22:48:57| INFO m3w_kde_lr_c finished [took 1502.0022s]
28/12/23 22:49:06| INFO mul_kde_lr finished [took 1511.4383s]
28/12/23 22:49:14| INFO m3w_kde_lr_mc finished [took 1519.5828s]
28/12/23 22:49:48| INFO mul_kde_lr_ne finished [took 1553.1019s]
28/12/23 22:50:21| INFO ref finished [took 89.8254s]
28/12/23 22:50:24| INFO atc_mc finished [took 86.6187s]
28/12/23 22:50:34| INFO doc finished [took 86.5846s]
28/12/23 22:50:55| INFO mul_kde_lr_c finished [took 1619.7254s]
28/12/23 22:51:16| INFO mul_kde_lr_mc finished [took 1641.2623s]
28/12/23 22:54:31| INFO bin_kde_lr_is finished [took 782.6453s]
28/12/23 22:59:26| INFO m3w_kde_lr_is finished [took 1076.0042s]
28/12/23 22:59:34| INFO m3w_kde_lr_ne finished [took 1089.7792s]
28/12/23 23:00:57| INFO mul_kde_lr_is finished [took 1168.3244s]
28/12/23 23:02:29| DEBUG [size=11,place=1] best score = 0.01015108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 91.170s]
28/12/23 23:02:29| DEBUG [size=11,place=2] best score = 0.01025598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 91.170s]
28/12/23 23:10:00| DEBUG [size=53,place=1] best score = 0.00799537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 451.251s]
28/12/23 23:10:00| DEBUG [size=53,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 451.252s]
28/12/23 23:13:43| DEBUG [size=30,place=1] best score = 0.00833023; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 223.592s]
28/12/23 23:13:43| DEBUG [size=30,place=2] best score = 0.00835864; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 223.593s]
28/12/23 23:13:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00800) [took 766.1236s]
28/12/23 23:19:20| INFO bin_kde_lr_gs finished [took 1103.1705s]
28/12/23 23:23:49| DEBUG [size=11,place=1] best score = 0.00814413; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 267.931s]
28/12/23 23:23:49| DEBUG [size=11,place=2] best score = 0.00987547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 267.932s]
28/12/23 23:40:48| DEBUG [size=53,place=1] best score = 0.00757704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1018.608s]
28/12/23 23:40:48| DEBUG [size=53,place=2] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1018.609s]
28/12/23 23:53:11| DEBUG [size=29,place=1] best score = 0.00715657; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 743.003s]
28/12/23 23:53:11| DEBUG [size=29,place=2] best score = 0.00731973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 743.004s]
28/12/23 23:58:12| DEBUG [size=14,place=1] best score = 0.00784851; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 301.020s]
28/12/23 23:58:12| DEBUG [size=14,place=2] best score = 0.01127131; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 301.021s]
28/12/23 23:58:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00716) [took 2330.6779s]
29/12/23 00:05:21| INFO mul_kde_lr_gs finished [took 2760.2053s]
29/12/23 00:08:41| DEBUG [size=11,place=1] best score = 0.00929236; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 199.555s]
29/12/23 00:08:41| DEBUG [size=11,place=2] best score = 0.00974384; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.556s]
29/12/23 00:24:31| DEBUG [size=52,place=1] best score = 0.00969853; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 950.114s]
29/12/23 00:24:31| DEBUG [size=52,place=2] best score = 0.00986018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 950.115s]
29/12/23 00:24:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00929) [took 1149.7757s]
29/12/23 00:30:33| INFO m3w_kde_lr_gs finished [took 1511.4084s]
29/12/23 00:30:33| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 7602.7117s]
29/12/23 00:30:33| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
29/12/23 00:47:36| INFO bin_kde_lr_mc finished [took 1016.7188s]
29/12/23 00:47:46| INFO bin_kde_lr finished [took 1029.2362s]
29/12/23 00:47:47| INFO bin_kde_lr_c finished [took 1026.8633s]
29/12/23 00:47:47| INFO bin_kde_lr_ne finished [took 1026.9251s]
29/12/23 00:53:30| INFO m3w_kde_lr finished [took 1370.4558s]
29/12/23 00:53:51| INFO m3w_kde_lr_c finished [took 1391.6870s]
29/12/23 00:54:43| INFO m3w_kde_lr_mc finished [took 1442.9925s]
29/12/23 00:54:46| INFO ref finished [took 74.7880s]
29/12/23 00:55:17| INFO atc_mc finished [took 84.4977s]
29/12/23 00:55:26| INFO mul_kde_lr_c finished [took 1485.7823s]
29/12/23 00:55:54| INFO doc finished [took 70.1077s]
29/12/23 00:55:55| INFO mul_kde_lr finished [took 1515.4042s]
29/12/23 00:56:04| INFO mul_kde_lr_mc finished [took 1524.0826s]
29/12/23 00:56:11| INFO mul_kde_lr_ne finished [took 1531.6890s]
29/12/23 01:01:05| INFO bin_kde_lr_is finished [took 798.6015s]
29/12/23 01:04:38| INFO m3w_kde_lr_is finished [took 1009.9023s]
29/12/23 01:05:12| INFO m3w_kde_lr_ne finished [took 1054.0012s]
29/12/23 01:05:55| INFO mul_kde_lr_is finished [took 1086.8420s]
29/12/23 01:07:23| DEBUG [size=11,place=1] best score = 0.00787137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 87.128s]
29/12/23 01:07:23| DEBUG [size=11,place=2] best score = 0.00870996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.129s]
29/12/23 01:12:28| DEBUG [size=53,place=1] best score = 0.00668621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 305.184s]
29/12/23 01:12:28| DEBUG [size=53,place=2] best score = 0.00763604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 305.185s]
29/12/23 01:14:47| DEBUG [size=28,place=1] best score = 0.00653096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 138.664s]
29/12/23 01:14:47| DEBUG [size=28,place=2] best score = 0.00657012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 138.665s]
29/12/23 01:16:11| DEBUG [size=14,place=1] best score = 0.00677938; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 83.939s]
29/12/23 01:16:11| DEBUG [size=14,place=2] best score = 0.00681926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 83.939s]
29/12/23 01:16:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00653) [took 615.0280s]
29/12/23 01:22:17| INFO bin_kde_lr_gs finished [took 980.7110s]
29/12/23 01:26:55| DEBUG [size=11,place=1] best score = 0.00896199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 276.627s]
29/12/23 01:26:55| DEBUG [size=11,place=2] best score = 0.00938619; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 276.628s]
29/12/23 01:35:41| DEBUG [size=34,place=1] best score = 0.00772349; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 526.396s]
29/12/23 01:35:41| DEBUG [size=34,place=2] best score = 0.00773738; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 526.396s]
29/12/23 01:45:08| DEBUG [size=22,place=1] best score = 0.00750076; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 567.336s]
29/12/23 01:45:08| DEBUG [size=22,place=2] best score = 0.00750781; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 567.337s]
29/12/23 01:50:04| DEBUG [size=14,place=1] best score = 0.00783380; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 295.692s]
29/12/23 01:50:04| DEBUG [size=14,place=2] best score = 0.00877638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 295.692s]
29/12/23 01:50:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00750) [took 1666.1653s]
29/12/23 01:57:13| INFO mul_kde_lr_gs finished [took 2094.9745s]
29/12/23 02:00:34| DEBUG [size=11,place=1] best score = 0.01226916; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.471s]
29/12/23 02:00:34| DEBUG [size=11,place=2] best score = 0.01374821; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 199.472s]
29/12/23 02:16:17| DEBUG [size=51,place=1] best score = 0.00947634; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 943.235s]
29/12/23 02:16:17| DEBUG [size=51,place=2] best score = 0.00993357; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 943.236s]
29/12/23 02:19:05| DEBUG [size=14,place=1] best score = 0.00886541; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.117s]
29/12/23 02:19:05| DEBUG [size=14,place=2] best score = 0.00924739; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.118s]
29/12/23 02:29:47| DEBUG [size=41,place=1] best score = 0.00791797; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 642.377s]
29/12/23 02:29:47| DEBUG [size=41,place=2] best score = 0.00803822; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 642.378s]
29/12/23 02:32:04| DEBUG [size=12,place=1] best score = 0.00835006; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 136.345s]
29/12/23 02:32:04| DEBUG [size=12,place=2] best score = 0.00887987; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 136.345s]
29/12/23 02:32:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00792) [took 2089.6787s]
29/12/23 02:38:08| INFO m3w_kde_lr_gs finished [took 2454.0617s]
29/12/23 02:38:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 7655.1753s]
29/12/23 02:38:08| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
29/12/23 02:55:30| INFO bin_kde_lr_mc finished [took 1035.1355s]
29/12/23 02:56:16| INFO bin_kde_lr_ne finished [took 1082.0663s]
29/12/23 02:56:32| INFO bin_kde_lr_c finished [took 1097.4091s]
29/12/23 02:56:36| INFO bin_kde_lr finished [took 1101.7304s]
29/12/23 03:00:29| INFO m3w_kde_lr finished [took 1334.5237s]
29/12/23 03:01:25| INFO m3w_kde_lr_mc finished [took 1390.8831s]
29/12/23 03:01:31| INFO mul_kde_lr finished [took 1399.3015s]
29/12/23 03:01:49| INFO ref finished [took 79.4687s]
29/12/23 03:02:00| INFO m3w_kde_lr_c finished [took 1425.9888s]
29/12/23 03:02:39| INFO doc finished [took 67.7026s]
29/12/23 03:02:48| INFO atc_mc finished [took 81.4487s]
29/12/23 03:03:13| INFO mul_kde_lr_c finished [took 1498.4637s]
29/12/23 03:03:16| INFO mul_kde_lr_mc finished [took 1501.9888s]
29/12/23 03:03:25| INFO mul_kde_lr_ne finished [took 1510.2582s]
29/12/23 03:09:31| INFO bin_kde_lr_is finished [took 793.1897s]
29/12/23 03:11:54| INFO m3w_kde_lr_ne finished [took 983.7226s]
29/12/23 03:12:43| INFO m3w_kde_lr_is finished [took 965.5226s]
29/12/23 03:13:34| INFO mul_kde_lr_is finished [took 1021.4691s]
29/12/23 03:14:55| DEBUG [size=11,place=1] best score = 0.00877295; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.423s]
29/12/23 03:14:55| DEBUG [size=11,place=2] best score = 0.01034238; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 79.424s]
29/12/23 03:17:26| DEBUG [size=34,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.780s]
29/12/23 03:17:26| DEBUG [size=34,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 151.781s]
29/12/23 03:18:51| DEBUG [size=16,place=1] best score = 0.00897360; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 84.875s]
29/12/23 03:18:51| DEBUG [size=16,place=2] best score = 0.00902213; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 84.876s]
29/12/23 03:18:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00823) [took 316.1878s]
29/12/23 03:24:31| INFO bin_kde_lr_gs finished [took 656.1513s]
29/12/23 03:29:00| DEBUG [size=11,place=1] best score = 0.00860917; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 267.696s]
29/12/23 03:29:00| DEBUG [size=11,place=2] best score = 0.01310220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 267.697s]
29/12/23 03:37:35| DEBUG [size=34,place=1] best score = 0.00717803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 515.690s]
29/12/23 03:37:35| DEBUG [size=34,place=2] best score = 0.00759014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 515.691s]
29/12/23 03:42:22| DEBUG [size=16,place=1] best score = 0.00916956; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 286.492s]
29/12/23 03:42:22| DEBUG [size=16,place=2] best score = 0.00926408; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 286.492s]
29/12/23 03:42:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00718) [took 1069.9894s]
29/12/23 03:49:36| INFO mul_kde_lr_gs finished [took 1504.0705s]
29/12/23 03:53:00| DEBUG [size=11,place=1] best score = 0.00707575; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 202.406s]
29/12/23 03:53:00| DEBUG [size=11,place=2] best score = 0.01085311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 202.406s]
29/12/23 03:58:53| DEBUG [size=34,place=1] best score = 0.00661823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 353.595s]
29/12/23 03:58:53| DEBUG [size=34,place=2] best score = 0.00670507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 353.595s]
29/12/23 04:02:18| DEBUG [size=16,place=1] best score = 0.00656629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 204.859s]
29/12/23 04:02:18| DEBUG [size=16,place=2] best score = 0.00666507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.859s]
29/12/23 04:07:22| DEBUG [size=30,place=1] best score = 0.00683537; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 304.060s]
29/12/23 04:07:22| DEBUG [size=30,place=2] best score = 0.00740987; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 304.060s]
29/12/23 04:07:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00657) [took 1065.0393s]
29/12/23 04:14:11| INFO m3w_kde_lr_gs finished [took 1474.2371s]
29/12/23 04:14:11| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 5763.1110s]
29/12/23 04:14:11| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
29/12/23 04:36:49| INFO bin_kde_lr_c finished [took 1352.1794s]
29/12/23 04:36:56| INFO bin_kde_lr finished [took 1359.2531s]
29/12/23 04:37:22| INFO bin_kde_lr_ne finished [took 1384.8869s]
29/12/23 04:37:37| INFO bin_kde_lr_mc finished [took 1400.2578s]
29/12/23 04:39:05| INFO m3w_kde_lr finished [took 1487.8070s]
29/12/23 04:39:58| INFO m3w_kde_lr_c finished [took 1541.5039s]
29/12/23 04:40:12| INFO m3w_kde_lr_mc finished [took 1554.6236s]
29/12/23 04:40:23| INFO ref finished [took 77.9637s]
29/12/23 04:40:55| INFO atc_mc finished [took 55.8721s]
29/12/23 04:41:11| INFO mul_kde_lr finished [took 1614.4627s]
29/12/23 04:41:35| INFO mul_kde_lr_mc finished [took 1638.4775s]
29/12/23 04:41:41| INFO doc finished [took 89.0403s]
29/12/23 04:42:36| INFO mul_kde_lr_c finished [took 1701.2568s]
29/12/23 04:43:00| INFO mul_kde_lr_ne finished [took 1722.6511s]
29/12/23 04:53:09| INFO bin_kde_lr_is finished [took 972.9748s]
29/12/23 04:54:56| INFO m3w_kde_lr_ne finished [took 1086.5853s]
29/12/23 04:55:18| INFO m3w_kde_lr_is finished [took 1060.0284s]
29/12/23 04:56:53| INFO mul_kde_lr_is finished [took 1170.5450s]
29/12/23 04:58:16| DEBUG [size=11,place=1] best score = 0.00602932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.974s]
29/12/23 04:58:16| DEBUG [size=11,place=2] best score = 0.00667302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.975s]
29/12/23 05:00:56| DEBUG [size=34,place=1] best score = 0.00551992; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 159.646s]
29/12/23 05:00:56| DEBUG [size=34,place=2] best score = 0.00601292; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 159.646s]
29/12/23 05:03:34| DEBUG [size=27,place=1] best score = 0.00539687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 157.914s]
29/12/23 05:03:34| DEBUG [size=27,place=2] best score = 0.00539932; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 157.915s]
29/12/23 05:05:14| DEBUG [size=14,place=1] best score = 0.00677940; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 100.876s]
29/12/23 05:05:14| DEBUG [size=14,place=2] best score = 0.00678020; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 100.877s]
29/12/23 05:05:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 500.5261s]
29/12/23 05:14:27| INFO bin_kde_lr_gs finished [took 1053.2671s]
29/12/23 05:18:54| DEBUG [size=11,place=1] best score = 0.00814323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 266.320s]
29/12/23 05:18:54| DEBUG [size=11,place=2] best score = 0.01108514; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 266.321s]
29/12/23 05:26:50| DEBUG [size=34,place=1] best score = 0.00809045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 475.121s]
29/12/23 05:26:50| DEBUG [size=34,place=2] best score = 0.00818104; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 475.122s]
29/12/23 05:31:29| DEBUG [size=16,place=1] best score = 0.01113017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 279.669s]
29/12/23 05:31:29| DEBUG [size=16,place=2] best score = 0.01163099; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 279.669s]
29/12/23 05:31:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00809) [took 1021.2186s]
29/12/23 05:43:25| INFO mul_kde_lr_gs finished [took 1736.7611s]
29/12/23 05:46:52| DEBUG [size=11,place=1] best score = 0.00746074; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 206.156s]
29/12/23 05:46:52| DEBUG [size=11,place=2] best score = 0.01089697; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 206.157s]
29/12/23 05:52:22| DEBUG [size=34,place=1] best score = 0.00743495; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 330.523s]
29/12/23 05:52:22| DEBUG [size=34,place=2] best score = 0.00749617; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 330.524s]
29/12/23 05:55:45| DEBUG [size=16,place=1] best score = 0.00938453; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 202.801s]
29/12/23 05:55:45| DEBUG [size=16,place=2] best score = 0.00986901; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 202.801s]
29/12/23 05:55:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00743) [took 739.5949s]
29/12/23 06:06:54| INFO m3w_kde_lr_gs finished [took 1408.2189s]
29/12/23 06:06:54| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 6762.5694s]
----------------------------------------------------------------------------------------------------
30/12/23 21:24:10| INFO dataset rcv1_GCAT [pool size: 10]
30/12/23 21:24:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
30/12/23 21:24:13| WARNING Method d_bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/12/23 21:24:15| WARNING Method d_bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/12/23 21:24:15| WARNING Method d_bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/12/23 21:24:15| WARNING Method d_bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/12/23 21:24:16| WARNING Method d_bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
30/12/23 21:26:17| INFO d_m3w_sld_lr_mc finished [took 121.4888s]
30/12/23 21:26:20| INFO d_mul_sld_lr_c finished [took 125.3083s]
30/12/23 21:26:27| INFO ref finished [took 129.8772s]
30/12/23 21:26:38| INFO d_m3w_sld_lr_ne finished [took 142.9174s]
30/12/23 21:26:38| INFO d_m3w_sld_lr_c finished [took 143.0786s]
30/12/23 21:26:39| INFO d_m3w_sld_lr_is finished [took 142.5636s]
30/12/23 21:26:41| INFO d_m3w_sld_lr finished [took 146.2902s]
30/12/23 21:26:42| INFO d_mul_sld_lr finished [took 146.6218s]
30/12/23 21:26:45| INFO d_mul_sld_lr_mc finished [took 150.5860s]
30/12/23 21:26:47| INFO d_mul_sld_lr_ne finished [took 151.8737s]
30/12/23 21:26:49| INFO d_mul_sld_lr_is finished [took 152.5995s]
30/12/23 21:27:19| INFO doc finished [took 57.9366s]
30/12/23 21:27:24| INFO atc_mc finished [took 66.2102s]
30/12/23 21:27:25| WARNING Method d_bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
30/12/23 21:27:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00665) [took 14.3363s]
30/12/23 21:28:36| INFO d_mul_sld_lr_gs finished [took 70.0852s]
30/12/23 21:28:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00542) [took 15.9911s]
30/12/23 21:29:40| INFO d_m3w_sld_lr_gs finished [took 63.3030s]
30/12/23 21:29:40| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 329.9017s]
30/12/23 21:29:40| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
30/12/23 21:31:42| INFO d_m3w_sld_lr finished [took 119.3346s]
30/12/23 21:31:52| INFO d_m3w_sld_lr_c finished [took 129.4055s]
30/12/23 21:32:03| INFO d_m3w_sld_lr_mc finished [took 140.2340s]
30/12/23 21:32:20| INFO d_mul_sld_lr_c finished [took 157.3105s]
30/12/23 21:32:29| INFO d_mul_sld_lr_mc finished [took 165.8702s]
30/12/23 21:32:42| INFO d_bin_sld_lr_c finished [took 179.7777s]
30/12/23 21:32:42| INFO d_mul_sld_lr_ne finished [took 179.0548s]
30/12/23 21:32:42| INFO d_mul_sld_lr finished [took 179.4600s]
30/12/23 21:32:48| INFO d_bin_sld_lr finished [took 185.5454s]
30/12/23 21:32:59| INFO d_bin_sld_lr_ne finished [took 195.5887s]
30/12/23 21:33:00| INFO d_bin_sld_lr_mc finished [took 197.1359s]
30/12/23 21:33:38| INFO ref finished [took 68.5797s]
30/12/23 21:33:40| INFO d_m3w_sld_lr_ne finished [took 117.2662s]
30/12/23 21:33:48| INFO d_m3w_sld_lr_is finished [took 86.9631s]
30/12/23 21:33:50| INFO d_bin_sld_lr_is finished [took 116.8194s]
30/12/23 21:33:53| INFO atc_mc finished [took 70.2441s]
30/12/23 21:33:57| INFO doc finished [took 74.0544s]
30/12/23 21:34:03| INFO d_mul_sld_lr_is finished [took 118.8921s]
30/12/23 21:34:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00736) [took 27.0980s]
30/12/23 21:35:32| INFO d_bin_sld_lr_gs finished [took 87.6953s]
30/12/23 21:35:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00641) [took 21.4835s]
30/12/23 21:36:51| INFO d_mul_sld_lr_gs finished [took 78.4719s]
30/12/23 21:37:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00689) [took 13.0153s]
30/12/23 21:37:51| INFO d_m3w_sld_lr_gs finished [took 59.2380s]
30/12/23 21:37:51| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 491.1417s]
30/12/23 21:37:51| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
30/12/23 21:40:13| INFO d_m3w_sld_lr_c finished [took 138.8774s]
30/12/23 21:40:17| INFO d_m3w_sld_lr_mc finished [took 143.2189s]
30/12/23 21:40:19| INFO d_m3w_sld_lr finished [took 145.4846s]
30/12/23 21:40:22| INFO d_bin_sld_lr_mc finished [took 147.8787s]
30/12/23 21:40:28| INFO d_mul_sld_lr_c finished [took 153.9423s]
30/12/23 21:40:28| INFO d_mul_sld_lr_mc finished [took 154.8731s]
30/12/23 21:40:48| INFO d_bin_sld_lr_c finished [took 174.5924s]
30/12/23 21:40:48| INFO d_mul_sld_lr_ne finished [took 174.4057s]
30/12/23 21:40:49| INFO d_bin_sld_lr_ne finished [took 175.2172s]
30/12/23 21:40:54| INFO d_bin_sld_lr finished [took 180.5060s]
30/12/23 21:40:54| INFO d_mul_sld_lr finished [took 180.5585s]
30/12/23 21:41:40| INFO atc_mc finished [took 71.4545s]
30/12/23 21:41:44| INFO ref finished [took 75.2249s]
30/12/23 21:42:01| INFO d_m3w_sld_lr_ne finished [took 107.2225s]
30/12/23 21:42:01| INFO d_m3w_sld_lr_is finished [took 98.9265s]
30/12/23 21:42:02| INFO d_mul_sld_lr_is finished [took 102.3341s]
30/12/23 21:42:03| INFO doc finished [took 74.0230s]
30/12/23 21:42:17| INFO d_bin_sld_lr_is finished [took 119.1938s]
30/12/23 21:42:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00859) [took 22.8503s]
30/12/23 21:43:40| INFO d_bin_sld_lr_gs finished [took 81.9316s]
30/12/23 21:44:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00870) [took 20.9024s]
30/12/23 21:45:06| INFO d_mul_sld_lr_gs finished [took 84.8706s]
30/12/23 21:45:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 12.0010s]
30/12/23 21:46:05| INFO d_m3w_sld_lr_gs finished [took 58.4481s]
30/12/23 21:46:05| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 493.7255s]
30/12/23 21:46:05| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
30/12/23 21:48:31| INFO d_bin_sld_lr finished [took 144.6784s]
30/12/23 21:48:32| INFO d_m3w_sld_lr_mc finished [took 144.4357s]
30/12/23 21:48:33| INFO d_m3w_sld_lr_c finished [took 145.4328s]
30/12/23 21:48:34| INFO d_m3w_sld_lr finished [took 146.6170s]
30/12/23 21:48:35| INFO d_mul_sld_lr_ne finished [took 147.5476s]
30/12/23 21:48:45| INFO d_bin_sld_lr_ne finished [took 157.3233s]
30/12/23 21:48:46| INFO d_bin_sld_lr_c finished [took 159.0021s]
30/12/23 21:48:52| INFO d_mul_sld_lr finished [took 164.4037s]
30/12/23 21:48:55| INFO d_mul_sld_lr_mc finished [took 167.7307s]
30/12/23 21:48:59| INFO d_mul_sld_lr_c finished [took 171.2662s]
30/12/23 21:49:01| INFO d_bin_sld_lr_mc finished [took 173.5894s]
30/12/23 21:49:55| INFO d_m3w_sld_lr_ne finished [took 83.3711s]
30/12/23 21:49:59| INFO d_m3w_sld_lr_is finished [took 83.7903s]
30/12/23 21:50:00| INFO atc_mc finished [took 74.4940s]
30/12/23 21:50:08| INFO ref finished [took 91.8119s]
30/12/23 21:50:14| INFO d_bin_sld_lr_is finished [took 101.4595s]
30/12/23 21:50:17| INFO d_mul_sld_lr_is finished [took 103.3679s]
30/12/23 21:50:19| INFO doc finished [took 91.9694s]
30/12/23 21:50:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00715) [took 23.4500s]
30/12/23 21:51:43| INFO d_bin_sld_lr_gs finished [took 83.1869s]
30/12/23 21:52:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00653) [took 19.4570s]
30/12/23 21:53:02| INFO d_mul_sld_lr_gs finished [took 78.4213s]
30/12/23 21:53:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00736) [took 11.0488s]
30/12/23 21:54:01| INFO d_m3w_sld_lr_gs finished [took 57.8440s]
30/12/23 21:54:01| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 476.1565s]
30/12/23 21:54:01| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
30/12/23 21:55:57| INFO d_m3w_sld_lr finished [took 113.8541s]
30/12/23 21:56:15| INFO d_m3w_sld_lr_c finished [took 132.3261s]
30/12/23 21:56:27| INFO d_m3w_sld_lr_mc finished [took 144.0895s]
30/12/23 21:56:38| INFO d_mul_sld_lr finished [took 155.3307s]
30/12/23 21:56:47| INFO d_mul_sld_lr_mc finished [took 163.8253s]
30/12/23 21:56:54| INFO d_bin_sld_lr_mc finished [took 171.3748s]
30/12/23 21:56:56| INFO d_bin_sld_lr_ne finished [took 173.2020s]
30/12/23 21:57:00| INFO d_mul_sld_lr_c finished [took 177.4581s]
30/12/23 21:57:05| INFO d_bin_sld_lr_c finished [took 182.2670s]
30/12/23 21:57:05| INFO d_bin_sld_lr finished [took 182.4119s]
30/12/23 21:57:06| INFO d_mul_sld_lr_ne finished [took 182.8776s]
30/12/23 21:57:15| INFO d_m3w_sld_lr_ne finished [took 77.8070s]
30/12/23 21:57:54| INFO ref finished [took 66.5960s]
30/12/23 21:57:57| INFO d_m3w_sld_lr_is finished [took 78.9247s]
30/12/23 21:58:03| INFO d_bin_sld_lr_is finished [took 107.4836s]
30/12/23 21:58:07| INFO atc_mc finished [took 72.4726s]
30/12/23 21:58:09| INFO d_mul_sld_lr_is finished [took 101.4337s]
30/12/23 21:58:10| INFO doc finished [took 73.0437s]
30/12/23 21:58:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01080) [took 23.9923s]
30/12/23 21:59:50| INFO d_bin_sld_lr_gs finished [took 100.2317s]
30/12/23 22:00:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01025) [took 21.0836s]
30/12/23 22:01:12| INFO d_mul_sld_lr_gs finished [took 81.1067s]
30/12/23 22:01:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00809) [took 11.5207s]
30/12/23 22:02:10| INFO d_m3w_sld_lr_gs finished [took 57.6489s]
30/12/23 22:02:10| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 488.9730s]
30/12/23 22:02:10| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
30/12/23 22:04:22| INFO d_m3w_sld_lr finished [took 129.0838s]
30/12/23 22:04:34| INFO d_bin_sld_lr_ne finished [took 140.9862s]
30/12/23 22:04:35| INFO d_m3w_sld_lr_mc finished [took 142.4960s]
30/12/23 22:04:36| INFO d_m3w_sld_lr_c finished [took 143.7379s]
30/12/23 22:04:49| INFO d_mul_sld_lr_c finished [took 156.7900s]
30/12/23 22:04:53| INFO d_bin_sld_lr_mc finished [took 159.9019s]
30/12/23 22:04:59| INFO d_bin_sld_lr finished [took 167.1685s]
30/12/23 22:05:07| INFO d_mul_sld_lr_mc finished [took 174.8895s]
30/12/23 22:05:10| INFO d_bin_sld_lr_c finished [took 177.2861s]
30/12/23 22:05:10| INFO d_mul_sld_lr_ne finished [took 177.8001s]
30/12/23 22:05:13| INFO d_mul_sld_lr finished [took 180.9621s]
30/12/23 22:05:53| INFO d_m3w_sld_lr_is finished [took 75.4808s]
30/12/23 22:05:54| INFO d_m3w_sld_lr_ne finished [took 91.2674s]
30/12/23 22:06:08| INFO ref finished [took 78.1416s]
30/12/23 22:06:15| INFO doc finished [took 75.1233s]
30/12/23 22:06:17| INFO d_bin_sld_lr_is finished [took 102.7615s]
30/12/23 22:06:22| INFO atc_mc finished [took 88.7997s]
30/12/23 22:06:34| INFO d_mul_sld_lr_is finished [took 118.2126s]
30/12/23 22:06:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00825) [took 24.0765s]
30/12/23 22:07:59| INFO d_bin_sld_lr_gs finished [took 83.4371s]
30/12/23 22:08:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00692) [took 20.3563s]
30/12/23 22:09:22| INFO d_mul_sld_lr_gs finished [took 82.1637s]
30/12/23 22:09:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00713) [took 11.8082s]
30/12/23 22:10:21| INFO d_m3w_sld_lr_gs finished [took 58.3338s]
30/12/23 22:10:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 490.6489s]
30/12/23 22:10:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
30/12/23 22:12:30| INFO d_mul_sld_lr_ne finished [took 127.1738s]
30/12/23 22:12:36| INFO d_m3w_sld_lr_c finished [took 132.4252s]
30/12/23 22:12:42| INFO d_m3w_sld_lr_mc finished [took 138.5915s]
30/12/23 22:12:45| INFO d_m3w_sld_lr finished [took 142.9938s]
30/12/23 22:13:28| INFO d_bin_sld_lr_ne finished [took 184.8666s]
30/12/23 22:13:31| INFO d_mul_sld_lr_c finished [took 187.4855s]
30/12/23 22:13:31| INFO d_mul_sld_lr finished [took 187.5351s]
30/12/23 22:13:33| INFO d_bin_sld_lr_c finished [took 189.6452s]
30/12/23 22:13:35| INFO d_mul_sld_lr_mc finished [took 192.1423s]
30/12/23 22:13:36| INFO d_bin_sld_lr_mc finished [took 192.9338s]
30/12/23 22:13:45| INFO d_bin_sld_lr finished [took 201.8639s]
30/12/23 22:14:06| INFO d_m3w_sld_lr_ne finished [took 95.0273s]
30/12/23 22:14:17| INFO d_mul_sld_lr_is finished [took 94.6809s]
30/12/23 22:14:29| INFO d_m3w_sld_lr_is finished [took 102.6650s]
30/12/23 22:14:34| INFO d_bin_sld_lr_is finished [took 117.2690s]
30/12/23 22:14:38| INFO atc_mc finished [took 66.8213s]
30/12/23 22:14:40| INFO doc finished [took 68.8874s]
30/12/23 22:14:41| INFO ref finished [took 72.3309s]
30/12/23 22:15:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00517) [took 22.0713s]
30/12/23 22:16:03| INFO d_bin_sld_lr_gs finished [took 80.7267s]
30/12/23 22:16:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00555) [took 18.5296s]
30/12/23 22:17:18| INFO d_mul_sld_lr_gs finished [took 74.3379s]
30/12/23 22:17:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00555) [took 11.9045s]
30/12/23 22:18:17| INFO d_m3w_sld_lr_gs finished [took 58.3692s]
30/12/23 22:18:17| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 476.0880s]
30/12/23 22:18:17| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
30/12/23 22:20:26| INFO d_m3w_sld_lr_mc finished [took 126.1608s]
30/12/23 22:20:42| INFO d_m3w_sld_lr_c finished [took 142.2383s]
30/12/23 22:20:43| INFO d_m3w_sld_lr finished [took 143.0488s]
30/12/23 22:21:26| INFO d_mul_sld_lr finished [took 186.4229s]
30/12/23 22:21:37| INFO d_mul_sld_lr_ne finished [took 197.3263s]
30/12/23 22:21:44| INFO d_mul_sld_lr_mc finished [took 204.1555s]
30/12/23 22:21:57| INFO d_mul_sld_lr_c finished [took 217.2415s]
30/12/23 22:22:15| INFO d_m3w_sld_lr_ne finished [took 108.7762s]
30/12/23 22:23:01| INFO ref finished [took 82.9723s]
30/12/23 22:23:03| INFO d_bin_sld_lr_c finished [took 282.9564s]
30/12/23 22:23:04| INFO d_bin_sld_lr_mc finished [took 283.9592s]
30/12/23 22:23:05| INFO d_bin_sld_lr_ne finished [took 285.1965s]
30/12/23 22:23:09| INFO d_m3w_sld_lr_is finished [took 102.0401s]
30/12/23 22:23:14| INFO atc_mc finished [took 89.3598s]
30/12/23 22:23:18| INFO d_mul_sld_lr_is finished [took 154.5161s]
30/12/23 22:23:27| INFO doc finished [took 89.3607s]
30/12/23 22:23:34| INFO d_bin_sld_lr_is finished [took 171.1880s]
30/12/23 22:23:39| INFO d_bin_sld_lr finished [took 320.3284s]
30/12/23 22:24:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00790) [took 37.5662s]
30/12/23 22:25:13| INFO d_bin_sld_lr_gs finished [took 93.1555s]
30/12/23 22:25:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01476) [took 20.8710s]
30/12/23 22:26:40| INFO d_mul_sld_lr_gs finished [took 85.4534s]
30/12/23 22:26:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01499) [took 12.8781s]
30/12/23 22:27:40| INFO d_m3w_sld_lr_gs finished [took 59.5762s]
30/12/23 22:27:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 563.0941s]
30/12/23 22:27:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
30/12/23 22:29:32| INFO d_mul_sld_lr_c finished [took 110.1936s]
30/12/23 22:29:54| INFO d_mul_sld_lr_ne finished [took 131.6168s]
30/12/23 22:30:01| INFO d_m3w_sld_lr_mc finished [took 139.1539s]
30/12/23 22:30:02| INFO d_m3w_sld_lr finished [took 139.4658s]
30/12/23 22:30:08| INFO d_m3w_sld_lr_c finished [took 145.9363s]
30/12/23 22:30:25| INFO d_bin_sld_lr finished [took 162.5147s]
30/12/23 22:30:26| INFO d_mul_sld_lr_mc finished [took 163.6268s]
30/12/23 22:30:27| INFO d_bin_sld_lr_ne finished [took 164.9625s]
30/12/23 22:30:28| INFO d_mul_sld_lr finished [took 165.7415s]
30/12/23 22:30:28| INFO d_bin_sld_lr_mc finished [took 165.6223s]
30/12/23 22:30:28| INFO d_bin_sld_lr_c finished [took 166.2445s]
30/12/23 22:31:20| INFO d_m3w_sld_lr_is finished [took 78.0149s]
30/12/23 22:31:23| INFO ref finished [took 74.5017s]
30/12/23 22:31:24| INFO d_m3w_sld_lr_ne finished [took 111.1919s]
30/12/23 22:31:37| INFO atc_mc finished [took 71.4102s]
30/12/23 22:31:39| INFO doc finished [took 72.5965s]
30/12/23 22:31:47| INFO d_bin_sld_lr_is finished [took 112.8236s]
30/12/23 22:31:50| INFO d_mul_sld_lr_is finished [took 108.9656s]
30/12/23 22:32:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00755) [took 13.2147s]
30/12/23 22:33:01| INFO d_bin_sld_lr_gs finished [took 70.2685s]
30/12/23 22:33:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00743) [took 17.6941s]
30/12/23 22:34:17| INFO d_mul_sld_lr_gs finished [took 74.8722s]
30/12/23 22:34:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00553) [took 19.0210s]
30/12/23 22:35:37| INFO d_m3w_sld_lr_gs finished [took 79.3151s]
30/12/23 22:35:37| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 476.6227s]
----------------------------------------------------------------------------------------------------
31/12/23 04:29:03| INFO dataset rcv1_GCAT [pool size: 10]
31/12/23 04:29:04| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
31/12/23 04:29:09| WARNING Method bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 04:29:09| WARNING Method bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 04:29:09| WARNING Method bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 04:29:09| WARNING Method bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 04:29:11| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 04:31:35| INFO m3w_sld_lr finished [took 148.9278s]
31/12/23 04:31:36| INFO ref finished [took 142.9430s]
31/12/23 04:31:39| INFO mul_sld_lr_is finished [took 148.0513s]
31/12/23 04:31:42| INFO mul_sld_lr_ne finished [took 153.3274s]
31/12/23 04:31:55| INFO m3w_sld_lr_c finished [took 166.8012s]
31/12/23 04:31:56| INFO m3w_sld_lr_mc finished [took 167.6484s]
31/12/23 04:31:58| INFO m3w_sld_lr_is finished [took 167.2514s]
31/12/23 04:32:01| INFO m3w_sld_lr_ne finished [took 170.1268s]
31/12/23 04:32:05| INFO mul_sld_lr_c finished [took 176.7877s]
31/12/23 04:32:06| INFO mul_sld_lr finished [took 177.8937s]
31/12/23 04:32:12| INFO mul_sld_lr_mc finished [took 183.6702s]
31/12/23 04:32:40| INFO doc finished [took 62.7939s]
31/12/23 04:32:43| INFO atc_mc finished [took 67.0148s]
31/12/23 04:32:45| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
31/12/23 04:37:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00743) [took 308.7526s]
31/12/23 04:38:55| INFO mul_sld_lr_gs finished [took 368.7939s]
31/12/23 04:44:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00634) [took 315.5281s]
31/12/23 04:45:02| INFO m3w_sld_lr_gs finished [took 366.1632s]
31/12/23 04:45:02| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 958.1040s]
31/12/23 04:45:02| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
31/12/23 04:47:40| INFO m3w_sld_lr_mc finished [took 155.2243s]
31/12/23 04:47:46| INFO m3w_sld_lr_c finished [took 161.9220s]
31/12/23 04:47:53| INFO m3w_sld_lr finished [took 168.1518s]
31/12/23 04:47:58| INFO bin_sld_lr finished [took 172.9172s]
31/12/23 04:48:00| INFO mul_sld_lr_c finished [took 175.1095s]
31/12/23 04:48:06| INFO bin_sld_lr_ne finished [took 181.3249s]
31/12/23 04:48:11| INFO bin_sld_lr_mc finished [took 187.2806s]
31/12/23 04:48:19| INFO mul_sld_lr_mc finished [took 194.2673s]
31/12/23 04:48:25| INFO mul_sld_lr finished [took 200.0137s]
31/12/23 04:48:26| INFO mul_sld_lr_ne finished [took 201.0139s]
31/12/23 04:48:29| INFO bin_sld_lr_c finished [took 204.4275s]
31/12/23 04:49:33| INFO m3w_sld_lr_is finished [took 93.8189s]
31/12/23 04:49:34| INFO atc_mc finished [took 87.4864s]
31/12/23 04:49:35| INFO doc finished [took 83.3140s]
31/12/23 04:49:40| INFO ref finished [took 99.4872s]
31/12/23 04:49:42| INFO mul_sld_lr_is finished [took 108.6447s]
31/12/23 04:49:43| INFO bin_sld_lr_is finished [took 115.5001s]
31/12/23 04:49:49| INFO m3w_sld_lr_ne finished [took 127.9026s]
31/12/23 04:51:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00509) [took 105.5067s]
31/12/23 04:52:36| INFO bin_sld_lr_gs finished [took 166.4662s]
31/12/23 05:00:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00688) [took 444.1057s]
31/12/23 05:01:01| INFO mul_sld_lr_gs finished [took 503.9164s]
31/12/23 05:06:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00730) [took 319.1908s]
31/12/23 05:07:13| INFO m3w_sld_lr_gs finished [took 371.3574s]
31/12/23 05:07:13| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1331.7806s]
31/12/23 05:07:13| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
31/12/23 05:09:42| INFO m3w_sld_lr finished [took 146.3530s]
31/12/23 05:09:50| INFO m3w_sld_lr_mc finished [took 153.6461s]
31/12/23 05:09:53| INFO bin_sld_lr finished [took 157.4811s]
31/12/23 05:10:08| INFO m3w_sld_lr_c finished [took 171.7300s]
31/12/23 05:10:09| INFO bin_sld_lr_ne finished [took 172.3718s]
31/12/23 05:10:26| INFO bin_sld_lr_mc finished [took 190.8405s]
31/12/23 05:10:32| INFO mul_sld_lr finished [took 195.8347s]
31/12/23 05:10:37| INFO mul_sld_lr_ne finished [took 200.6735s]
31/12/23 05:10:37| INFO bin_sld_lr_c finished [took 201.2540s]
31/12/23 05:10:41| INFO mul_sld_lr_mc finished [took 205.0564s]
31/12/23 05:10:42| INFO mul_sld_lr_c finished [took 206.3849s]
31/12/23 05:11:31| INFO m3w_sld_lr_ne finished [took 107.7165s]
31/12/23 05:11:31| INFO ref finished [took 81.6545s]
31/12/23 05:11:45| INFO m3w_sld_lr_is finished [took 96.5562s]
31/12/23 05:11:49| INFO doc finished [took 76.6592s]
31/12/23 05:11:52| INFO mul_sld_lr_is finished [took 118.1350s]
31/12/23 05:11:55| INFO bin_sld_lr_is finished [took 124.5792s]
31/12/23 05:12:02| INFO atc_mc finished [took 95.2027s]
31/12/23 05:13:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00796) [took 112.7829s]
31/12/23 05:14:58| INFO bin_sld_lr_gs finished [took 175.2032s]
31/12/23 05:22:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 442.1574s]
31/12/23 05:23:21| INFO mul_sld_lr_gs finished [took 502.2556s]
31/12/23 05:28:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00726) [took 317.8540s]
31/12/23 05:29:31| INFO m3w_sld_lr_gs finished [took 368.9093s]
31/12/23 05:29:31| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1337.5273s]
31/12/23 05:29:31| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
31/12/23 05:31:50| INFO m3w_sld_lr finished [took 136.2330s]
31/12/23 05:32:20| INFO m3w_sld_lr_mc finished [took 166.6659s]
31/12/23 05:32:27| INFO mul_sld_lr_mc finished [took 174.7066s]
31/12/23 05:32:30| INFO m3w_sld_lr_c finished [took 176.2201s]
31/12/23 05:32:33| INFO bin_sld_lr_c finished [took 179.6911s]
31/12/23 05:32:35| INFO bin_sld_lr finished [took 181.8279s]
31/12/23 05:32:47| INFO bin_sld_lr_ne finished [took 193.6292s]
31/12/23 05:32:52| INFO mul_sld_lr_ne finished [took 198.8331s]
31/12/23 05:32:56| INFO mul_sld_lr finished [took 202.6624s]
31/12/23 05:32:57| INFO bin_sld_lr_mc finished [took 204.1362s]
31/12/23 05:33:00| INFO mul_sld_lr_c finished [took 207.1693s]
31/12/23 05:33:41| INFO m3w_sld_lr_ne finished [took 110.8927s]
31/12/23 05:33:54| INFO ref finished [took 80.1569s]
31/12/23 05:33:55| INFO atc_mc finished [took 78.7927s]
31/12/23 05:34:04| INFO m3w_sld_lr_is finished [took 93.3544s]
31/12/23 05:34:14| INFO bin_sld_lr_is finished [took 113.3313s]
31/12/23 05:34:19| INFO doc finished [took 91.3486s]
31/12/23 05:34:33| INFO mul_sld_lr_is finished [took 124.6265s]
31/12/23 05:36:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00627) [took 110.4382s]
31/12/23 05:37:23| INFO bin_sld_lr_gs finished [took 169.6635s]
31/12/23 05:44:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00641) [took 442.8995s]
31/12/23 05:45:52| INFO mul_sld_lr_gs finished [took 507.5934s]
31/12/23 05:51:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00684) [took 312.8613s]
31/12/23 05:51:57| INFO m3w_sld_lr_gs finished [took 364.4713s]
31/12/23 05:51:57| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1345.9154s]
31/12/23 05:51:57| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
31/12/23 05:53:47| INFO m3w_sld_lr_mc finished [took 108.8738s]
31/12/23 05:54:55| INFO m3w_sld_lr finished [took 176.0883s]
31/12/23 05:54:55| INFO m3w_sld_lr_c finished [took 175.9848s]
31/12/23 05:55:06| INFO mul_sld_lr finished [took 187.8500s]
31/12/23 05:55:10| INFO bin_sld_lr_c finished [took 191.0208s]
31/12/23 05:55:18| INFO mul_sld_lr_c finished [took 199.0530s]
31/12/23 05:55:19| INFO bin_sld_lr finished [took 200.0996s]
31/12/23 05:55:20| INFO bin_sld_lr_mc finished [took 201.8631s]
31/12/23 05:55:22| INFO mul_sld_lr_ne finished [took 202.9292s]
31/12/23 05:55:22| INFO bin_sld_lr_ne finished [took 203.3925s]
31/12/23 05:55:27| INFO mul_sld_lr_mc finished [took 207.9965s]
31/12/23 05:55:39| INFO m3w_sld_lr_ne finished [took 111.5508s]
31/12/23 05:56:22| INFO ref finished [took 71.5869s]
31/12/23 05:56:35| INFO m3w_sld_lr_is finished [took 88.4079s]
31/12/23 05:56:39| INFO doc finished [took 79.6497s]
31/12/23 05:56:41| INFO bin_sld_lr_is finished [took 105.8210s]
31/12/23 05:56:46| INFO mul_sld_lr_is finished [took 111.2888s]
31/12/23 05:56:50| INFO atc_mc finished [took 91.6622s]
31/12/23 05:58:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00771) [took 117.8565s]
31/12/23 05:59:48| INFO bin_sld_lr_gs finished [took 177.9303s]
31/12/23 06:07:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 437.2570s]
31/12/23 06:08:10| INFO mul_sld_lr_gs finished [took 501.5099s]
31/12/23 06:13:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00644) [took 315.0652s]
31/12/23 06:14:17| INFO m3w_sld_lr_gs finished [took 366.3772s]
31/12/23 06:14:17| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1340.3213s]
31/12/23 06:14:17| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
31/12/23 06:17:02| INFO m3w_sld_lr finished [took 162.5622s]
31/12/23 06:17:03| INFO m3w_sld_lr_c finished [took 163.2814s]
31/12/23 06:17:06| INFO m3w_sld_lr_mc finished [took 166.2649s]
31/12/23 06:17:10| INFO bin_sld_lr_mc finished [took 169.9237s]
31/12/23 06:17:25| INFO bin_sld_lr_ne finished [took 185.2862s]
31/12/23 06:17:31| INFO mul_sld_lr_ne finished [took 191.8614s]
31/12/23 06:17:38| INFO mul_sld_lr_mc finished [took 198.4219s]
31/12/23 06:17:39| INFO bin_sld_lr_c finished [took 199.0135s]
31/12/23 06:17:43| INFO mul_sld_lr finished [took 204.5123s]
31/12/23 06:17:46| INFO bin_sld_lr finished [took 205.9578s]
31/12/23 06:17:50| INFO mul_sld_lr_c finished [took 210.5683s]
31/12/23 06:18:35| INFO m3w_sld_lr_is finished [took 84.6632s]
31/12/23 06:18:40| INFO m3w_sld_lr_ne finished [took 97.3508s]
31/12/23 06:18:44| INFO ref finished [took 78.0603s]
31/12/23 06:18:58| INFO bin_sld_lr_is finished [took 114.3485s]
31/12/23 06:19:05| INFO mul_sld_lr_is finished [took 118.3739s]
31/12/23 06:19:08| INFO atc_mc finished [took 95.5520s]
31/12/23 06:19:10| INFO doc finished [took 91.1209s]
31/12/23 06:21:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00606) [took 111.9199s]
31/12/23 06:22:03| INFO bin_sld_lr_gs finished [took 172.4054s]
31/12/23 06:29:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00690) [took 444.5934s]
31/12/23 06:30:35| INFO mul_sld_lr_gs finished [took 510.6583s]
31/12/23 06:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00650) [took 312.3419s]
31/12/23 06:36:39| INFO m3w_sld_lr_gs finished [took 363.7630s]
31/12/23 06:36:39| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1342.0054s]
31/12/23 06:36:39| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
31/12/23 06:39:09| INFO m3w_sld_lr_mc finished [took 148.4988s]
31/12/23 06:39:14| INFO m3w_sld_lr finished [took 152.5585s]
31/12/23 06:39:20| INFO bin_sld_lr_ne finished [took 158.0023s]
31/12/23 06:39:31| INFO m3w_sld_lr_c finished [took 169.3968s]
31/12/23 06:40:05| INFO bin_sld_lr_mc finished [took 202.9657s]
31/12/23 06:40:12| INFO mul_sld_lr_c finished [took 210.5151s]
31/12/23 06:40:12| INFO bin_sld_lr finished [took 210.6538s]
31/12/23 06:40:12| INFO bin_sld_lr_c finished [took 210.7503s]
31/12/23 06:40:18| INFO mul_sld_lr finished [took 216.7409s]
31/12/23 06:40:21| INFO mul_sld_lr_ne finished [took 219.8677s]
31/12/23 06:40:25| INFO mul_sld_lr_mc finished [took 223.7507s]
31/12/23 06:41:07| INFO m3w_sld_lr_ne finished [took 116.4922s]
31/12/23 06:41:10| INFO m3w_sld_lr_is finished [took 98.4937s]
31/12/23 06:41:15| INFO ref finished [took 70.0663s]
31/12/23 06:41:20| INFO bin_sld_lr_is finished [took 125.3731s]
31/12/23 06:41:31| INFO doc finished [took 77.6529s]
31/12/23 06:41:37| INFO mul_sld_lr_is finished [took 136.7318s]
31/12/23 06:41:42| INFO atc_mc finished [took 89.0127s]
31/12/23 06:43:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00490) [took 106.4544s]
31/12/23 06:44:32| INFO bin_sld_lr_gs finished [took 169.5516s]
31/12/23 06:51:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00615) [took 436.3402s]
31/12/23 06:52:51| INFO mul_sld_lr_gs finished [took 498.3355s]
31/12/23 06:58:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00549) [took 312.8125s]
31/12/23 06:58:56| INFO m3w_sld_lr_gs finished [took 364.1569s]
31/12/23 06:58:56| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1336.8644s]
31/12/23 06:58:56| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
31/12/23 07:01:09| INFO m3w_sld_lr finished [took 131.2282s]
31/12/23 07:01:36| INFO m3w_sld_lr_c finished [took 156.9440s]
31/12/23 07:01:52| INFO m3w_sld_lr_mc finished [took 173.0871s]
31/12/23 07:02:23| INFO bin_sld_lr finished [took 204.7198s]
31/12/23 07:02:26| INFO mul_sld_lr finished [took 206.9786s]
31/12/23 07:02:36| INFO bin_sld_lr_mc finished [took 217.2802s]
31/12/23 07:02:45| INFO bin_sld_lr_ne finished [took 226.0142s]
31/12/23 07:02:53| INFO mul_sld_lr_ne finished [took 233.6834s]
31/12/23 07:02:56| INFO bin_sld_lr_c finished [took 237.0562s]
31/12/23 07:03:11| INFO mul_sld_lr_c finished [took 252.3188s]
31/12/23 07:03:13| INFO mul_sld_lr_mc finished [took 254.6116s]
31/12/23 07:03:16| INFO m3w_sld_lr_ne finished [took 126.4436s]
31/12/23 07:03:35| INFO bin_sld_lr_is finished [took 117.8242s]
31/12/23 07:03:50| INFO ref finished [took 83.2772s]
31/12/23 07:03:53| INFO m3w_sld_lr_is finished [took 88.5527s]
31/12/23 07:04:01| INFO atc_mc finished [took 84.1215s]
31/12/23 07:04:06| INFO doc finished [took 79.7621s]
31/12/23 07:04:32| INFO mul_sld_lr_is finished [took 159.3799s]
31/12/23 07:06:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00815) [took 102.3599s]
31/12/23 07:07:15| INFO bin_sld_lr_gs finished [took 161.7306s]
31/12/23 07:14:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00817) [took 430.9727s]
31/12/23 07:15:25| INFO mul_sld_lr_gs finished [took 489.5789s]
31/12/23 07:20:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00919) [took 315.8126s]
31/12/23 07:21:33| INFO m3w_sld_lr_gs finished [took 366.8937s]
31/12/23 07:21:33| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1356.7239s]
31/12/23 07:21:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
31/12/23 07:23:38| INFO m3w_sld_lr_c finished [took 123.6497s]
31/12/23 07:24:25| INFO m3w_sld_lr_mc finished [took 170.0637s]
31/12/23 07:24:28| INFO m3w_sld_lr finished [took 172.9901s]
31/12/23 07:24:33| INFO mul_sld_lr_c finished [took 178.0851s]
31/12/23 07:24:35| INFO bin_sld_lr_ne finished [took 180.5580s]
31/12/23 07:24:39| INFO bin_sld_lr_c finished [took 184.4149s]
31/12/23 07:24:43| INFO bin_sld_lr_mc finished [took 187.8658s]
31/12/23 07:24:44| INFO bin_sld_lr finished [took 189.6475s]
31/12/23 07:25:13| INFO mul_sld_lr_ne finished [took 217.6381s]
31/12/23 07:25:26| INFO mul_sld_lr_mc finished [took 231.2251s]
31/12/23 07:25:36| INFO mul_sld_lr finished [took 240.9098s]
31/12/23 07:25:52| INFO m3w_sld_lr_ne finished [took 133.7076s]
31/12/23 07:26:02| INFO ref finished [took 85.7356s]
31/12/23 07:26:04| INFO m3w_sld_lr_is finished [took 90.0249s]
31/12/23 07:26:07| INFO atc_mc finished [took 87.0092s]
31/12/23 07:26:24| INFO doc finished [took 100.6301s]
31/12/23 07:26:37| INFO bin_sld_lr_is finished [took 130.8012s]
31/12/23 07:26:55| INFO mul_sld_lr_is finished [took 146.6380s]
31/12/23 07:28:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00626) [took 84.4279s]
31/12/23 07:29:20| INFO bin_sld_lr_gs finished [took 144.0204s]
31/12/23 07:36:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00929) [took 410.2443s]
31/12/23 07:37:10| INFO mul_sld_lr_gs finished [took 469.6149s]
31/12/23 07:42:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00610) [took 310.1227s]
31/12/23 07:43:13| INFO m3w_sld_lr_gs finished [took 362.5125s]
31/12/23 07:43:13| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 1300.3426s]
----------------------------------------------------------------------------------------------------
31/12/23 12:06:40| INFO dataset rcv1_GCAT [pool size: 10]
31/12/23 12:06:40| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
31/12/23 12:06:44| WARNING Method d_mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 12:06:44| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 12:06:45| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 12:06:45| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 12:06:45| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 12:06:45| WARNING Method d_mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 12:06:46| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 12:06:46| WARNING Method d_mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 12:06:46| WARNING Method d_mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 12:06:47| WARNING Method d_mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 12:08:03| INFO doc finished [took 77.2888s]
31/12/23 12:08:32| INFO ref finished [took 105.5161s]
31/12/23 12:08:39| INFO atc_mc finished [took 112.1617s]
31/12/23 12:17:09| INFO d_m3w_kde_lr finished [took 623.6934s]
31/12/23 12:17:09| INFO d_m3w_kde_lr_c finished [took 624.3019s]
31/12/23 12:17:14| INFO d_m3w_kde_lr_is finished [took 628.1811s]
31/12/23 12:17:15| INFO d_m3w_kde_lr_mc finished [took 630.1446s]
31/12/23 12:17:20| INFO d_m3w_kde_lr_ne finished [took 634.2051s]
31/12/23 12:17:31| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
31/12/23 12:18:00| WARNING Method d_mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
31/12/23 12:18:27| DEBUG [size=11,place=1] best score = 0.00560234; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.885s]
31/12/23 12:18:27| DEBUG [size=11,place=2] best score = 0.00650517; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.886s]
31/12/23 12:20:24| DEBUG [size=52,place=1] best score = 0.00545600; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 117.263s]
31/12/23 12:20:24| DEBUG [size=52,place=2] best score = 0.00555356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 117.264s]
31/12/23 12:21:31| DEBUG [size=29,place=1] best score = 0.00525826; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 66.959s]
31/12/23 12:21:31| DEBUG [size=29,place=2] best score = 0.00526635; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 66.959s]
31/12/23 12:22:26| DEBUG [size=23,place=1] best score = 0.00525354; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 54.561s]
31/12/23 12:22:26| DEBUG [size=23,place=2] best score = 0.00527046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 54.561s]
31/12/23 12:23:00| DEBUG [size=12,place=1] best score = 0.00575803; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 34.183s]
31/12/23 12:23:00| DEBUG [size=12,place=2] best score = 0.00575832; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 34.183s]
31/12/23 12:23:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00525) [took 298.9736s]
31/12/23 12:28:56| INFO d_m3w_kde_lr_gs finished [took 654.8256s]
31/12/23 12:28:56| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 1335.7231s]
31/12/23 12:28:56| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
31/12/23 12:40:16| INFO d_bin_kde_lr_mc finished [took 674.9057s]
31/12/23 12:40:23| INFO d_bin_kde_lr_c finished [took 683.8804s]
31/12/23 12:40:27| INFO d_bin_kde_lr_ne finished [took 685.1134s]
31/12/23 12:40:37| INFO d_bin_kde_lr finished [took 695.5570s]
31/12/23 12:43:40| INFO d_m3w_kde_lr_c finished [took 878.5515s]
31/12/23 12:44:01| INFO d_m3w_kde_lr_mc finished [took 899.7878s]
31/12/23 12:44:02| INFO d_m3w_kde_lr finished [took 900.9292s]
31/12/23 12:44:04| INFO d_mul_kde_lr_c finished [took 902.3431s]
31/12/23 12:44:42| INFO d_mul_kde_lr_ne finished [took 941.6789s]
31/12/23 12:44:45| INFO ref finished [took 64.2231s]
31/12/23 12:45:13| INFO d_mul_kde_lr finished [took 972.6061s]
31/12/23 12:45:21| INFO doc finished [took 77.3555s]
31/12/23 12:45:32| INFO d_mul_kde_lr_mc finished [took 990.7052s]
31/12/23 12:45:34| INFO atc_mc finished [took 91.4858s]
31/12/23 12:49:24| INFO d_bin_kde_lr_is finished [took 539.9356s]
31/12/23 12:51:31| INFO d_m3w_kde_lr_is finished [took 653.1885s]
31/12/23 12:51:34| INFO d_m3w_kde_lr_ne finished [took 676.9458s]
31/12/23 12:52:18| INFO d_mul_kde_lr_is finished [took 710.5415s]
31/12/23 12:52:38| DEBUG [size=11,place=1] best score = 0.00546945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 19.133s]
31/12/23 12:52:38| DEBUG [size=11,place=2] best score = 0.00892257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 19.133s]
31/12/23 12:53:37| DEBUG [size=34,place=1] best score = 0.00548559; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 59.126s]
31/12/23 12:53:37| DEBUG [size=34,place=2] best score = 0.00549191; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 59.127s]
31/12/23 12:53:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} (score=0.00547) [took 78.3662s]
31/12/23 12:58:22| INFO d_bin_kde_lr_gs finished [took 362.7772s]
31/12/23 12:58:50| DEBUG [size=11,place=1] best score = 0.00751715; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.485s]
31/12/23 12:58:50| DEBUG [size=11,place=2] best score = 0.00932389; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.486s]
31/12/23 13:01:01| DEBUG [size=52,place=1] best score = 0.00662468; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 130.768s]
31/12/23 13:01:01| DEBUG [size=52,place=2] best score = 0.00664647; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.769s]
31/12/23 13:02:47| DEBUG [size=39,place=1] best score = 0.00646103; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 106.329s]
31/12/23 13:02:47| DEBUG [size=39,place=2] best score = 0.00647145; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 106.329s]
31/12/23 13:03:34| DEBUG [size=12,place=1] best score = 0.00734361; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 46.516s]
31/12/23 13:03:34| DEBUG [size=12,place=2] best score = 0.00759760; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 46.517s]
31/12/23 13:03:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} (score=0.00646) [took 311.2195s]
31/12/23 13:11:19| INFO d_mul_kde_lr_gs finished [took 775.9752s]
31/12/23 13:11:49| DEBUG [size=11,place=1] best score = 0.00657993; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.826s]
31/12/23 13:11:49| DEBUG [size=11,place=2] best score = 0.00840696; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.826s]
31/12/23 13:13:35| DEBUG [size=49,place=1] best score = 0.00575234; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.778s]
31/12/23 13:13:35| DEBUG [size=49,place=2] best score = 0.00612694; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 106.778s]
31/12/23 13:14:43| DEBUG [size=32,place=1] best score = 0.00559125; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 67.897s]
31/12/23 13:14:43| DEBUG [size=32,place=2] best score = 0.00573950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 67.897s]
31/12/23 13:15:20| DEBUG [size=14,place=1] best score = 0.00560337; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.278s]
31/12/23 13:15:20| DEBUG [size=14,place=2] best score = 0.00578190; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.278s]
31/12/23 13:15:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00559) [took 239.8986s]
31/12/23 13:19:49| INFO d_m3w_kde_lr_gs finished [took 509.7543s]
31/12/23 13:19:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 3053.4509s]
31/12/23 13:19:49| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
31/12/23 13:30:58| INFO d_bin_kde_lr_ne finished [took 666.1762s]
31/12/23 13:31:03| INFO d_bin_kde_lr finished [took 671.2058s]
31/12/23 13:31:12| INFO d_bin_kde_lr_mc finished [took 679.8859s]
31/12/23 13:31:15| INFO d_bin_kde_lr_c finished [took 682.4604s]
31/12/23 13:34:09| INFO d_m3w_kde_lr_c finished [took 856.6240s]
31/12/23 13:34:12| INFO d_m3w_kde_lr_mc finished [took 859.7735s]
31/12/23 13:35:16| INFO d_m3w_kde_lr finished [took 923.8143s]
31/12/23 13:35:29| INFO ref finished [took 79.1513s]
31/12/23 13:35:44| INFO atc_mc finished [took 91.3567s]
31/12/23 13:36:01| INFO d_mul_kde_lr finished [took 968.7042s]
31/12/23 13:36:09| INFO d_mul_kde_lr_mc finished [took 977.1133s]
31/12/23 13:36:18| INFO doc finished [took 61.7129s]
31/12/23 13:36:29| INFO d_mul_kde_lr_c finished [took 997.2926s]
31/12/23 13:36:37| INFO d_mul_kde_lr_ne finished [took 1004.5901s]
31/12/23 13:39:25| INFO d_bin_kde_lr_is finished [took 500.7158s]
31/12/23 13:42:14| INFO d_m3w_kde_lr_ne finished [took 675.3242s]
31/12/23 13:42:18| INFO d_m3w_kde_lr_is finished [took 662.7262s]
31/12/23 13:42:54| INFO d_mul_kde_lr_is finished [took 701.1595s]
31/12/23 13:43:12| DEBUG [size=11,place=1] best score = 0.01207423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.512s]
31/12/23 13:43:12| DEBUG [size=11,place=2] best score = 0.01343104; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.512s]
31/12/23 13:44:26| DEBUG [size=52,place=1] best score = 0.01201490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 73.761s]
31/12/23 13:44:26| DEBUG [size=52,place=2] best score = 0.01207441; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 73.761s]
31/12/23 13:45:12| DEBUG [size=31,place=1] best score = 0.01192268; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 45.882s]
31/12/23 13:45:12| DEBUG [size=31,place=2] best score = 0.01194898; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 45.883s]
31/12/23 13:45:35| DEBUG [size=12,place=1] best score = 0.01232621; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 22.589s]
31/12/23 13:45:35| DEBUG [size=12,place=2] best score = 0.01238549; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 22.590s]
31/12/23 13:45:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} (score=0.01192) [took 159.8567s]
31/12/23 13:49:46| INFO d_bin_kde_lr_gs finished [took 411.1548s]
31/12/23 13:50:15| DEBUG [size=11,place=1] best score = 0.01186411; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 28.220s]
31/12/23 13:50:15| DEBUG [size=11,place=2] best score = 0.01350003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.220s]
31/12/23 13:52:20| DEBUG [size=51,place=1] best score = 0.01173254; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 125.201s]
31/12/23 13:52:20| DEBUG [size=51,place=2] best score = 0.01331959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 125.202s]
31/12/23 13:53:44| DEBUG [size=33,place=1] best score = 0.01167762; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 83.980s]
31/12/23 13:53:44| DEBUG [size=33,place=2] best score = 0.01175515; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 83.980s]
31/12/23 13:54:34| DEBUG [size=14,place=1] best score = 0.01404539; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 50.058s]
31/12/23 13:54:34| DEBUG [size=14,place=2] best score = 0.01438945; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 50.059s]
31/12/23 13:54:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} (score=0.01168) [took 287.5750s]
31/12/23 14:01:17| INFO d_mul_kde_lr_gs finished [took 690.5670s]
31/12/23 14:01:46| DEBUG [size=11,place=1] best score = 0.00755614; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.441s]
31/12/23 14:01:46| DEBUG [size=11,place=2] best score = 0.00873600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.442s]
31/12/23 14:03:42| DEBUG [size=52,place=1] best score = 0.00745337; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 116.358s]
31/12/23 14:03:42| DEBUG [size=52,place=2] best score = 0.00746821; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 116.358s]
31/12/23 14:04:15| DEBUG [size=16,place=1] best score = 0.00803786; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 32.957s]
31/12/23 14:04:15| DEBUG [size=16,place=2] best score = 0.00843927; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 32.957s]
31/12/23 14:04:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00745) [took 176.8737s]
31/12/23 14:09:18| INFO d_m3w_kde_lr_gs finished [took 480.1391s]
31/12/23 14:09:18| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 2968.8965s]
31/12/23 14:09:18| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
31/12/23 14:18:54| INFO d_bin_kde_lr finished [took 573.0264s]
31/12/23 14:19:15| INFO d_bin_kde_lr_ne finished [took 591.2163s]
31/12/23 14:19:18| INFO d_bin_kde_lr_mc finished [took 595.1228s]
31/12/23 14:19:44| INFO d_bin_kde_lr_c finished [took 620.5682s]
31/12/23 14:21:41| INFO d_mul_kde_lr finished [took 737.4221s]
31/12/23 14:22:39| INFO d_m3w_kde_lr finished [took 796.2187s]
31/12/23 14:22:45| INFO d_m3w_kde_lr_mc finished [took 801.3335s]
31/12/23 14:22:58| INFO ref finished [took 76.2930s]
31/12/23 14:23:39| INFO d_mul_kde_lr_ne finished [took 855.4809s]
31/12/23 14:23:51| INFO d_m3w_kde_lr_c finished [took 867.1265s]
31/12/23 14:24:00| INFO atc_mc finished [took 79.9546s]
31/12/23 14:24:05| INFO d_mul_kde_lr_mc finished [took 881.6328s]
31/12/23 14:24:14| INFO doc finished [took 88.1236s]
31/12/23 14:24:34| INFO d_mul_kde_lr_c finished [took 910.9922s]
31/12/23 14:26:43| INFO d_bin_kde_lr_is finished [took 448.0265s]
31/12/23 14:30:11| INFO d_m3w_kde_lr_ne finished [took 675.8455s]
31/12/23 14:30:39| INFO d_m3w_kde_lr_is finished [took 654.7111s]
31/12/23 14:30:53| INFO d_mul_kde_lr_is finished [took 694.3688s]
31/12/23 14:31:12| DEBUG [size=11,place=1] best score = 0.00752567; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.300s]
31/12/23 14:31:12| DEBUG [size=11,place=2] best score = 0.00809629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.301s]
31/12/23 14:32:26| DEBUG [size=52,place=1] best score = 0.00733754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.506s]
31/12/23 14:32:26| DEBUG [size=52,place=2] best score = 0.00734099; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.506s]
31/12/23 14:33:28| DEBUG [size=42,place=1] best score = 0.00734500; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 61.779s]
31/12/23 14:33:28| DEBUG [size=42,place=2] best score = 0.00737745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 61.779s]
31/12/23 14:33:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00734) [took 153.7021s]
31/12/23 14:37:22| INFO d_bin_kde_lr_gs finished [took 387.8261s]
31/12/23 14:37:52| DEBUG [size=11,place=1] best score = 0.00691869; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.401s]
31/12/23 14:37:52| DEBUG [size=11,place=2] best score = 0.00740065; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.401s]
31/12/23 14:40:13| DEBUG [size=52,place=1] best score = 0.00671200; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 140.500s]
31/12/23 14:40:13| DEBUG [size=52,place=2] best score = 0.00678907; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 140.500s]
31/12/23 14:40:53| DEBUG [size=16,place=1] best score = 0.00691467; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 39.859s]
31/12/23 14:40:53| DEBUG [size=16,place=2] best score = 0.00698267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 39.859s]
31/12/23 14:40:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00671) [took 209.8730s]
31/12/23 14:47:18| INFO d_mul_kde_lr_gs finished [took 595.6705s]
31/12/23 14:47:47| DEBUG [size=11,place=1] best score = 0.01043733; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 28.258s]
31/12/23 14:47:47| DEBUG [size=11,place=2] best score = 0.01056988; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 28.258s]
31/12/23 14:49:50| DEBUG [size=53,place=1] best score = 0.00719852; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 122.243s]
31/12/23 14:49:50| DEBUG [size=53,place=2] best score = 0.00768863; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 122.244s]
31/12/23 14:51:00| DEBUG [size=30,place=1] best score = 0.00701043; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 69.834s]
31/12/23 14:51:00| DEBUG [size=30,place=2] best score = 0.00713442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.834s]
31/12/23 14:52:27| DEBUG [size=42,place=1] best score = 0.00685984; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.165s]
31/12/23 14:52:27| DEBUG [size=42,place=2] best score = 0.00764834; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.166s]
31/12/23 14:53:47| DEBUG [size=38,place=1] best score = 0.00984234; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.508s]
31/12/23 14:53:47| DEBUG [size=38,place=2] best score = 0.01001682; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 80.508s]
31/12/23 14:53:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00686) [took 388.1310s]
31/12/23 14:58:22| INFO d_m3w_kde_lr_gs finished [took 662.7868s]
31/12/23 14:58:22| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 2943.5961s]
31/12/23 14:58:22| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
31/12/23 15:07:54| INFO d_bin_kde_lr_mc finished [took 571.1421s]
31/12/23 15:08:05| INFO d_bin_kde_lr finished [took 581.0277s]
31/12/23 15:08:32| INFO d_bin_kde_lr_ne finished [took 608.2687s]
31/12/23 15:08:43| INFO d_bin_kde_lr_c finished [took 619.7136s]
31/12/23 15:11:26| INFO d_m3w_kde_lr finished [took 782.5001s]
31/12/23 15:11:49| INFO d_mul_kde_lr_mc finished [took 804.8717s]
31/12/23 15:12:25| INFO d_m3w_kde_lr_mc finished [took 841.6918s]
31/12/23 15:12:29| INFO d_m3w_kde_lr_c finished [took 845.0167s]
31/12/23 15:12:45| INFO ref finished [took 78.8028s]
31/12/23 15:13:05| INFO atc_mc finished [took 76.0877s]
31/12/23 15:13:16| INFO d_mul_kde_lr_ne finished [took 892.1506s]
31/12/23 15:13:24| INFO d_mul_kde_lr finished [took 900.5367s]
31/12/23 15:13:41| INFO doc finished [took 75.2958s]
31/12/23 15:14:08| INFO d_mul_kde_lr_c finished [took 944.2537s]
31/12/23 15:16:02| INFO d_bin_kde_lr_is finished [took 476.5972s]
31/12/23 15:19:23| INFO d_m3w_kde_lr_is finished [took 638.8024s]
31/12/23 15:19:27| INFO d_m3w_kde_lr_ne finished [took 692.6794s]
31/12/23 15:20:14| INFO d_mul_kde_lr_is finished [took 701.4169s]
31/12/23 15:20:31| DEBUG [size=11,place=1] best score = 0.01023366; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 16.251s]
31/12/23 15:20:31| DEBUG [size=11,place=2] best score = 0.01047307; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 16.251s]
31/12/23 15:21:39| DEBUG [size=52,place=1] best score = 0.00984704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 68.820s]
31/12/23 15:21:39| DEBUG [size=52,place=2] best score = 0.01018853; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 68.821s]
31/12/23 15:22:21| DEBUG [size=31,place=1] best score = 0.01018998; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 41.978s]
31/12/23 15:22:21| DEBUG [size=31,place=2] best score = 0.01020192; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 41.978s]
31/12/23 15:22:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00985) [took 127.1579s]
31/12/23 15:26:19| INFO d_bin_kde_lr_gs finished [took 364.5053s]
31/12/23 15:26:46| DEBUG [size=11,place=1] best score = 0.01009789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 26.853s]
31/12/23 15:26:46| DEBUG [size=11,place=2] best score = 0.01084313; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.853s]
31/12/23 15:28:55| DEBUG [size=52,place=1] best score = 0.00999761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 129.172s]
31/12/23 15:28:55| DEBUG [size=52,place=2] best score = 0.01000562; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 129.173s]
31/12/23 15:29:44| DEBUG [size=15,place=1] best score = 0.01037213; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 48.856s]
31/12/23 15:29:44| DEBUG [size=15,place=2] best score = 0.01038980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 48.857s]
31/12/23 15:29:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.01000) [took 204.9983s]
31/12/23 15:37:09| INFO d_mul_kde_lr_gs finished [took 649.7456s]
31/12/23 15:37:36| DEBUG [size=11,place=1] best score = 0.00938663; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 26.708s]
31/12/23 15:37:36| DEBUG [size=11,place=2] best score = 0.00939312; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.709s]
31/12/23 15:39:22| DEBUG [size=51,place=1] best score = 0.00908576; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 105.834s]
31/12/23 15:39:22| DEBUG [size=51,place=2] best score = 0.00926007; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.834s]
31/12/23 15:40:18| DEBUG [size=27,place=1] best score = 0.00916850; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 55.450s]
31/12/23 15:40:18| DEBUG [size=27,place=2] best score = 0.00926569; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 55.450s]
31/12/23 15:40:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00909) [took 188.1087s]
31/12/23 15:44:15| INFO d_m3w_kde_lr_gs finished [took 425.8182s]
31/12/23 15:44:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 2753.3931s]
31/12/23 15:44:15| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
31/12/23 15:54:32| INFO d_bin_kde_lr_ne finished [took 613.7645s]
31/12/23 15:54:34| INFO d_bin_kde_lr_c finished [took 616.1243s]
31/12/23 15:54:37| INFO d_bin_kde_lr finished [took 618.9641s]
31/12/23 15:54:38| INFO d_bin_kde_lr_mc finished [took 619.8938s]
31/12/23 15:56:44| INFO d_mul_kde_lr finished [took 745.7867s]
31/12/23 15:57:47| INFO d_m3w_kde_lr finished [took 809.4852s]
31/12/23 15:58:01| INFO ref finished [took 76.8044s]
31/12/23 15:58:16| INFO d_m3w_kde_lr_c finished [took 838.5424s]
31/12/23 15:58:29| INFO d_mul_kde_lr_c finished [took 851.8652s]
31/12/23 15:58:29| INFO d_m3w_kde_lr_mc finished [took 851.6036s]
31/12/23 15:58:36| INFO d_mul_kde_lr_ne finished [took 858.9832s]
31/12/23 15:59:11| INFO doc finished [took 69.3650s]
31/12/23 15:59:14| INFO atc_mc finished [took 85.8927s]
31/12/23 15:59:56| INFO d_mul_kde_lr_mc finished [took 938.5268s]
31/12/23 16:02:09| INFO d_bin_kde_lr_is finished [took 454.0845s]
31/12/23 16:05:33| INFO d_m3w_kde_lr_ne finished [took 660.6474s]
31/12/23 16:05:40| INFO d_m3w_kde_lr_is finished [took 662.0380s]
31/12/23 16:06:15| INFO d_mul_kde_lr_is finished [took 697.8607s]
31/12/23 16:06:34| DEBUG [size=11,place=1] best score = 0.00926199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.708s]
31/12/23 16:06:34| DEBUG [size=11,place=2] best score = 0.00943991; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.709s]
31/12/23 16:07:49| DEBUG [size=52,place=1] best score = 0.00905370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 75.586s]
31/12/23 16:07:49| DEBUG [size=52,place=2] best score = 0.00913371; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 75.587s]
31/12/23 16:08:36| DEBUG [size=31,place=1] best score = 0.00889463; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 46.122s]
31/12/23 16:08:36| DEBUG [size=31,place=2] best score = 0.00903304; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 46.122s]
31/12/23 16:08:57| DEBUG [size=12,place=1] best score = 0.00902277; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 21.102s]
31/12/23 16:08:57| DEBUG [size=12,place=2] best score = 0.00904340; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 21.103s]
31/12/23 16:08:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00889) [took 160.6391s]
31/12/23 16:13:08| INFO d_bin_kde_lr_gs finished [took 412.3118s]
31/12/23 16:13:39| DEBUG [size=11,place=1] best score = 0.00938623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.668s]
31/12/23 16:13:39| DEBUG [size=11,place=2] best score = 0.00993810; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.668s]
31/12/23 16:15:59| DEBUG [size=52,place=1] best score = 0.00901460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 140.627s]
31/12/23 16:15:59| DEBUG [size=52,place=2] best score = 0.00902488; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 140.627s]
31/12/23 16:16:42| DEBUG [size=14,place=1] best score = 0.00927310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 42.420s]
31/12/23 16:16:42| DEBUG [size=14,place=2] best score = 0.00929318; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 42.420s]
31/12/23 16:16:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00901) [took 212.8257s]
31/12/23 16:22:26| INFO d_mul_kde_lr_gs finished [took 557.2379s]
31/12/23 16:22:57| DEBUG [size=11,place=1] best score = 0.01022782; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.522s]
31/12/23 16:22:57| DEBUG [size=11,place=2] best score = 0.01052411; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.523s]
31/12/23 16:25:01| DEBUG [size=52,place=1] best score = 0.00997560; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 124.477s]
31/12/23 16:25:01| DEBUG [size=52,place=2] best score = 0.01001120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 124.478s]
31/12/23 16:26:17| DEBUG [size=28,place=1] best score = 0.00978263; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 75.676s]
31/12/23 16:26:17| DEBUG [size=28,place=2] best score = 0.00988801; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 75.676s]
31/12/23 16:27:01| DEBUG [size=14,place=1] best score = 0.01046232; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 44.551s]
31/12/23 16:27:01| DEBUG [size=14,place=2] best score = 0.01046917; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 44.552s]
31/12/23 16:27:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00978) [took 274.3448s]
31/12/23 16:34:21| INFO d_m3w_kde_lr_gs finished [took 713.9853s]
31/12/23 16:34:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 3005.6684s]
31/12/23 16:34:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
31/12/23 16:45:05| INFO d_bin_kde_lr_ne finished [took 640.7512s]
31/12/23 16:45:34| INFO d_bin_kde_lr_c finished [took 667.6669s]
31/12/23 16:45:35| INFO d_bin_kde_lr finished [took 668.7758s]
31/12/23 16:45:44| INFO d_bin_kde_lr_mc finished [took 677.8405s]
31/12/23 16:46:48| INFO d_m3w_kde_lr finished [took 741.6409s]
31/12/23 16:47:35| INFO d_mul_kde_lr finished [took 788.6166s]
31/12/23 16:48:06| INFO ref finished [took 77.2648s]
31/12/23 16:49:05| INFO atc_mc finished [took 89.2486s]
31/12/23 16:49:15| INFO d_m3w_kde_lr_c finished [took 888.8457s]
31/12/23 16:49:20| INFO d_mul_kde_lr_ne finished [took 894.1623s]
31/12/23 16:49:31| INFO d_m3w_kde_lr_mc finished [took 904.5483s]
31/12/23 16:49:31| INFO doc finished [took 85.1605s]
31/12/23 16:49:45| INFO d_mul_kde_lr_mc finished [took 919.2026s]
31/12/23 16:50:12| INFO d_mul_kde_lr_c finished [took 946.2518s]
31/12/23 16:53:58| INFO d_bin_kde_lr_is finished [took 503.0182s]
31/12/23 16:55:40| INFO d_m3w_kde_lr_ne finished [took 634.6144s]
31/12/23 16:57:11| INFO d_m3w_kde_lr_is finished [took 686.3339s]
31/12/23 16:57:19| INFO d_mul_kde_lr_is finished [took 703.7869s]
31/12/23 16:57:39| DEBUG [size=11,place=1] best score = 0.00560311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 18.262s]
31/12/23 16:57:39| DEBUG [size=11,place=2] best score = 0.00620825; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 18.262s]
31/12/23 16:58:56| DEBUG [size=52,place=1] best score = 0.00515094; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 76.871s]
31/12/23 16:58:56| DEBUG [size=52,place=2] best score = 0.00560374; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 76.871s]
31/12/23 16:59:40| DEBUG [size=28,place=1] best score = 0.00518253; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 44.054s]
31/12/23 16:59:40| DEBUG [size=28,place=2] best score = 0.00529956; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.055s]
31/12/23 16:59:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00515) [took 139.1986s]
31/12/23 17:03:54| INFO d_bin_kde_lr_gs finished [took 393.9464s]
31/12/23 17:04:24| DEBUG [size=11,place=1] best score = 0.00643480; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.456s]
31/12/23 17:04:24| DEBUG [size=11,place=2] best score = 0.01020764; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 28.457s]
31/12/23 17:06:36| DEBUG [size=52,place=1] best score = 0.00532939; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 132.528s]
31/12/23 17:06:36| DEBUG [size=52,place=2] best score = 0.00566622; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 132.528s]
31/12/23 17:08:14| DEBUG [size=40,place=1] best score = 0.00536495; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 98.195s]
31/12/23 17:08:14| DEBUG [size=40,place=2] best score = 0.00545780; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 98.196s]
31/12/23 17:08:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00533) [took 259.2890s]
31/12/23 17:13:30| INFO d_mul_kde_lr_gs finished [took 574.4968s]
31/12/23 17:13:58| DEBUG [size=11,place=1] best score = 0.00577341; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.427s]
31/12/23 17:13:58| DEBUG [size=11,place=2] best score = 0.00656387; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.428s]
31/12/23 17:15:56| DEBUG [size=52,place=1] best score = 0.00518782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 117.650s]
31/12/23 17:15:56| DEBUG [size=52,place=2] best score = 0.00545295; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 117.650s]
31/12/23 17:16:28| DEBUG [size=16,place=1] best score = 0.00540229; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 32.083s]
31/12/23 17:16:28| DEBUG [size=16,place=2] best score = 0.00544676; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 32.083s]
31/12/23 17:16:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00519) [took 177.1733s]
31/12/23 17:21:02| INFO d_m3w_kde_lr_gs finished [took 451.9544s]
31/12/23 17:21:02| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 2801.2372s]
31/12/23 17:21:02| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
31/12/23 17:32:48| INFO d_bin_kde_lr_c finished [took 703.3071s]
31/12/23 17:32:56| INFO d_bin_kde_lr_mc finished [took 711.4017s]
31/12/23 17:33:11| INFO d_bin_kde_lr finished [took 726.6407s]
31/12/23 17:33:18| INFO d_bin_kde_lr_ne finished [took 733.3814s]
31/12/23 17:35:09| INFO d_m3w_kde_lr_mc finished [took 844.1906s]
31/12/23 17:35:19| INFO d_m3w_kde_lr finished [took 853.6037s]
31/12/23 17:35:34| INFO d_m3w_kde_lr_c finished [took 869.3182s]
31/12/23 17:36:10| INFO d_mul_kde_lr_ne finished [took 905.1205s]
31/12/23 17:36:23| INFO d_mul_kde_lr finished [took 918.0049s]
31/12/23 17:36:25| INFO d_mul_kde_lr_mc finished [took 920.2286s]
31/12/23 17:36:30| INFO ref finished [took 79.6238s]
31/12/23 17:36:31| INFO d_mul_kde_lr_c finished [took 926.4050s]
31/12/23 17:36:51| INFO atc_mc finished [took 91.3221s]
31/12/23 17:36:56| INFO doc finished [took 81.1662s]
31/12/23 17:41:50| INFO d_bin_kde_lr_is finished [took 532.6468s]
31/12/23 17:43:20| INFO d_m3w_kde_lr_ne finished [took 630.6764s]
31/12/23 17:43:38| INFO d_m3w_kde_lr_is finished [took 619.0046s]
31/12/23 17:44:25| INFO d_mul_kde_lr_is finished [took 673.7239s]
31/12/23 17:44:45| DEBUG [size=11,place=1] best score = 0.01210209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 18.873s]
31/12/23 17:44:45| DEBUG [size=11,place=2] best score = 0.03793930; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 18.873s]
31/12/23 17:46:06| DEBUG [size=51,place=1] best score = 0.00777243; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 80.432s]
31/12/23 17:46:06| DEBUG [size=51,place=2] best score = 0.00777317; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 80.432s]
31/12/23 17:46:21| DEBUG [size=9,place=1] best score = 0.00784312; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 15.561s]
31/12/23 17:46:21| DEBUG [size=9,place=2] best score = 0.00784928; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 15.561s]
31/12/23 17:46:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00777) [took 114.8754s]
31/12/23 17:50:23| INFO d_bin_kde_lr_gs finished [took 356.5080s]
31/12/23 17:50:52| DEBUG [size=11,place=1] best score = 0.00796073; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 28.555s]
31/12/23 17:50:52| DEBUG [size=11,place=2] best score = 0.00837674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.555s]
31/12/23 17:53:03| DEBUG [size=54,place=1] best score = 0.00681110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 130.461s]
31/12/23 17:53:03| DEBUG [size=54,place=2] best score = 0.00750883; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 130.461s]
31/12/23 17:54:16| DEBUG [size=31,place=1] best score = 0.00692086; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 73.481s]
31/12/23 17:54:16| DEBUG [size=31,place=2] best score = 0.00702617; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 73.481s]
31/12/23 17:54:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00681) [took 232.6128s]
31/12/23 17:59:13| INFO d_mul_kde_lr_gs finished [took 529.3983s]
31/12/23 17:59:42| DEBUG [size=11,place=1] best score = 0.00711645; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 27.851s]
31/12/23 17:59:42| DEBUG [size=11,place=2] best score = 0.00741973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.852s]
31/12/23 18:01:28| DEBUG [size=49,place=1] best score = 0.00690087; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 106.785s]
31/12/23 18:01:28| DEBUG [size=49,place=2] best score = 0.00690575; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 106.785s]
31/12/23 18:02:09| DEBUG [size=14,place=1] best score = 0.00713497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 40.167s]
31/12/23 18:02:09| DEBUG [size=14,place=2] best score = 0.00719079; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 40.167s]
31/12/23 18:02:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} (score=0.00690) [took 174.9241s]
31/12/23 18:07:33| INFO d_m3w_kde_lr_gs finished [took 499.0991s]
31/12/23 18:07:33| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 2790.3985s]
31/12/23 18:07:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
31/12/23 18:07:36| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/12/23 18:07:38| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/12/23 18:07:38| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/12/23 18:07:38| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/12/23 18:07:39| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
31/12/23 18:09:31| INFO ref finished [took 111.4139s]
31/12/23 18:10:59| INFO atc_mc finished [took 87.3619s]
31/12/23 18:12:26| INFO doc finished [took 86.9977s]
31/12/23 18:20:17| INFO d_m3w_kde_lr_mc finished [took 759.9474s]
31/12/23 18:21:02| INFO d_m3w_kde_lr_is finished [took 803.4286s]
31/12/23 18:21:03| INFO d_mul_kde_lr_mc finished [took 805.7349s]
31/12/23 18:21:11| INFO d_m3w_kde_lr_c finished [took 814.3388s]
31/12/23 18:21:12| INFO d_m3w_kde_lr finished [took 814.6256s]
31/12/23 18:21:25| INFO d_m3w_kde_lr_ne finished [took 827.6942s]
31/12/23 18:21:40| INFO d_mul_kde_lr_is finished [took 841.2213s]
31/12/23 18:21:49| INFO d_mul_kde_lr finished [took 851.6291s]
31/12/23 18:21:50| INFO d_mul_kde_lr_c finished [took 852.4264s]
31/12/23 18:21:54| INFO d_mul_kde_lr_ne finished [took 856.4482s]
31/12/23 18:22:16| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
31/12/23 18:22:45| DEBUG [size=11,place=1] best score = 0.00716252; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.351s]
31/12/23 18:22:45| DEBUG [size=11,place=2] best score = 0.00734139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 28.351s]
31/12/23 18:24:55| DEBUG [size=53,place=1] best score = 0.00666226; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.087s]
31/12/23 18:24:55| DEBUG [size=53,place=2] best score = 0.00672109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 130.087s]
31/12/23 18:26:07| DEBUG [size=28,place=1] best score = 0.00520906; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 72.148s]
31/12/23 18:26:07| DEBUG [size=28,place=2] best score = 0.00522329; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 72.149s]
31/12/23 18:28:08| DEBUG [size=49,place=1] best score = 0.00538839; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 120.353s]
31/12/23 18:28:08| DEBUG [size=49,place=2] best score = 0.00538841; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 120.353s]
31/12/23 18:28:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00521) [took 351.0566s]
31/12/23 18:33:16| INFO d_mul_kde_lr_gs finished [took 658.9809s]
31/12/23 18:33:44| DEBUG [size=11,place=1] best score = 0.00544808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.986s]
31/12/23 18:33:44| DEBUG [size=11,place=2] best score = 0.00721840; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 27.987s]
31/12/23 18:35:38| DEBUG [size=53,place=1] best score = 0.00541587; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 113.315s]
31/12/23 18:35:38| DEBUG [size=53,place=2] best score = 0.00542086; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 113.316s]
31/12/23 18:36:19| DEBUG [size=16,place=1] best score = 0.00583996; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 40.987s]
31/12/23 18:36:19| DEBUG [size=16,place=2] best score = 0.00635524; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 40.988s]
31/12/23 18:36:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00542) [took 182.4011s]
31/12/23 18:41:45| INFO d_m3w_kde_lr_gs finished [took 508.3477s]
31/12/23 18:41:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 2051.9618s]
----------------------------------------------------------------------------------------------------
31/12/23 19:30:33| INFO dataset rcv1_GCAT [pool size: 10]
31/12/23 19:30:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
31/12/23 19:30:38| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 19:30:38| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 19:30:38| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 19:30:38| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 19:30:40| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
31/12/23 19:32:22| WARNING Method mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 19:32:31| WARNING Method mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 19:32:35| WARNING Method mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 19:32:46| WARNING Method mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 19:32:47| WARNING Method mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
31/12/23 19:33:28| INFO ref finished [took 165.0547s]
31/12/23 19:34:01| INFO doc finished [took 88.3625s]
31/12/23 19:34:11| INFO atc_mc finished [took 106.0873s]
31/12/23 19:42:46| INFO m3w_kde_lr_is finished [took 725.2071s]
31/12/23 19:42:46| INFO m3w_kde_lr_ne finished [took 725.3686s]
31/12/23 19:42:57| INFO m3w_kde_lr finished [took 738.9365s]
31/12/23 19:42:57| INFO m3w_kde_lr_mc finished [took 739.1772s]
31/12/23 19:43:11| INFO m3w_kde_lr_c finished [took 753.2732s]
31/12/23 19:43:26| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
31/12/23 21:18:26| WARNING Method mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
31/12/23 21:21:22| DEBUG [size=11,place=1] best score = 0.00657628; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 174.156s]
31/12/23 21:21:22| DEBUG [size=11,place=2] best score = 0.00806805; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 174.156s]
31/12/23 21:26:17| DEBUG [size=34,place=1] best score = 0.00588735; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 295.315s]
31/12/23 21:26:17| DEBUG [size=34,place=2] best score = 0.00589832; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 295.316s]
31/12/23 21:30:48| DEBUG [size=44,place=1] best score = 0.00587954; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 270.868s]
31/12/23 21:30:48| DEBUG [size=44,place=2] best score = 0.00605025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 270.868s]
31/12/23 21:33:36| DEBUG [size=14,place=1] best score = 0.00734826; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 167.882s]
31/12/23 21:33:36| DEBUG [size=14,place=2] best score = 0.00749789; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 167.882s]
31/12/23 21:33:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00588) [took 908.3441s]
31/12/23 21:39:08| INFO m3w_kde_lr_gs finished [took 1240.2224s]
31/12/23 21:39:08| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 7714.6343s]
31/12/23 21:39:08| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
31/12/23 21:52:15| INFO bin_kde_lr_mc finished [took 784.6742s]
31/12/23 21:52:19| INFO bin_kde_lr finished [took 785.6986s]
31/12/23 21:52:28| INFO bin_kde_lr_c finished [took 794.7131s]
31/12/23 21:52:47| INFO bin_kde_lr_ne finished [took 813.7528s]
31/12/23 21:55:00| INFO m3w_kde_lr_mc finished [took 946.9560s]
31/12/23 21:55:18| INFO m3w_kde_lr_c finished [took 964.8996s]
31/12/23 21:55:44| INFO m3w_kde_lr finished [took 991.2467s]
31/12/23 21:56:24| INFO ref finished [took 82.5224s]
31/12/23 21:56:24| INFO mul_kde_lr finished [took 1030.8234s]
31/12/23 21:56:52| INFO atc_mc finished [took 92.7054s]
31/12/23 21:57:19| INFO doc finished [took 93.3789s]
31/12/23 21:57:32| INFO mul_kde_lr_c finished [took 1099.0822s]
31/12/23 21:57:37| INFO mul_kde_lr_mc finished [took 1103.3494s]
31/12/23 21:57:37| INFO mul_kde_lr_ne finished [took 1103.9978s]
31/12/23 22:01:19| INFO bin_kde_lr_is finished [took 538.6573s]
31/12/23 22:04:11| INFO m3w_kde_lr_ne finished [took 715.3704s]
31/12/23 22:04:24| INFO m3w_kde_lr_is finished [took 696.2336s]
31/12/23 22:05:16| INFO mul_kde_lr_is finished [took 767.5446s]
31/12/23 22:06:25| DEBUG [size=11,place=1] best score = 0.00501229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 66.605s]
31/12/23 22:06:25| DEBUG [size=11,place=2] best score = 0.00518665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 66.606s]
31/12/23 22:08:18| DEBUG [size=34,place=1] best score = 0.00453606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 113.075s]
31/12/23 22:08:18| DEBUG [size=34,place=2] best score = 0.00455731; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 113.075s]
31/12/23 22:09:29| DEBUG [size=16,place=1] best score = 0.00464131; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 71.257s]
31/12/23 22:09:29| DEBUG [size=16,place=2] best score = 0.00464700; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 71.258s]
31/12/23 22:09:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} (score=0.00454) [took 251.0448s]
31/12/23 22:14:07| INFO bin_kde_lr_gs finished [took 528.7592s]
31/12/23 22:18:11| DEBUG [size=11,place=1] best score = 0.00965367; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 242.702s]
31/12/23 22:18:11| DEBUG [size=11,place=2] best score = 0.01444392; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 242.703s]
31/12/23 22:25:23| DEBUG [size=34,place=1] best score = 0.00581494; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 431.835s]
31/12/23 22:25:23| DEBUG [size=34,place=2] best score = 0.00654838; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 431.835s]
31/12/23 22:35:50| DEBUG [size=44,place=1] best score = 0.00589855; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 627.041s]
31/12/23 22:35:50| DEBUG [size=44,place=2] best score = 0.00606699; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 627.042s]
31/12/23 22:35:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00581) [took 1301.6866s]
31/12/23 22:41:43| INFO mul_kde_lr_gs finished [took 1654.7689s]
31/12/23 22:44:44| DEBUG [size=11,place=1] best score = 0.01350040; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 180.351s]
31/12/23 22:44:44| DEBUG [size=11,place=2] best score = 0.01404426; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 180.352s]
31/12/23 23:00:22| DEBUG [size=54,place=1] best score = 0.00652296; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 937.556s]
31/12/23 23:00:22| DEBUG [size=54,place=2] best score = 0.00726689; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 937.556s]
31/12/23 23:09:16| DEBUG [size=33,place=1] best score = 0.00641139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 534.560s]
31/12/23 23:09:16| DEBUG [size=33,place=2] best score = 0.00642536; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 534.560s]
31/12/23 23:12:11| DEBUG [size=13,place=1] best score = 0.00878637; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 174.595s]
31/12/23 23:12:11| DEBUG [size=13,place=2] best score = 0.00894667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 174.595s]
31/12/23 23:12:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} (score=0.00641) [took 1827.1719s]
31/12/23 23:19:30| INFO m3w_kde_lr_gs finished [took 2266.3083s]
31/12/23 23:19:30| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 6022.2013s]
31/12/23 23:19:30| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
31/12/23 23:31:44| INFO bin_kde_lr finished [took 728.5525s]
31/12/23 23:32:09| INFO bin_kde_lr_c finished [took 753.5555s]
31/12/23 23:32:14| INFO bin_kde_lr_mc finished [took 758.3856s]
31/12/23 23:32:24| INFO bin_kde_lr_ne finished [took 768.9656s]
31/12/23 23:35:36| INFO mul_kde_lr finished [took 960.5570s]
31/12/23 23:36:13| INFO m3w_kde_lr finished [took 997.9031s]
31/12/23 23:36:39| INFO m3w_kde_lr_c finished [took 1023.4820s]
31/12/23 23:36:56| INFO ref finished [took 79.4591s]
31/12/23 23:36:57| INFO m3w_kde_lr_mc finished [took 1041.3916s]
31/12/23 23:37:41| INFO atc_mc finished [took 86.5951s]
31/12/23 23:37:56| INFO mul_kde_lr_mc finished [took 1100.1534s]
31/12/23 23:38:00| INFO doc finished [took 80.5242s]
31/12/23 23:38:10| INFO mul_kde_lr_ne finished [took 1114.6928s]
31/12/23 23:38:13| INFO mul_kde_lr_c finished [took 1120.6115s]
31/12/23 23:41:07| INFO bin_kde_lr_is finished [took 537.3506s]
31/12/23 23:43:40| INFO m3w_kde_lr_is finished [took 674.6998s]
31/12/23 23:43:53| INFO m3w_kde_lr_ne finished [took 728.1437s]
31/12/23 23:45:04| INFO mul_kde_lr_is finished [took 769.0879s]
31/12/23 23:46:12| DEBUG [size=11,place=1] best score = 0.01099462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 67.463s]
31/12/23 23:46:12| DEBUG [size=11,place=2] best score = 0.01199663; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 67.464s]
31/12/23 23:51:44| DEBUG [size=53,place=1] best score = 0.00989281; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 332.241s]
31/12/23 23:51:44| DEBUG [size=53,place=2] best score = 0.00989490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 332.242s]
31/12/23 23:53:01| DEBUG [size=16,place=1] best score = 0.00950538; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 76.449s]
31/12/23 23:53:01| DEBUG [size=16,place=2] best score = 0.00960553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 76.449s]
31/12/23 23:55:46| DEBUG [size=27,place=1] best score = 0.00917151; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 165.076s]
31/12/23 23:55:46| DEBUG [size=27,place=2] best score = 0.00955826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 165.076s]
31/12/23 23:58:43| DEBUG [size=28,place=1] best score = 0.00920721; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 177.510s]
31/12/23 23:58:43| DEBUG [size=28,place=2] best score = 0.01010573; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 177.511s]
31/12/23 23:58:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00917) [took 818.8535s]
01/01/24 00:02:50| INFO bin_kde_lr_gs finished [took 1065.5292s]
01/01/24 00:06:55| DEBUG [size=11,place=1] best score = 0.01622126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 243.882s]
01/01/24 00:06:55| DEBUG [size=11,place=2] best score = 0.01782359; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 243.882s]
01/01/24 00:22:23| DEBUG [size=52,place=1] best score = 0.00863187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 927.935s]
01/01/24 00:22:23| DEBUG [size=52,place=2] best score = 0.00927886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 927.936s]
01/01/24 00:26:41| DEBUG [size=16,place=1] best score = 0.00944888; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 258.728s]
01/01/24 00:26:41| DEBUG [size=16,place=2] best score = 0.00993584; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 258.728s]
01/01/24 00:26:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00863) [took 1430.6581s]
01/01/24 00:31:56| INFO mul_kde_lr_gs finished [took 1745.0413s]
01/01/24 00:35:00| DEBUG [size=11,place=1] best score = 0.00759875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 182.752s]
01/01/24 00:35:00| DEBUG [size=11,place=2] best score = 0.01423386; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 182.752s]
01/01/24 00:46:16| DEBUG [size=53,place=1] best score = 0.00726551; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 676.626s]
01/01/24 00:46:16| DEBUG [size=53,place=2] best score = 0.00727111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 676.627s]
01/01/24 00:49:19| DEBUG [size=16,place=1] best score = 0.00726541; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 182.559s]
01/01/24 00:49:19| DEBUG [size=16,place=2] best score = 0.00792718; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 182.560s]
01/01/24 00:51:05| DEBUG [size=21,place=1] best score = 0.00676450; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.787s]
01/01/24 00:51:05| DEBUG [size=21,place=2] best score = 0.00709382; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 106.788s]
01/01/24 00:53:47| DEBUG [size=14,place=1] best score = 0.01053747; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.466s]
01/01/24 00:53:47| DEBUG [size=14,place=2] best score = 0.01175594; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.466s]
01/01/24 00:53:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00676) [took 1310.3114s]
01/01/24 00:57:55| INFO m3w_kde_lr_gs finished [took 1558.2559s]
01/01/24 00:57:55| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 5905.0687s]
01/01/24 00:57:55| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
01/01/24 01:08:54| INFO bin_kde_lr_mc finished [took 657.3067s]
01/01/24 01:09:24| INFO bin_kde_lr finished [took 688.0202s]
01/01/24 01:09:38| INFO bin_kde_lr_c finished [took 700.5413s]
01/01/24 01:09:54| INFO bin_kde_lr_ne finished [took 712.5212s]
01/01/24 01:12:44| INFO m3w_kde_lr finished [took 886.6984s]
01/01/24 01:13:00| INFO mul_kde_lr finished [took 903.6855s]
01/01/24 01:13:42| INFO mul_kde_lr_mc finished [took 940.6350s]
01/01/24 01:14:00| INFO mul_kde_lr_ne finished [took 957.0769s]
01/01/24 01:14:06| INFO ref finished [took 81.5246s]
01/01/24 01:14:14| INFO atc_mc finished [took 72.6315s]
01/01/24 01:14:35| INFO m3w_kde_lr_mc finished [took 994.3883s]
01/01/24 01:14:45| INFO mul_kde_lr_c finished [took 1008.0827s]
01/01/24 01:14:46| INFO m3w_kde_lr_c finished [took 1008.7969s]
01/01/24 01:15:00| INFO doc finished [took 76.9213s]
01/01/24 01:17:57| INFO bin_kde_lr_is finished [took 512.1462s]
01/01/24 01:20:27| INFO m3w_kde_lr_ne finished [took 691.9776s]
01/01/24 01:21:21| INFO m3w_kde_lr_is finished [took 685.6198s]
01/01/24 01:22:05| INFO mul_kde_lr_is finished [took 746.7311s]
01/01/24 01:23:10| DEBUG [size=11,place=1] best score = 0.00724942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 63.846s]
01/01/24 01:23:10| DEBUG [size=11,place=2] best score = 0.01113207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 63.847s]
01/01/24 01:24:59| DEBUG [size=34,place=1] best score = 0.00563295; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 109.508s]
01/01/24 01:24:59| DEBUG [size=34,place=2] best score = 0.00581658; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 109.508s]
01/01/24 01:29:23| DEBUG [size=40,place=1] best score = 0.00550339; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 264.109s]
01/01/24 01:29:23| DEBUG [size=40,place=2] best score = 0.00564438; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 264.110s]
01/01/24 01:30:23| DEBUG [size=12,place=1] best score = 0.00566721; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 60.047s]
01/01/24 01:30:23| DEBUG [size=12,place=2] best score = 0.00590478; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 60.047s]
01/01/24 01:30:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00550) [took 497.6234s]
01/01/24 01:34:41| INFO bin_kde_lr_gs finished [took 754.7533s]
01/01/24 01:38:44| DEBUG [size=11,place=1] best score = 0.00719990; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 242.254s]
01/01/24 01:38:44| DEBUG [size=11,place=2] best score = 0.00886401; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 242.254s]
01/01/24 01:54:42| DEBUG [size=53,place=1] best score = 0.00569525; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 958.101s]
01/01/24 01:54:42| DEBUG [size=53,place=2] best score = 0.00580444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 958.101s]
01/01/24 02:08:58| DEBUG [size=46,place=1] best score = 0.00546224; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 855.939s]
01/01/24 02:08:58| DEBUG [size=46,place=2] best score = 0.00551615; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 855.939s]
01/01/24 02:13:34| DEBUG [size=14,place=1] best score = 0.00586128; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 276.174s]
01/01/24 02:13:34| DEBUG [size=14,place=2] best score = 0.00590048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 276.174s]
01/01/24 02:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00546) [took 2332.5786s]
01/01/24 02:20:08| INFO mul_kde_lr_gs finished [took 2726.4055s]
01/01/24 02:23:08| DEBUG [size=11,place=1] best score = 0.00915533; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 179.122s]
01/01/24 02:23:08| DEBUG [size=11,place=2] best score = 0.00981882; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 179.122s]
01/01/24 02:38:35| DEBUG [size=52,place=1] best score = 0.00658839; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.479s]
01/01/24 02:38:35| DEBUG [size=52,place=2] best score = 0.00714308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.479s]
01/01/24 02:41:16| DEBUG [size=14,place=1] best score = 0.00680687; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 161.290s]
01/01/24 02:41:16| DEBUG [size=14,place=2] best score = 0.00689117; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 161.291s]
01/01/24 02:41:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00659) [took 1267.9992s]
01/01/24 02:46:21| INFO m3w_kde_lr_gs finished [took 1572.9233s]
01/01/24 02:46:21| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 6506.3590s]
01/01/24 02:46:21| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
01/01/24 02:57:35| INFO bin_kde_lr_c finished [took 668.8860s]
01/01/24 02:58:06| INFO bin_kde_lr_mc finished [took 700.4428s]
01/01/24 02:58:12| INFO bin_kde_lr finished [took 706.1500s]
01/01/24 02:58:13| INFO bin_kde_lr_ne finished [took 707.4408s]
01/01/24 03:02:00| INFO m3w_kde_lr_c finished [took 933.9977s]
01/01/24 03:02:04| INFO m3w_kde_lr finished [took 940.2734s]
01/01/24 03:02:06| INFO m3w_kde_lr_mc finished [took 939.5482s]
01/01/24 03:02:07| INFO mul_kde_lr_c finished [took 941.1635s]
01/01/24 03:03:10| INFO mul_kde_lr finished [took 1004.3736s]
01/01/24 03:03:17| INFO atc_mc finished [took 71.8734s]
01/01/24 03:03:20| INFO mul_kde_lr_mc finished [took 1014.3730s]
01/01/24 03:03:21| INFO mul_kde_lr_ne finished [took 1014.8101s]
01/01/24 03:03:22| INFO ref finished [took 81.2972s]
01/01/24 03:03:28| INFO doc finished [took 81.8926s]
01/01/24 03:06:30| INFO bin_kde_lr_is finished [took 503.4204s]
01/01/24 03:08:56| INFO m3w_kde_lr_ne finished [took 680.3422s]
01/01/24 03:09:03| INFO m3w_kde_lr_is finished [took 648.9539s]
01/01/24 03:09:52| INFO mul_kde_lr_is finished [took 699.0169s]
01/01/24 03:11:02| DEBUG [size=11,place=1] best score = 0.00924873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 69.849s]
01/01/24 03:11:02| DEBUG [size=11,place=2] best score = 0.00936859; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.850s]
01/01/24 03:15:03| DEBUG [size=53,place=1] best score = 0.00869317; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 240.921s]
01/01/24 03:15:03| DEBUG [size=53,place=2] best score = 0.00903865; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 240.921s]
01/01/24 03:17:26| DEBUG [size=44,place=1] best score = 0.00848930; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 143.213s]
01/01/24 03:17:26| DEBUG [size=44,place=2] best score = 0.00852907; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 143.213s]
01/01/24 03:18:33| DEBUG [size=14,place=1] best score = 0.00850503; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 66.831s]
01/01/24 03:18:33| DEBUG [size=14,place=2] best score = 0.00859552; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 66.832s]
01/01/24 03:18:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00849) [took 520.9245s]
01/01/24 03:22:27| INFO bin_kde_lr_gs finished [took 754.6634s]
01/01/24 03:26:32| DEBUG [size=11,place=1] best score = 0.00838849; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.385s]
01/01/24 03:26:32| DEBUG [size=11,place=2] best score = 0.01423142; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 244.385s]
01/01/24 03:42:03| DEBUG [size=52,place=1] best score = 0.00788282; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 930.989s]
01/01/24 03:42:03| DEBUG [size=52,place=2] best score = 0.00839811; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 930.990s]
01/01/24 03:50:06| DEBUG [size=28,place=1] best score = 0.00771926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 483.153s]
01/01/24 03:50:06| DEBUG [size=28,place=2] best score = 0.00790834; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 483.153s]
01/01/24 03:54:17| DEBUG [size=14,place=1] best score = 0.00897999; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 250.426s]
01/01/24 03:54:17| DEBUG [size=14,place=2] best score = 0.00924797; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 250.426s]
01/01/24 03:54:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00772) [took 1909.0711s]
01/01/24 04:00:19| INFO mul_kde_lr_gs finished [took 2271.4847s]
01/01/24 04:03:22| DEBUG [size=11,place=1] best score = 0.00880752; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 182.714s]
01/01/24 04:03:22| DEBUG [size=11,place=2] best score = 0.00932352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 182.714s]
01/01/24 04:14:35| DEBUG [size=53,place=1] best score = 0.00697562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 672.708s]
01/01/24 04:14:35| DEBUG [size=53,place=2] best score = 0.00711367; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 672.708s]
01/01/24 04:24:44| DEBUG [size=42,place=1] best score = 0.00695179; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.190s]
01/01/24 04:24:44| DEBUG [size=42,place=2] best score = 0.00729048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.190s]
01/01/24 04:34:14| DEBUG [size=43,place=1] best score = 0.00739451; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 569.477s]
01/01/24 04:34:14| DEBUG [size=43,place=2] best score = 0.00768891; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 569.477s]
01/01/24 04:34:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00695) [took 2034.2114s]
01/01/24 04:38:52| INFO m3w_kde_lr_gs finished [took 2312.1673s]
01/01/24 04:38:52| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 6750.4422s]
01/01/24 04:38:52| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
01/01/24 04:49:33| INFO bin_kde_lr finished [took 639.2711s]
01/01/24 04:50:44| INFO bin_kde_lr_ne finished [took 705.5963s]
01/01/24 04:50:50| INFO bin_kde_lr_mc finished [took 710.9626s]
01/01/24 04:50:53| INFO bin_kde_lr_c finished [took 718.9690s]
01/01/24 04:53:24| INFO m3w_kde_lr_mc finished [took 865.0742s]
01/01/24 04:53:39| INFO m3w_kde_lr finished [took 884.8954s]
01/01/24 04:54:46| INFO atc_mc finished [took 66.9130s]
01/01/24 04:54:46| INFO ref finished [took 81.6058s]
01/01/24 04:54:49| INFO mul_kde_lr_mc finished [took 949.7082s]
01/01/24 04:54:59| INFO mul_kde_lr_ne finished [took 959.9009s]
01/01/24 04:55:16| INFO mul_kde_lr finished [took 982.7717s]
01/01/24 04:55:42| INFO m3w_kde_lr_c finished [took 1008.8172s]
01/01/24 04:55:58| INFO mul_kde_lr_c finished [took 1023.9928s]
01/01/24 04:56:04| INFO doc finished [took 77.1569s]
01/01/24 04:59:05| INFO bin_kde_lr_is finished [took 499.8934s]
01/01/24 05:02:19| INFO m3w_kde_lr_is finished [took 686.0243s]
01/01/24 05:02:25| INFO m3w_kde_lr_ne finished [took 772.1209s]
01/01/24 05:03:08| INFO mul_kde_lr_is finished [took 737.9123s]
01/01/24 05:04:14| DEBUG [size=11,place=1] best score = 0.00671484; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 64.927s]
01/01/24 05:04:14| DEBUG [size=11,place=2] best score = 0.00855412; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 64.927s]
01/01/24 05:08:06| DEBUG [size=53,place=1] best score = 0.00672315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 231.882s]
01/01/24 05:08:06| DEBUG [size=53,place=2] best score = 0.00682444; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 231.883s]
01/01/24 05:08:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00671) [took 296.9151s]
01/01/24 05:12:24| INFO bin_kde_lr_gs finished [took 555.0798s]
01/01/24 05:16:22| DEBUG [size=11,place=1] best score = 0.01018731; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 237.551s]
01/01/24 05:16:22| DEBUG [size=11,place=2] best score = 0.01090868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 237.552s]
01/01/24 05:32:12| DEBUG [size=53,place=1] best score = 0.00719102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 949.970s]
01/01/24 05:32:12| DEBUG [size=53,place=2] best score = 0.00720750; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 949.971s]
01/01/24 05:49:00| DEBUG [size=46,place=1] best score = 0.00678798; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1007.364s]
01/01/24 05:49:00| DEBUG [size=46,place=2] best score = 0.00707334; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1007.365s]
01/01/24 05:53:11| DEBUG [size=14,place=1] best score = 0.00700201; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 250.947s]
01/01/24 05:53:11| DEBUG [size=14,place=2] best score = 0.00821755; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 250.947s]
01/01/24 05:53:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00679) [took 2445.9536s]
01/01/24 05:58:25| INFO mul_kde_lr_gs finished [took 2760.2576s]
01/01/24 06:01:20| DEBUG [size=11,place=1] best score = 0.00902796; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.825s]
01/01/24 06:01:20| DEBUG [size=11,place=2] best score = 0.01012963; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.826s]
01/01/24 06:12:28| DEBUG [size=53,place=1] best score = 0.00678353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 668.759s]
01/01/24 06:12:28| DEBUG [size=53,place=2] best score = 0.00703197; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 668.760s]
01/01/24 06:21:07| DEBUG [size=31,place=1] best score = 0.00666618; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 518.352s]
01/01/24 06:21:07| DEBUG [size=31,place=2] best score = 0.00755136; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 518.353s]
01/01/24 06:33:49| DEBUG [size=39,place=1] best score = 0.00695294; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 762.443s]
01/01/24 06:33:49| DEBUG [size=39,place=2] best score = 0.00700831; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 762.443s]
01/01/24 06:33:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00667) [took 2123.4999s]
01/01/24 06:38:49| INFO m3w_kde_lr_gs finished [took 2423.4182s]
01/01/24 06:38:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 7197.4406s]
01/01/24 06:38:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
01/01/24 06:51:07| INFO bin_kde_lr_ne finished [took 732.0319s]
01/01/24 06:51:18| INFO bin_kde_lr_mc finished [took 742.9845s]
01/01/24 06:51:31| INFO bin_kde_lr_c finished [took 756.2925s]
01/01/24 06:51:54| INFO bin_kde_lr finished [took 780.1296s]
01/01/24 06:54:15| INFO m3w_kde_lr finished [took 920.8731s]
01/01/24 06:55:10| INFO mul_kde_lr finished [took 976.1369s]
01/01/24 06:55:19| INFO ref finished [took 63.1187s]
01/01/24 06:55:45| INFO m3w_kde_lr_mc finished [took 1010.2109s]
01/01/24 06:56:05| INFO mul_kde_lr_ne finished [took 1030.7070s]
01/01/24 06:56:09| INFO m3w_kde_lr_c finished [took 1037.0501s]
01/01/24 06:56:18| INFO atc_mc finished [took 67.9086s]
01/01/24 06:56:48| INFO doc finished [took 88.1182s]
01/01/24 06:57:03| INFO mul_kde_lr_mc finished [took 1088.3772s]
01/01/24 06:57:16| INFO mul_kde_lr_c finished [took 1101.5312s]
01/01/24 07:00:29| INFO bin_kde_lr_is finished [took 550.9961s]
01/01/24 07:03:17| INFO m3w_kde_lr_is finished [took 681.5421s]
01/01/24 07:03:33| INFO m3w_kde_lr_ne finished [took 745.1629s]
01/01/24 07:03:50| INFO mul_kde_lr_is finished [took 738.2665s]
01/01/24 07:04:57| DEBUG [size=11,place=1] best score = 0.00551482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 66.113s]
01/01/24 07:04:57| DEBUG [size=11,place=2] best score = 0.00784850; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 66.113s]
01/01/24 07:08:59| DEBUG [size=52,place=1] best score = 0.00507598; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 241.987s]
01/01/24 07:08:59| DEBUG [size=52,place=2] best score = 0.00531952; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 241.988s]
01/01/24 07:11:00| DEBUG [size=42,place=1] best score = 0.00512679; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 121.426s]
01/01/24 07:11:00| DEBUG [size=42,place=2] best score = 0.00519506; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 121.427s]
01/01/24 07:11:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00508) [took 429.6455s]
01/01/24 07:15:21| INFO bin_kde_lr_gs finished [took 690.6521s]
01/01/24 07:19:26| DEBUG [size=11,place=1] best score = 0.01053746; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.274s]
01/01/24 07:19:26| DEBUG [size=11,place=2] best score = 0.01153110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 244.274s]
01/01/24 07:35:06| DEBUG [size=53,place=1] best score = 0.00624223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 939.720s]
01/01/24 07:35:06| DEBUG [size=53,place=2] best score = 0.00626370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 939.720s]
01/01/24 07:39:17| DEBUG [size=16,place=1] best score = 0.00839216; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 251.389s]
01/01/24 07:39:17| DEBUG [size=16,place=2] best score = 0.00854639; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 251.389s]
01/01/24 07:39:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00624) [took 1435.3923s]
01/01/24 07:44:29| INFO mul_kde_lr_gs finished [took 1747.6866s]
01/01/24 07:47:22| DEBUG [size=11,place=1] best score = 0.00569782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 171.407s]
01/01/24 07:47:22| DEBUG [size=11,place=2] best score = 0.00687739; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 171.408s]
01/01/24 07:58:35| DEBUG [size=53,place=1] best score = 0.00563243; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 672.896s]
01/01/24 07:58:35| DEBUG [size=53,place=2] best score = 0.00564520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 672.896s]
01/01/24 08:04:21| DEBUG [size=28,place=1] best score = 0.00518178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 346.609s]
01/01/24 08:04:21| DEBUG [size=28,place=2] best score = 0.00524028; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 346.610s]
01/01/24 08:07:22| DEBUG [size=14,place=1] best score = 0.00564938; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 180.925s]
01/01/24 08:07:22| DEBUG [size=14,place=2] best score = 0.00567113; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 180.926s]
01/01/24 08:07:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00518) [took 1371.9578s]
01/01/24 08:11:46| INFO m3w_kde_lr_gs finished [took 1636.1851s]
01/01/24 08:11:46| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 5577.1663s]
01/01/24 08:11:46| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
01/01/24 08:24:38| INFO bin_kde_lr_c finished [took 769.6441s]
01/01/24 08:24:50| INFO bin_kde_lr finished [took 780.8516s]
01/01/24 08:25:00| INFO bin_kde_lr_mc finished [took 790.8180s]
01/01/24 08:25:05| INFO bin_kde_lr_ne finished [took 791.6437s]
01/01/24 08:26:40| INFO m3w_kde_lr_c finished [took 891.5040s]
01/01/24 08:26:49| INFO m3w_kde_lr finished [took 899.7465s]
01/01/24 08:27:13| INFO m3w_kde_lr_mc finished [took 918.9721s]
01/01/24 08:27:50| INFO mul_kde_lr finished [took 961.7577s]
01/01/24 08:27:53| INFO ref finished [took 73.3474s]
01/01/24 08:27:59| INFO atc_mc finished [took 70.0783s]
01/01/24 08:28:21| INFO mul_kde_lr_c finished [took 992.2637s]
01/01/24 08:28:26| INFO mul_kde_lr_mc finished [took 997.4793s]
01/01/24 08:28:29| INFO doc finished [took 75.1961s]
01/01/24 08:28:33| INFO mul_kde_lr_ne finished [took 999.7032s]
01/01/24 08:33:46| INFO bin_kde_lr_is finished [took 535.6566s]
01/01/24 08:35:22| INFO m3w_kde_lr_ne finished [took 642.9447s]
01/01/24 08:35:28| INFO m3w_kde_lr_is finished [took 621.2782s]
01/01/24 08:36:16| INFO mul_kde_lr_is finished [took 676.0446s]
01/01/24 08:37:20| DEBUG [size=11,place=1] best score = 0.06949559; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 63.047s]
01/01/24 08:37:20| DEBUG [size=11,place=2] best score = 0.11839102; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 63.048s]
01/01/24 08:39:50| DEBUG [size=53,place=1] best score = 0.00653383; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 150.089s]
01/01/24 08:39:50| DEBUG [size=53,place=2] best score = 0.01252308; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 150.090s]
01/01/24 08:41:42| DEBUG [size=33,place=1] best score = 0.00591114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 111.266s]
01/01/24 08:41:42| DEBUG [size=33,place=2] best score = 0.00606129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 111.266s]
01/01/24 08:42:42| DEBUG [size=14,place=1] best score = 0.00663905; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 60.646s]
01/01/24 08:42:42| DEBUG [size=14,place=2] best score = 0.00686150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 60.646s]
01/01/24 08:42:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00591) [took 385.0630s]
01/01/24 08:47:01| INFO bin_kde_lr_gs finished [took 643.9123s]
01/01/24 08:50:58| DEBUG [size=11,place=1] best score = 0.00920486; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 236.290s]
01/01/24 08:50:58| DEBUG [size=11,place=2] best score = 0.01010040; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 236.290s]
01/01/24 09:11:57| DEBUG [size=54,place=1] best score = 0.00799868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 1259.248s]
01/01/24 09:11:57| DEBUG [size=54,place=2] best score = 0.00803523; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': None} [took 1259.249s]
01/01/24 09:16:25| DEBUG [size=16,place=1] best score = 0.00766902; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 267.973s]
01/01/24 09:16:25| DEBUG [size=16,place=2] best score = 0.00792535; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 267.973s]
01/01/24 09:26:43| DEBUG [size=28,place=1] best score = 0.00738688; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 617.316s]
01/01/24 09:26:43| DEBUG [size=28,place=2] best score = 0.00740012; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 617.317s]
01/01/24 09:35:35| DEBUG [size=22,place=1] best score = 0.00704904; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 532.146s]
01/01/24 09:35:35| DEBUG [size=22,place=2] best score = 0.00708861; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 532.146s]
01/01/24 09:38:02| DEBUG [size=11,place=1] best score = 0.00728327; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.502s]
01/01/24 09:38:02| DEBUG [size=11,place=2] best score = 0.00728623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 147.502s]
01/01/24 09:38:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00705) [took 3060.4958s]
01/01/24 09:43:11| INFO mul_kde_lr_gs finished [took 3369.0364s]
01/01/24 09:46:13| DEBUG [size=11,place=1] best score = 0.00777645; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 181.371s]
01/01/24 09:46:13| DEBUG [size=11,place=2] best score = 0.00790701; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 181.372s]
01/01/24 10:02:20| DEBUG [size=54,place=1] best score = 0.00593998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 967.089s]
01/01/24 10:02:20| DEBUG [size=54,place=2] best score = 0.00784576; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 967.089s]
01/01/24 10:05:13| DEBUG [size=29,place=1] best score = 0.00628038; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 172.947s]
01/01/24 10:05:13| DEBUG [size=29,place=2] best score = 0.00677041; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 172.948s]
01/01/24 10:05:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00594) [took 1321.5246s]
01/01/24 10:09:40| INFO m3w_kde_lr_gs finished [took 1588.2757s]
01/01/24 10:09:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 7073.5793s]
01/01/24 10:09:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
01/01/24 10:09:56| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
01/01/24 10:10:04| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
01/01/24 10:10:05| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
01/01/24 10:10:14| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
01/01/24 10:10:20| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
01/01/24 10:13:39| INFO ref finished [took 198.3351s]
01/01/24 10:15:18| INFO atc_mc finished [took 98.0596s]
01/01/24 10:16:54| INFO doc finished [took 95.7394s]
01/01/24 10:25:09| INFO m3w_kde_lr_c finished [took 923.5459s]
01/01/24 10:25:11| INFO mul_kde_lr_is finished [took 904.1758s]
01/01/24 10:25:26| INFO m3w_kde_lr finished [took 944.9692s]
01/01/24 10:25:35| INFO m3w_kde_lr_mc finished [took 949.4054s]
01/01/24 10:26:00| INFO m3w_kde_lr_ne finished [took 962.6927s]
01/01/24 10:26:09| INFO mul_kde_lr finished [took 987.4178s]
01/01/24 10:26:17| INFO m3w_kde_lr_is finished [took 961.1752s]
01/01/24 10:26:19| INFO mul_kde_lr_ne finished [took 993.0489s]
01/01/24 10:26:28| INFO mul_kde_lr_c finished [took 1003.2757s]
01/01/24 10:26:41| INFO mul_kde_lr_mc finished [took 1015.3100s]
01/01/24 10:52:59| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
01/01/24 10:56:48| DEBUG [size=11,place=1] best score = 0.00582808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 228.215s]
01/01/24 10:56:48| DEBUG [size=11,place=2] best score = 0.00753188; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 228.216s]
01/01/24 11:12:06| DEBUG [size=53,place=1] best score = 0.00574884; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 918.166s]
01/01/24 11:12:06| DEBUG [size=53,place=2] best score = 0.00576699; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 918.166s]
01/01/24 11:16:06| DEBUG [size=16,place=1] best score = 0.00630025; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 239.424s]
01/01/24 11:16:06| DEBUG [size=16,place=2] best score = 0.00635395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 239.425s]
01/01/24 11:16:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00575) [took 1385.9174s]
01/01/24 11:22:19| INFO mul_kde_lr_gs finished [took 1759.2384s]
01/01/24 11:25:15| DEBUG [size=11,place=1] best score = 0.00542903; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 175.275s]
01/01/24 11:25:15| DEBUG [size=11,place=2] best score = 0.00784603; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.276s]
01/01/24 11:36:28| DEBUG [size=53,place=1] best score = 0.00541303; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 673.324s]
01/01/24 11:36:28| DEBUG [size=53,place=2] best score = 0.00544105; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 673.325s]
01/01/24 11:39:22| DEBUG [size=28,place=1] best score = 0.00540460; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 173.564s]
01/01/24 11:39:22| DEBUG [size=28,place=2] best score = 0.00543583; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 173.565s]
01/01/24 11:42:03| DEBUG [size=14,place=1] best score = 0.00603347; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 161.100s]
01/01/24 11:42:03| DEBUG [size=14,place=2] best score = 0.00638171; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.100s]
01/01/24 11:42:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00540) [took 1183.3849s]
01/01/24 11:46:22| INFO m3w_kde_lr_gs finished [took 1442.9441s]
01/01/24 11:46:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 5802.3714s]
----------------------------------------------------------------------------------------------------
01/01/24 12:27:09| INFO dataset rcv1_MCAT [pool size: 10]
01/01/24 12:27:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
01/01/24 12:29:46| INFO bin_sld_lr_mc finished [took 152.3843s]
01/01/24 12:29:57| INFO m3w_sld_lr_c finished [took 165.6259s]
01/01/24 12:30:17| INFO m3w_sld_lr finished [took 183.5030s]
01/01/24 12:30:17| INFO bin_sld_lr_ne finished [took 183.5212s]
01/01/24 12:30:19| INFO m3w_sld_lr_mc finished [took 185.1406s]
01/01/24 12:30:26| INFO bin_sld_lr finished [took 191.9758s]
01/01/24 12:30:48| INFO bin_sld_lr_c finished [took 213.9083s]
01/01/24 12:31:06| INFO mul_sld_lr_c finished [took 232.3848s]
01/01/24 12:31:16| INFO mul_sld_lr_ne finished [took 242.1610s]
01/01/24 12:31:34| INFO mul_sld_lr finished [took 259.7800s]
01/01/24 12:31:36| INFO mul_sld_lr_mc finished [took 261.9777s]
01/01/24 12:32:02| INFO ref finished [took 101.6718s]
01/01/24 12:32:09| INFO bin_sld_lr_is finished [took 130.5404s]
01/01/24 12:32:11| INFO m3w_sld_lr_is finished [took 112.6322s]
01/01/24 12:32:12| INFO m3w_sld_lr_ne finished [took 145.2841s]
01/01/24 12:32:22| INFO atc_mc finished [took 115.7760s]
01/01/24 12:32:23| INFO doc finished [took 94.1426s]
01/01/24 12:32:30| INFO mul_sld_lr_is finished [took 132.1884s]
01/01/24 12:32:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00607) [took 22.2354s]
01/01/24 12:33:54| INFO bin_sld_lr_gs finished [took 83.1686s]
01/01/24 12:40:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00793) [took 390.5317s]
01/01/24 12:41:26| INFO mul_sld_lr_gs finished [took 451.5693s]
01/01/24 12:46:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00635) [took 291.5097s]
01/01/24 12:47:11| INFO m3w_sld_lr_gs finished [took 344.3714s]
01/01/24 12:47:11| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1202.2635s]
01/01/24 12:47:11| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
01/01/24 12:49:52| INFO bin_sld_lr_ne finished [took 158.5417s]
01/01/24 12:50:03| INFO m3w_sld_lr_c finished [took 170.2019s]
01/01/24 12:50:04| INFO m3w_sld_lr_mc finished [took 171.4376s]
01/01/24 12:50:06| INFO m3w_sld_lr finished [took 173.2441s]
01/01/24 12:50:07| INFO bin_sld_lr_mc finished [took 173.8102s]
01/01/24 12:50:40| INFO bin_sld_lr_c finished [took 207.1076s]
01/01/24 12:50:43| INFO bin_sld_lr finished [took 209.8804s]
01/01/24 12:51:15| INFO mul_sld_lr finished [took 241.4459s]
01/01/24 12:51:24| INFO mul_sld_lr_c finished [took 250.6329s]
01/01/24 12:51:25| INFO mul_sld_lr_ne finished [took 251.6005s]
01/01/24 12:51:27| INFO mul_sld_lr_mc finished [took 253.3611s]
01/01/24 12:51:38| INFO m3w_sld_lr_is finished [took 90.6933s]
01/01/24 12:51:49| INFO m3w_sld_lr_ne finished [took 116.7824s]
01/01/24 12:51:51| INFO ref finished [took 103.3955s]
01/01/24 12:52:14| INFO doc finished [took 90.7912s]
01/01/24 12:52:15| INFO atc_mc finished [took 93.6395s]
01/01/24 12:52:24| INFO bin_sld_lr_is finished [took 140.2059s]
01/01/24 12:52:43| INFO mul_sld_lr_is finished [took 157.8502s]
01/01/24 12:54:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00653) [took 98.3149s]
01/01/24 12:55:23| INFO bin_sld_lr_gs finished [took 159.4736s]
01/01/24 13:02:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00725) [took 424.5008s]
01/01/24 13:03:30| INFO mul_sld_lr_gs finished [took 487.0770s]
01/01/24 13:08:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00794) [took 305.0578s]
01/01/24 13:09:28| INFO m3w_sld_lr_gs finished [took 357.3563s]
01/01/24 13:09:28| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 1337.0126s]
01/01/24 13:09:28| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
01/01/24 13:12:09| INFO m3w_sld_lr_c finished [took 159.0358s]
01/01/24 13:12:16| INFO bin_sld_lr_ne finished [took 165.6170s]
01/01/24 13:12:23| INFO m3w_sld_lr finished [took 172.3251s]
01/01/24 13:12:25| INFO m3w_sld_lr_mc finished [took 174.7246s]
01/01/24 13:12:34| INFO mul_sld_lr_ne finished [took 183.7550s]
01/01/24 13:12:46| INFO bin_sld_lr_c finished [took 195.9743s]
01/01/24 13:12:53| INFO bin_sld_lr finished [took 202.2788s]
01/01/24 13:12:54| INFO bin_sld_lr_mc finished [took 203.9760s]
01/01/24 13:12:55| INFO mul_sld_lr_c finished [took 204.3248s]
01/01/24 13:12:55| INFO mul_sld_lr finished [took 204.6776s]
01/01/24 13:13:03| INFO mul_sld_lr_mc finished [took 212.2801s]
01/01/24 13:13:56| INFO m3w_sld_lr_ne finished [took 106.5332s]
01/01/24 13:14:04| INFO m3w_sld_lr_is finished [took 98.0741s]
01/01/24 13:14:06| INFO atc_mc finished [took 79.1853s]
01/01/24 13:14:13| INFO doc finished [took 79.6293s]
01/01/24 13:14:16| INFO ref finished [took 100.7487s]
01/01/24 13:14:23| INFO mul_sld_lr_is finished [took 119.6849s]
01/01/24 13:14:33| INFO bin_sld_lr_is finished [took 136.0057s]
01/01/24 13:16:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00733) [took 94.3877s]
01/01/24 13:17:09| INFO bin_sld_lr_gs finished [took 155.3356s]
01/01/24 13:24:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00519) [took 422.8680s]
01/01/24 13:25:16| INFO mul_sld_lr_gs finished [took 486.9162s]
01/01/24 13:30:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 297.2743s]
01/01/24 13:31:06| INFO m3w_sld_lr_gs finished [took 349.0693s]
01/01/24 13:31:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 1297.4575s]
01/01/24 13:31:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
01/01/24 13:33:36| INFO m3w_sld_lr finished [took 148.3900s]
01/01/24 13:33:54| INFO m3w_sld_lr_mc finished [took 165.0207s]
01/01/24 13:34:00| INFO m3w_sld_lr_c finished [took 171.9781s]
01/01/24 13:34:09| INFO bin_sld_lr_ne finished [took 180.8560s]
01/01/24 13:34:13| INFO bin_sld_lr finished [took 184.9483s]
01/01/24 13:34:16| INFO mul_sld_lr_ne finished [took 188.0227s]
01/01/24 13:34:17| INFO mul_sld_lr_mc finished [took 188.6060s]
01/01/24 13:34:25| INFO bin_sld_lr_mc finished [took 196.6096s]
01/01/24 13:34:26| INFO bin_sld_lr_c finished [took 197.2370s]
01/01/24 13:34:30| INFO mul_sld_lr_c finished [took 201.3132s]
01/01/24 13:34:40| INFO mul_sld_lr finished [took 212.1497s]
01/01/24 13:35:30| INFO ref finished [took 75.2872s]
01/01/24 13:35:39| INFO atc_mc finished [took 81.6396s]
01/01/24 13:35:39| INFO m3w_sld_lr_is finished [took 89.1064s]
01/01/24 13:35:45| INFO m3w_sld_lr_ne finished [took 128.2182s]
01/01/24 13:35:45| INFO doc finished [took 87.4883s]
01/01/24 13:36:01| INFO mul_sld_lr_is finished [took 119.4597s]
01/01/24 13:36:06| INFO bin_sld_lr_is finished [took 131.6548s]
01/01/24 13:37:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00722) [took 108.9903s]
01/01/24 13:38:56| INFO bin_sld_lr_gs finished [took 169.2987s]
01/01/24 13:46:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00859) [took 432.3779s]
01/01/24 13:47:11| INFO mul_sld_lr_gs finished [took 493.8185s]
01/01/24 13:52:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00849) [took 302.7310s]
01/01/24 13:53:06| INFO m3w_sld_lr_gs finished [took 353.9316s]
01/01/24 13:53:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 1319.7425s]
01/01/24 13:53:06| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
01/01/24 13:55:30| INFO m3w_sld_lr_mc finished [took 141.4340s]
01/01/24 13:55:35| INFO m3w_sld_lr finished [took 146.5173s]
01/01/24 13:56:00| INFO m3w_sld_lr_c finished [took 172.0987s]
01/01/24 13:56:15| INFO mul_sld_lr_ne finished [took 187.0183s]
01/01/24 13:56:20| INFO bin_sld_lr_mc finished [took 191.9254s]
01/01/24 13:56:21| INFO bin_sld_lr_ne finished [took 193.2337s]
01/01/24 13:56:26| INFO bin_sld_lr_c finished [took 197.9792s]
01/01/24 13:56:35| INFO bin_sld_lr finished [took 207.2434s]
01/01/24 13:56:41| INFO mul_sld_lr finished [took 213.3105s]
01/01/24 13:56:42| INFO mul_sld_lr_c finished [took 214.0049s]
01/01/24 13:56:43| INFO mul_sld_lr_mc finished [took 215.2579s]
01/01/24 13:57:16| INFO m3w_sld_lr_ne finished [took 105.5046s]
01/01/24 13:57:34| INFO bin_sld_lr_is finished [took 118.8195s]
01/01/24 13:57:36| INFO ref finished [took 75.1674s]
01/01/24 13:57:39| INFO atc_mc finished [took 77.7305s]
01/01/24 13:57:52| INFO m3w_sld_lr_is finished [took 96.0808s]
01/01/24 13:57:54| INFO doc finished [took 87.4162s]
01/01/24 13:58:10| INFO mul_sld_lr_is finished [took 128.5504s]
01/01/24 13:59:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 107.8241s]
01/01/24 14:01:00| INFO bin_sld_lr_gs finished [took 169.8906s]
01/01/24 14:08:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00834) [took 433.9244s]
01/01/24 14:09:15| INFO mul_sld_lr_gs finished [took 493.8452s]
01/01/24 14:14:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00880) [took 306.5178s]
01/01/24 14:15:13| INFO m3w_sld_lr_gs finished [took 357.0944s]
01/01/24 14:15:13| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 1327.2804s]
01/01/24 14:15:13| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
01/01/24 14:17:39| INFO m3w_sld_lr finished [took 144.3710s]
01/01/24 14:17:49| INFO mul_sld_lr_c finished [took 154.6475s]
01/01/24 14:17:58| INFO m3w_sld_lr_mc finished [took 163.7501s]
01/01/24 14:18:08| INFO m3w_sld_lr_c finished [took 173.5601s]
01/01/24 14:18:18| INFO bin_sld_lr_ne finished [took 183.5677s]
01/01/24 14:18:32| INFO bin_sld_lr_mc finished [took 197.2745s]
01/01/24 14:18:36| INFO mul_sld_lr_ne finished [took 201.0865s]
01/01/24 14:18:37| INFO bin_sld_lr finished [took 202.5873s]
01/01/24 14:18:38| INFO mul_sld_lr_mc finished [took 202.9082s]
01/01/24 14:18:39| INFO bin_sld_lr_c finished [took 204.7345s]
01/01/24 14:18:40| INFO mul_sld_lr finished [took 204.8958s]
01/01/24 14:19:24| INFO m3w_sld_lr_ne finished [took 104.5128s]
01/01/24 14:19:35| INFO ref finished [took 76.2062s]
01/01/24 14:19:43| INFO m3w_sld_lr_is finished [took 93.8891s]
01/01/24 14:19:51| INFO atc_mc finished [took 78.1761s]
01/01/24 14:19:59| INFO mul_sld_lr_is finished [took 120.1906s]
01/01/24 14:20:04| INFO bin_sld_lr_is finished [took 133.9342s]
01/01/24 14:20:05| INFO doc finished [took 88.6371s]
01/01/24 14:21:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00682) [took 109.6849s]
01/01/24 14:22:56| INFO bin_sld_lr_gs finished [took 170.6436s]
01/01/24 14:30:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00612) [took 431.0007s]
01/01/24 14:31:08| INFO mul_sld_lr_gs finished [took 491.5754s]
01/01/24 14:36:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00638) [took 304.2492s]
01/01/24 14:37:04| INFO m3w_sld_lr_gs finished [took 355.0741s]
01/01/24 14:37:04| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 1311.1318s]
01/01/24 14:37:04| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
01/01/24 14:39:34| INFO m3w_sld_lr_c finished [took 147.1646s]
01/01/24 14:39:55| INFO m3w_sld_lr_mc finished [took 168.3586s]
01/01/24 14:39:57| INFO m3w_sld_lr finished [took 170.7659s]
01/01/24 14:39:58| INFO bin_sld_lr_c finished [took 172.5390s]
01/01/24 14:40:11| INFO mul_sld_lr_mc finished [took 183.9581s]
01/01/24 14:40:27| INFO mul_sld_lr_c finished [took 200.8565s]
01/01/24 14:40:30| INFO mul_sld_lr_ne finished [took 202.7226s]
01/01/24 14:40:34| INFO bin_sld_lr finished [took 207.2057s]
01/01/24 14:40:36| INFO bin_sld_lr_ne finished [took 209.4134s]
01/01/24 14:40:39| INFO mul_sld_lr finished [took 211.9872s]
01/01/24 14:40:43| INFO bin_sld_lr_mc finished [took 216.0379s]
01/01/24 14:41:23| INFO m3w_sld_lr_ne finished [took 108.7977s]
01/01/24 14:41:31| INFO ref finished [took 79.6512s]
01/01/24 14:41:46| INFO mul_sld_lr_is finished [took 107.7997s]
01/01/24 14:41:52| INFO doc finished [took 81.8328s]
01/01/24 14:41:52| INFO bin_sld_lr_is finished [took 116.7012s]
01/01/24 14:41:55| INFO m3w_sld_lr_is finished [took 116.0429s]
01/01/24 14:41:59| INFO atc_mc finished [took 90.5454s]
01/01/24 14:43:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00460) [took 104.8987s]
01/01/24 14:44:45| INFO bin_sld_lr_gs finished [took 165.1926s]
01/01/24 14:51:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 430.4056s]
01/01/24 14:52:57| INFO mul_sld_lr_gs finished [took 490.1917s]
01/01/24 14:58:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 304.9253s]
01/01/24 14:58:53| INFO m3w_sld_lr_gs finished [took 356.0374s]
01/01/24 14:58:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 1309.2144s]
01/01/24 14:58:53| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
01/01/24 15:01:17| INFO mul_sld_lr_ne finished [took 140.5273s]
01/01/24 15:01:41| INFO m3w_sld_lr finished [took 164.4789s]
01/01/24 15:01:42| INFO m3w_sld_lr_mc finished [took 165.8847s]
01/01/24 15:01:43| INFO bin_sld_lr_ne finished [took 168.0381s]
01/01/24 15:01:47| INFO m3w_sld_lr_c finished [took 170.8093s]
01/01/24 15:02:14| INFO mul_sld_lr_c finished [took 197.6609s]
01/01/24 15:02:14| INFO bin_sld_lr_mc finished [took 197.9740s]
01/01/24 15:02:20| INFO bin_sld_lr_c finished [took 203.4889s]
01/01/24 15:02:22| INFO mul_sld_lr_mc finished [took 205.1686s]
01/01/24 15:02:23| INFO mul_sld_lr finished [took 207.0555s]
01/01/24 15:02:23| INFO bin_sld_lr finished [took 207.1479s]
01/01/24 15:03:10| INFO m3w_sld_lr_ne finished [took 112.1447s]
01/01/24 15:03:12| INFO ref finished [took 83.4619s]
01/01/24 15:03:22| INFO m3w_sld_lr_is finished [took 97.5204s]
01/01/24 15:03:38| INFO doc finished [took 82.8450s]
01/01/24 15:03:40| INFO bin_sld_lr_is finished [took 118.7079s]
01/01/24 15:03:43| INFO atc_mc finished [took 87.4616s]
01/01/24 15:03:46| INFO mul_sld_lr_is finished [took 122.7364s]
01/01/24 15:05:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00631) [took 104.4804s]
01/01/24 15:06:31| INFO bin_sld_lr_gs finished [took 164.1936s]
01/01/24 15:13:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 430.4854s]
01/01/24 15:14:43| INFO mul_sld_lr_gs finished [took 490.4746s]
01/01/24 15:19:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01118) [took 310.6192s]
01/01/24 15:20:45| INFO m3w_sld_lr_gs finished [took 361.4644s]
01/01/24 15:20:45| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 1311.7933s]
01/01/24 15:20:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
01/01/24 15:23:33| INFO m3w_sld_lr_c finished [took 165.2940s]
01/01/24 15:23:37| INFO m3w_sld_lr finished [took 170.0687s]
01/01/24 15:23:38| INFO m3w_sld_lr_mc finished [took 170.4575s]
01/01/24 15:24:11| INFO bin_sld_lr_mc finished [took 204.1035s]
01/01/24 15:24:14| INFO bin_sld_lr finished [took 206.5731s]
01/01/24 15:24:16| INFO mul_sld_lr_c finished [took 209.0983s]
01/01/24 15:24:18| INFO bin_sld_lr_c finished [took 210.7575s]
01/01/24 15:24:20| INFO mul_sld_lr_ne finished [took 212.8678s]
01/01/24 15:24:20| INFO bin_sld_lr_ne finished [took 212.1851s]
01/01/24 15:24:51| INFO mul_sld_lr finished [took 243.4270s]
01/01/24 15:25:27| INFO ref finished [took 71.9049s]
01/01/24 15:25:33| INFO atc_mc finished [took 76.2771s]
01/01/24 15:25:34| INFO mul_sld_lr_mc finished [took 286.2069s]
01/01/24 15:25:40| INFO m3w_sld_lr_ne finished [took 126.6111s]
01/01/24 15:25:48| INFO m3w_sld_lr_is finished [took 96.2847s]
01/01/24 15:25:51| INFO bin_sld_lr_is finished [took 132.6684s]
01/01/24 15:25:59| INFO mul_sld_lr_is finished [took 139.9503s]
01/01/24 15:26:02| INFO doc finished [took 102.9728s]
01/01/24 15:27:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00684) [took 96.4441s]
01/01/24 15:28:39| INFO bin_sld_lr_gs finished [took 156.5663s]
01/01/24 15:35:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00719) [took 424.7790s]
01/01/24 15:36:45| INFO mul_sld_lr_gs finished [took 484.6712s]
01/01/24 15:41:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00771) [took 308.4602s]
01/01/24 15:42:45| INFO m3w_sld_lr_gs finished [took 359.9707s]
01/01/24 15:42:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 1320.1228s]
----------------------------------------------------------------------------------------------------
01/01/24 16:42:57| INFO dataset rcv1_MCAT [pool size: 10]
01/01/24 16:42:57| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
01/01/24 16:45:06| INFO d_m3w_sld_lr finished [took 124.7822s]
01/01/24 16:45:17| INFO d_m3w_sld_lr_c finished [took 135.6784s]
01/01/24 16:45:26| INFO d_mul_sld_lr_ne finished [took 144.1138s]
01/01/24 16:45:35| INFO d_m3w_sld_lr_mc finished [took 153.1231s]
01/01/24 16:45:39| INFO d_bin_sld_lr_c finished [took 157.3941s]
01/01/24 16:45:42| INFO d_bin_sld_lr_ne finished [took 160.2783s]
01/01/24 16:45:44| INFO d_mul_sld_lr_c finished [took 162.2779s]
01/01/24 16:45:51| INFO d_bin_sld_lr_mc finished [took 169.4110s]
01/01/24 16:45:51| INFO d_bin_sld_lr finished [took 169.4420s]
01/01/24 16:45:53| INFO d_mul_sld_lr_mc finished [took 172.5928s]
01/01/24 16:45:54| INFO d_mul_sld_lr finished [took 173.7622s]
01/01/24 16:46:43| INFO d_m3w_sld_lr_ne finished [took 95.8415s]
01/01/24 16:46:51| INFO d_m3w_sld_lr_is finished [took 75.8622s]
01/01/24 16:46:54| INFO ref finished [took 74.3204s]
01/01/24 16:46:58| INFO d_bin_sld_lr_is finished [took 99.7174s]
01/01/24 16:47:03| INFO doc finished [took 78.1784s]
01/01/24 16:47:15| INFO d_mul_sld_lr_is finished [took 108.9696s]
01/01/24 16:47:16| INFO atc_mc finished [took 93.6369s]
01/01/24 16:47:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01027) [took 19.6770s]
01/01/24 16:48:34| INFO d_bin_sld_lr_gs finished [took 77.1838s]
01/01/24 16:48:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.01135) [took 13.9130s]
01/01/24 16:49:46| INFO d_mul_sld_lr_gs finished [took 71.1997s]
01/01/24 16:50:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00660) [took 14.2900s]
01/01/24 16:50:48| INFO d_m3w_sld_lr_gs finished [took 61.7914s]
01/01/24 16:50:48| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 470.9928s]
01/01/24 16:50:48| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
01/01/24 16:52:59| INFO d_m3w_sld_lr_c finished [took 129.5050s]
01/01/24 16:53:15| INFO d_m3w_sld_lr_mc finished [took 144.8890s]
01/01/24 16:53:21| INFO d_m3w_sld_lr finished [took 150.7831s]
01/01/24 16:53:32| INFO d_mul_sld_lr finished [took 161.7195s]
01/01/24 16:53:37| INFO d_bin_sld_lr_ne finished [took 166.7989s]
01/01/24 16:53:41| INFO d_mul_sld_lr_c finished [took 171.1269s]
01/01/24 16:53:44| INFO d_mul_sld_lr_ne finished [took 174.3028s]
01/01/24 16:53:45| INFO d_mul_sld_lr_mc finished [took 174.9312s]
01/01/24 16:53:49| INFO d_bin_sld_lr_c finished [took 179.4062s]
01/01/24 16:53:57| INFO d_bin_sld_lr_mc finished [took 187.4074s]
01/01/24 16:54:01| INFO d_bin_sld_lr finished [took 190.8836s]
01/01/24 16:54:52| INFO d_m3w_sld_lr_ne finished [took 112.6664s]
01/01/24 16:54:52| INFO ref finished [took 75.2327s]
01/01/24 16:54:55| INFO d_mul_sld_lr_is finished [took 93.8140s]
01/01/24 16:54:59| INFO atc_mc finished [took 77.0871s]
01/01/24 16:54:59| INFO doc finished [took 74.2569s]
01/01/24 16:55:08| INFO d_bin_sld_lr_is finished [took 112.4767s]
01/01/24 16:55:14| INFO d_m3w_sld_lr_is finished [took 102.3247s]
01/01/24 16:55:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00735) [took 38.9038s]
01/01/24 16:56:50| INFO d_bin_sld_lr_gs finished [took 94.8303s]
01/01/24 16:57:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01054) [took 22.9959s]
01/01/24 16:58:12| INFO d_mul_sld_lr_gs finished [took 81.2816s]
01/01/24 16:58:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00818) [took 12.2107s]
01/01/24 16:59:11| INFO d_m3w_sld_lr_gs finished [took 59.0716s]
01/01/24 16:59:11| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 503.4656s]
01/01/24 16:59:11| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
01/01/24 17:01:26| INFO d_m3w_sld_lr_c finished [took 132.0314s]
01/01/24 17:01:38| INFO d_m3w_sld_lr finished [took 144.1609s]
01/01/24 17:01:43| INFO d_m3w_sld_lr_mc finished [took 149.2184s]
01/01/24 17:02:01| INFO d_bin_sld_lr finished [took 167.7982s]
01/01/24 17:02:04| INFO d_mul_sld_lr_c finished [took 170.4234s]
01/01/24 17:02:08| INFO d_mul_sld_lr_mc finished [took 174.2016s]
01/01/24 17:02:08| INFO d_bin_sld_lr_c finished [took 175.0109s]
01/01/24 17:02:11| INFO d_bin_sld_lr_mc finished [took 178.3991s]
01/01/24 17:02:16| INFO d_bin_sld_lr_ne finished [took 182.2430s]
01/01/24 17:02:16| INFO d_mul_sld_lr finished [took 182.6070s]
01/01/24 17:02:19| INFO d_mul_sld_lr_ne finished [took 185.0286s]
01/01/24 17:02:58| INFO d_m3w_sld_lr_ne finished [took 91.5501s]
01/01/24 17:03:22| INFO d_m3w_sld_lr_is finished [took 79.8587s]
01/01/24 17:03:24| INFO atc_mc finished [took 75.9350s]
01/01/24 17:03:25| INFO d_bin_sld_lr_is finished [took 106.5378s]
01/01/24 17:03:28| INFO doc finished [took 78.4224s]
01/01/24 17:03:28| INFO d_mul_sld_lr_is finished [took 104.6330s]
01/01/24 17:03:30| INFO ref finished [took 85.1632s]
01/01/24 17:03:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00949) [took 22.6363s]
01/01/24 17:04:51| INFO d_bin_sld_lr_gs finished [took 80.7673s]
01/01/24 17:05:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00700) [took 19.6711s]
01/01/24 17:06:07| INFO d_mul_sld_lr_gs finished [took 75.4333s]
01/01/24 17:06:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00663) [took 11.3224s]
01/01/24 17:07:06| INFO d_m3w_sld_lr_gs finished [took 58.3535s]
01/01/24 17:07:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 474.7733s]
01/01/24 17:07:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
01/01/24 17:09:13| INFO d_m3w_sld_lr_mc finished [took 123.6493s]
01/01/24 17:09:26| INFO d_m3w_sld_lr finished [took 136.9719s]
01/01/24 17:09:37| INFO d_m3w_sld_lr_c finished [took 148.3302s]
01/01/24 17:09:44| INFO d_mul_sld_lr_ne finished [took 155.5119s]
01/01/24 17:09:52| INFO d_bin_sld_lr_ne finished [took 162.9593s]
01/01/24 17:09:56| INFO d_bin_sld_lr_c finished [took 167.2148s]
01/01/24 17:10:05| INFO d_bin_sld_lr finished [took 176.5240s]
01/01/24 17:10:10| INFO d_bin_sld_lr_mc finished [took 181.3359s]
01/01/24 17:10:12| INFO d_mul_sld_lr_mc finished [took 183.0548s]
01/01/24 17:10:15| INFO d_mul_sld_lr_c finished [took 186.6952s]
01/01/24 17:10:20| INFO d_mul_sld_lr finished [took 192.1249s]
01/01/24 17:10:40| INFO d_m3w_sld_lr_ne finished [took 86.5003s]
01/01/24 17:11:08| INFO d_m3w_sld_lr_is finished [took 83.0835s]
01/01/24 17:11:09| INFO ref finished [took 76.3452s]
01/01/24 17:11:17| INFO atc_mc finished [took 80.5121s]
01/01/24 17:11:22| INFO d_mul_sld_lr_is finished [took 104.3107s]
01/01/24 17:11:22| INFO d_bin_sld_lr_is finished [took 115.7806s]
01/01/24 17:11:27| INFO doc finished [took 80.7904s]
01/01/24 17:11:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00759) [took 24.6312s]
01/01/24 17:13:04| INFO d_bin_sld_lr_gs finished [took 96.3295s]
01/01/24 17:13:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01991) [took 21.5986s]
01/01/24 17:14:24| INFO d_mul_sld_lr_gs finished [took 79.9449s]
01/01/24 17:14:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01231) [took 12.6797s]
01/01/24 17:15:25| INFO d_m3w_sld_lr_gs finished [took 60.4208s]
01/01/24 17:15:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 499.1470s]
01/01/24 17:15:25| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
01/01/24 17:17:29| INFO d_m3w_sld_lr finished [took 120.9339s]
01/01/24 17:17:32| INFO d_m3w_sld_lr_c finished [took 123.7499s]
01/01/24 17:17:55| INFO d_m3w_sld_lr_mc finished [took 146.8231s]
01/01/24 17:18:03| INFO d_bin_sld_lr_mc finished [took 154.7413s]
01/01/24 17:18:22| INFO d_bin_sld_lr finished [took 173.6684s]
01/01/24 17:18:24| INFO d_bin_sld_lr_ne finished [took 176.5977s]
01/01/24 17:18:25| INFO d_bin_sld_lr_c finished [took 176.9152s]
01/01/24 17:18:30| INFO d_mul_sld_lr_mc finished [took 182.1827s]
01/01/24 17:18:31| INFO d_mul_sld_lr finished [took 183.0389s]
01/01/24 17:18:36| INFO d_mul_sld_lr_ne finished [took 187.4554s]
01/01/24 17:18:37| INFO d_mul_sld_lr_c finished [took 188.4078s]
01/01/24 17:19:09| INFO d_m3w_sld_lr_ne finished [took 98.7287s]
01/01/24 17:19:18| INFO d_m3w_sld_lr_is finished [took 74.2111s]
01/01/24 17:19:34| INFO ref finished [took 71.0368s]
01/01/24 17:19:34| INFO d_bin_sld_lr_is finished [took 121.8153s]
01/01/24 17:19:38| INFO doc finished [took 71.8703s]
01/01/24 17:19:41| INFO atc_mc finished [took 76.3957s]
01/01/24 17:19:53| INFO d_mul_sld_lr_is finished [took 116.7752s]
01/01/24 17:20:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00866) [took 24.1865s]
01/01/24 17:21:17| INFO d_bin_sld_lr_gs finished [took 83.6151s]
01/01/24 17:21:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00839) [took 19.3585s]
01/01/24 17:22:35| INFO d_mul_sld_lr_gs finished [took 76.6534s]
01/01/24 17:22:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 11.4788s]
01/01/24 17:23:33| INFO d_m3w_sld_lr_gs finished [took 57.5050s]
01/01/24 17:23:33| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 487.3774s]
01/01/24 17:23:33| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
01/01/24 17:25:37| INFO d_m3w_sld_lr finished [took 123.2905s]
01/01/24 17:25:40| INFO d_m3w_sld_lr_mc finished [took 125.7046s]
01/01/24 17:25:53| INFO d_m3w_sld_lr_c finished [took 138.6585s]
01/01/24 17:26:16| INFO d_mul_sld_lr_c finished [took 161.0186s]
01/01/24 17:26:19| INFO d_mul_sld_lr_ne finished [took 164.8812s]
01/01/24 17:26:30| INFO d_bin_sld_lr finished [took 175.1068s]
01/01/24 17:26:33| INFO d_bin_sld_lr_ne finished [took 178.2224s]
01/01/24 17:26:35| INFO d_bin_sld_lr_c finished [took 180.6764s]
01/01/24 17:26:37| INFO d_bin_sld_lr_mc finished [took 182.6496s]
01/01/24 17:26:42| INFO d_mul_sld_lr finished [took 187.3003s]
01/01/24 17:26:42| INFO d_mul_sld_lr_mc finished [took 187.6797s]
01/01/24 17:27:14| INFO d_m3w_sld_lr_ne finished [took 95.4854s]
01/01/24 17:27:30| INFO ref finished [took 70.0330s]
01/01/24 17:27:32| INFO d_bin_sld_lr_is finished [took 111.4729s]
01/01/24 17:27:44| INFO doc finished [took 70.9028s]
01/01/24 17:27:48| INFO atc_mc finished [took 77.6856s]
01/01/24 17:27:48| INFO d_m3w_sld_lr_is finished [took 91.9956s]
01/01/24 17:27:54| INFO d_mul_sld_lr_is finished [took 119.9567s]
01/01/24 17:28:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00790) [took 24.1339s]
01/01/24 17:29:17| INFO d_bin_sld_lr_gs finished [took 82.3987s]
01/01/24 17:29:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00668) [took 20.4410s]
01/01/24 17:30:38| INFO d_mul_sld_lr_gs finished [took 80.6461s]
01/01/24 17:30:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00656) [took 11.5327s]
01/01/24 17:31:36| INFO d_m3w_sld_lr_gs finished [took 58.1343s]
01/01/24 17:31:36| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 483.6011s]
01/01/24 17:31:36| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
01/01/24 17:33:59| INFO d_m3w_sld_lr finished [took 139.6783s]
01/01/24 17:34:02| INFO d_m3w_sld_lr_mc finished [took 142.9558s]
01/01/24 17:34:03| INFO d_m3w_sld_lr_c finished [took 144.9223s]
01/01/24 17:34:11| INFO d_bin_sld_lr finished [took 151.9622s]
01/01/24 17:34:15| INFO d_mul_sld_lr_mc finished [took 155.9456s]
01/01/24 17:34:31| INFO d_bin_sld_lr_c finished [took 172.3452s]
01/01/24 17:34:34| INFO d_mul_sld_lr_ne finished [took 174.7654s]
01/01/24 17:34:43| INFO d_mul_sld_lr_c finished [took 184.0133s]
01/01/24 17:34:44| INFO d_bin_sld_lr_mc finished [took 185.0585s]
01/01/24 17:34:46| INFO d_mul_sld_lr finished [took 187.3882s]
01/01/24 17:34:51| INFO d_bin_sld_lr_ne finished [took 191.4343s]
01/01/24 17:35:39| INFO ref finished [took 83.2089s]
01/01/24 17:35:44| INFO d_m3w_sld_lr_is finished [took 92.3426s]
01/01/24 17:35:48| INFO atc_mc finished [took 75.9225s]
01/01/24 17:35:52| INFO d_m3w_sld_lr_ne finished [took 112.6218s]
01/01/24 17:35:53| INFO d_mul_sld_lr_is finished [took 109.4609s]
01/01/24 17:35:55| INFO doc finished [took 80.5590s]
01/01/24 17:36:11| INFO d_bin_sld_lr_is finished [took 128.2953s]
01/01/24 17:36:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01682) [took 23.3541s]
01/01/24 17:37:34| INFO d_bin_sld_lr_gs finished [took 82.2046s]
01/01/24 17:37:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00995) [took 19.8435s]
01/01/24 17:38:59| INFO d_mul_sld_lr_gs finished [took 84.3469s]
01/01/24 17:39:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00889) [took 12.3208s]
01/01/24 17:39:59| INFO d_m3w_sld_lr_gs finished [took 58.6751s]
01/01/24 17:39:59| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 502.4286s]
01/01/24 17:39:59| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
01/01/24 17:42:16| INFO d_m3w_sld_lr finished [took 134.0253s]
01/01/24 17:42:26| INFO d_m3w_sld_lr_c finished [took 144.4818s]
01/01/24 17:42:30| INFO d_m3w_sld_lr_mc finished [took 147.6249s]
01/01/24 17:42:49| INFO d_mul_sld_lr finished [took 166.9410s]
01/01/24 17:42:58| INFO d_mul_sld_lr_mc finished [took 176.4616s]
01/01/24 17:43:00| INFO d_mul_sld_lr_c finished [took 177.9824s]
01/01/24 17:43:00| INFO d_bin_sld_lr_ne finished [took 179.1509s]
01/01/24 17:43:01| INFO d_bin_sld_lr_c finished [took 178.8391s]
01/01/24 17:43:10| INFO d_mul_sld_lr_ne finished [took 187.8743s]
01/01/24 17:43:18| INFO d_bin_sld_lr_mc finished [took 195.8931s]
01/01/24 17:43:45| INFO d_bin_sld_lr finished [took 223.6390s]
01/01/24 17:43:47| INFO d_m3w_sld_lr_ne finished [took 90.5535s]
01/01/24 17:44:08| INFO ref finished [took 68.9140s]
01/01/24 17:44:15| INFO d_m3w_sld_lr_is finished [took 85.2894s]
01/01/24 17:44:20| INFO doc finished [took 79.3147s]
01/01/24 17:44:28| INFO d_mul_sld_lr_is finished [took 117.3355s]
01/01/24 17:44:28| INFO atc_mc finished [took 87.7850s]
01/01/24 17:44:34| INFO d_bin_sld_lr_is finished [took 126.8518s]
01/01/24 17:45:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.05613) [took 30.0502s]
01/01/24 17:46:01| INFO d_bin_sld_lr_gs finished [took 85.9709s]
01/01/24 17:46:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.03643) [took 21.9138s]
01/01/24 17:47:21| INFO d_mul_sld_lr_gs finished [took 79.1328s]
01/01/24 17:47:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.03516) [took 12.8513s]
01/01/24 17:48:22| INFO d_m3w_sld_lr_gs finished [took 59.7831s]
01/01/24 17:48:22| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 502.7829s]
01/01/24 17:48:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
01/01/24 17:50:26| INFO d_mul_sld_lr_mc finished [took 122.3401s]
01/01/24 17:50:33| INFO d_m3w_sld_lr_c finished [took 128.5785s]
01/01/24 17:50:54| INFO d_m3w_sld_lr finished [took 149.8553s]
01/01/24 17:50:54| INFO d_m3w_sld_lr_mc finished [took 149.8619s]
01/01/24 17:51:03| INFO d_mul_sld_lr finished [took 158.7995s]
01/01/24 17:51:04| INFO d_mul_sld_lr_ne finished [took 159.8438s]
01/01/24 17:51:12| INFO d_bin_sld_lr_mc finished [took 168.3052s]
01/01/24 17:51:15| INFO d_mul_sld_lr_c finished [took 170.9829s]
01/01/24 17:51:18| INFO d_bin_sld_lr finished [took 174.3724s]
01/01/24 17:51:21| INFO d_bin_sld_lr_ne finished [took 177.1422s]
01/01/24 17:51:28| INFO d_bin_sld_lr_c finished [took 183.7880s]
01/01/24 17:52:03| INFO d_m3w_sld_lr_ne finished [took 96.8359s]
01/01/24 17:52:18| INFO d_m3w_sld_lr_is finished [took 83.3614s]
01/01/24 17:52:19| INFO ref finished [took 76.0695s]
01/01/24 17:52:20| INFO atc_mc finished [took 75.0147s]
01/01/24 17:52:23| INFO d_mul_sld_lr_is finished [took 88.2129s]
01/01/24 17:52:40| INFO doc finished [took 86.8992s]
01/01/24 17:52:51| INFO d_bin_sld_lr_is finished [took 137.6642s]
01/01/24 17:53:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01390) [took 28.0119s]
01/01/24 17:54:15| INFO d_bin_sld_lr_gs finished [took 83.5588s]
01/01/24 17:54:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00806) [took 31.1567s]
01/01/24 17:55:42| INFO d_mul_sld_lr_gs finished [took 86.2955s]
01/01/24 17:56:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00678) [took 18.2265s]
01/01/24 17:56:48| INFO d_m3w_sld_lr_gs finished [took 65.3132s]
01/01/24 17:56:48| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 506.3709s]
----------------------------------------------------------------------------------------------------
01/01/24 21:24:57| INFO dataset rcv1_MCAT [pool size: 10]
01/01/24 21:24:58| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
01/01/24 21:25:02| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
01/01/24 21:25:02| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
01/01/24 21:25:02| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
01/01/24 21:25:02| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
01/01/24 21:25:03| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
01/01/24 21:27:09| INFO ref finished [took 125.4658s]
01/01/24 21:28:35| INFO atc_mc finished [took 84.8051s]
01/01/24 21:30:06| INFO doc finished [took 90.3754s]
01/01/24 21:36:17| INFO d_m3w_kde_lr_mc finished [took 674.8680s]
01/01/24 21:37:37| INFO d_m3w_kde_lr finished [took 755.1957s]
01/01/24 21:37:38| INFO d_m3w_kde_lr_c finished [took 756.3081s]
01/01/24 21:37:43| INFO d_m3w_kde_lr_is finished [took 760.0722s]
01/01/24 21:37:46| INFO d_mul_kde_lr_is finished [took 762.8687s]
01/01/24 21:37:58| INFO d_m3w_kde_lr_ne finished [took 775.6628s]
01/01/24 21:38:09| INFO d_mul_kde_lr_ne finished [took 786.7805s]
01/01/24 21:38:23| INFO d_mul_kde_lr finished [took 802.0373s]
01/01/24 21:38:37| INFO d_mul_kde_lr_c finished [took 815.1570s]
01/01/24 21:39:02| INFO d_mul_kde_lr_mc finished [took 840.6507s]
01/01/24 21:39:12| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
01/01/24 21:39:38| DEBUG [size=11,place=1] best score = 0.01144759; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 25.398s]
01/01/24 21:39:38| DEBUG [size=11,place=2] best score = 0.01335604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.398s]
01/01/24 21:40:59| DEBUG [size=34,place=1] best score = 0.00849789; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 80.341s]
01/01/24 21:40:59| DEBUG [size=34,place=2] best score = 0.00906934; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 80.341s]
01/01/24 21:41:45| DEBUG [size=16,place=1] best score = 0.01153357; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 46.183s]
01/01/24 21:41:45| DEBUG [size=16,place=2] best score = 0.01188841; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 46.183s]
01/01/24 21:41:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00850) [took 152.0401s]
01/01/24 21:48:44| INFO d_mul_kde_lr_gs finished [took 570.8654s]
01/01/24 21:49:09| DEBUG [size=11,place=1] best score = 0.00855722; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.996s]
01/01/24 21:49:09| DEBUG [size=11,place=2] best score = 0.01232063; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.996s]
01/01/24 21:50:18| DEBUG [size=34,place=1] best score = 0.00814046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 68.960s]
01/01/24 21:50:18| DEBUG [size=34,place=2] best score = 0.00815766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 68.961s]
01/01/24 21:51:01| DEBUG [size=16,place=1] best score = 0.01306769; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 42.546s]
01/01/24 21:51:01| DEBUG [size=16,place=2] best score = 0.01383573; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 42.546s]
01/01/24 21:51:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 136.6136s]
01/01/24 21:57:24| INFO d_m3w_kde_lr_gs finished [took 520.0138s]
01/01/24 21:57:24| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1946.7431s]
01/01/24 21:57:24| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
01/01/24 22:07:36| INFO d_bin_kde_lr_mc finished [took 607.0704s]
01/01/24 22:07:56| INFO d_bin_kde_lr finished [took 626.7906s]
01/01/24 22:08:04| INFO d_bin_kde_lr_ne finished [took 634.8514s]
01/01/24 22:08:24| INFO d_bin_kde_lr_c finished [took 655.5506s]
01/01/24 22:10:55| INFO d_m3w_kde_lr finished [took 806.2320s]
01/01/24 22:11:07| INFO d_m3w_kde_lr_mc finished [took 819.6319s]
01/01/24 22:11:24| INFO d_m3w_kde_lr_c finished [took 835.0851s]
01/01/24 22:11:29| INFO d_mul_kde_lr_ne finished [took 839.8359s]
01/01/24 22:11:57| INFO d_mul_kde_lr finished [took 868.2089s]
01/01/24 22:12:04| INFO d_mul_kde_lr_mc finished [took 874.7912s]
01/01/24 22:12:11| INFO d_mul_kde_lr_c finished [took 881.7606s]
01/01/24 22:12:13| INFO ref finished [took 77.0632s]
01/01/24 22:12:26| INFO atc_mc finished [took 78.8436s]
01/01/24 22:12:35| INFO doc finished [took 71.1637s]
01/01/24 22:15:49| INFO d_bin_kde_lr_is finished [took 472.7305s]
01/01/24 22:17:40| INFO d_m3w_kde_lr_ne finished [took 602.9919s]
01/01/24 22:18:28| INFO d_m3w_kde_lr_is finished [took 603.2606s]
01/01/24 22:19:10| INFO d_mul_kde_lr_is finished [took 665.3705s]
01/01/24 22:19:27| DEBUG [size=11,place=1] best score = 0.00900705; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 16.919s]
01/01/24 22:19:27| DEBUG [size=11,place=2] best score = 0.02098850; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 16.919s]
01/01/24 22:20:36| DEBUG [size=51,place=1] best score = 0.01105968; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.101s]
01/01/24 22:20:36| DEBUG [size=51,place=2] best score = 0.01108049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.101s]
01/01/24 22:20:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00901) [took 86.1315s]
01/01/24 22:24:07| INFO d_bin_kde_lr_gs finished [took 296.8120s]
01/01/24 22:24:32| DEBUG [size=11,place=1] best score = 0.00822970; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.491s]
01/01/24 22:24:32| DEBUG [size=11,place=2] best score = 0.02185633; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.492s]
01/01/24 22:26:26| DEBUG [size=52,place=1] best score = 0.00801518; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 113.594s]
01/01/24 22:26:26| DEBUG [size=52,place=2] best score = 0.00802216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 113.595s]
01/01/24 22:27:05| DEBUG [size=16,place=1] best score = 0.01213952; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 39.271s]
01/01/24 22:27:05| DEBUG [size=16,place=2] best score = 0.01272400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 39.271s]
01/01/24 22:27:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00802) [took 177.4731s]
01/01/24 22:33:26| INFO d_mul_kde_lr_gs finished [took 558.9074s]
01/01/24 22:33:52| DEBUG [size=11,place=1] best score = 0.00879835; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.213s]
01/01/24 22:33:52| DEBUG [size=11,place=2] best score = 0.01034366; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.213s]
01/01/24 22:35:33| DEBUG [size=52,place=1] best score = 0.00814745; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 100.695s]
01/01/24 22:35:33| DEBUG [size=52,place=2] best score = 0.00817144; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 100.695s]
01/01/24 22:36:15| DEBUG [size=16,place=1] best score = 0.00813010; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 42.209s]
01/01/24 22:36:15| DEBUG [size=16,place=2] best score = 0.00815117; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 42.209s]
01/01/24 22:36:59| DEBUG [size=20,place=1] best score = 0.00825066; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 44.206s]
01/01/24 22:36:59| DEBUG [size=20,place=2] best score = 0.00828018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 44.206s]
01/01/24 22:36:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} (score=0.00813) [took 212.3389s]
01/01/24 22:43:25| INFO d_m3w_kde_lr_gs finished [took 597.7513s]
01/01/24 22:43:25| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 2760.4927s]
01/01/24 22:43:25| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
01/01/24 22:52:04| INFO d_bin_kde_lr_mc finished [took 514.6447s]
01/01/24 22:52:06| INFO d_bin_kde_lr_c finished [took 516.5472s]
01/01/24 22:52:34| INFO d_bin_kde_lr finished [took 544.4214s]
01/01/24 22:52:42| INFO d_bin_kde_lr_ne finished [took 552.5421s]
01/01/24 22:53:48| INFO d_m3w_kde_lr finished [took 618.4188s]
01/01/24 22:54:26| INFO d_m3w_kde_lr_c finished [took 656.3758s]
01/01/24 22:54:27| INFO d_mul_kde_lr_ne finished [took 657.7584s]
01/01/24 22:54:32| INFO d_m3w_kde_lr_mc finished [took 662.1477s]
01/01/24 22:54:58| INFO d_mul_kde_lr_c finished [took 690.2152s]
01/01/24 22:55:00| INFO ref finished [took 71.7256s]
01/01/24 22:55:02| INFO d_mul_kde_lr_mc finished [took 693.0483s]
01/01/24 22:55:14| INFO d_mul_kde_lr finished [took 705.0184s]
01/01/24 22:55:39| INFO atc_mc finished [took 72.4720s]
01/01/24 22:55:40| INFO doc finished [took 72.1096s]
01/01/24 22:58:49| INFO d_bin_kde_lr_is finished [took 402.5078s]
01/01/24 22:59:58| INFO d_m3w_kde_lr_ne finished [took 473.5037s]
01/01/24 23:00:33| INFO d_m3w_kde_lr_is finished [took 470.4312s]
01/01/24 23:00:38| INFO d_mul_kde_lr_is finished [took 483.2732s]
01/01/24 23:00:54| DEBUG [size=11,place=1] best score = 0.01147540; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 15.263s]
01/01/24 23:00:54| DEBUG [size=11,place=2] best score = 0.01217611; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 15.264s]
01/01/24 23:01:59| DEBUG [size=52,place=1] best score = 0.00966447; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 65.191s]
01/01/24 23:01:59| DEBUG [size=52,place=2] best score = 0.01068999; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 65.192s]
01/01/24 23:02:21| DEBUG [size=16,place=1] best score = 0.00972549; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 22.040s]
01/01/24 23:02:21| DEBUG [size=16,place=2] best score = 0.00975466; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.041s]
01/01/24 23:02:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00966) [took 102.5044s]
01/01/24 23:05:42| INFO d_bin_kde_lr_gs finished [took 303.9222s]
01/01/24 23:06:07| DEBUG [size=11,place=1] best score = 0.01190909; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.738s]
01/01/24 23:06:07| DEBUG [size=11,place=2] best score = 0.01237798; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.738s]
01/01/24 23:08:05| DEBUG [size=52,place=1] best score = 0.01129391; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 117.562s]
01/01/24 23:08:05| DEBUG [size=52,place=2] best score = 0.01157920; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 117.563s]
01/01/24 23:08:42| DEBUG [size=14,place=1] best score = 0.01315054; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 36.565s]
01/01/24 23:08:42| DEBUG [size=14,place=2] best score = 0.01352815; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 36.566s]
01/01/24 23:08:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01129) [took 178.9797s]
01/01/24 23:13:20| INFO d_mul_kde_lr_gs finished [took 456.9115s]
01/01/24 23:13:42| DEBUG [size=11,place=1] best score = 0.01102299; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 22.066s]
01/01/24 23:13:42| DEBUG [size=11,place=2] best score = 0.01141440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 22.066s]
01/01/24 23:15:26| DEBUG [size=52,place=1] best score = 0.00925370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.006s]
01/01/24 23:15:26| DEBUG [size=52,place=2] best score = 0.00992504; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.006s]
01/01/24 23:15:53| DEBUG [size=16,place=1] best score = 0.00882355; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.955s]
01/01/24 23:15:53| DEBUG [size=16,place=2] best score = 0.00993108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 26.956s]
01/01/24 23:17:16| DEBUG [size=39,place=1] best score = 0.00937701; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 82.546s]
01/01/24 23:17:16| DEBUG [size=39,place=2] best score = 0.00946074; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 82.547s]
01/01/24 23:17:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00882) [took 235.6866s]
01/01/24 23:21:19| INFO d_m3w_kde_lr_gs finished [took 479.1869s]
01/01/24 23:21:19| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 2274.4587s]
01/01/24 23:21:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
01/01/24 23:29:23| INFO d_bin_kde_lr_c finished [took 481.1314s]
01/01/24 23:30:12| INFO d_bin_kde_lr_ne finished [took 530.4737s]
01/01/24 23:30:23| INFO d_bin_kde_lr_mc finished [took 540.7155s]
01/01/24 23:30:24| INFO d_bin_kde_lr finished [took 542.6461s]
01/01/24 23:31:31| INFO d_m3w_kde_lr finished [took 608.8175s]
01/01/24 23:31:58| INFO d_mul_kde_lr finished [took 636.5757s]
01/01/24 23:32:14| INFO d_m3w_kde_lr_mc finished [took 653.3255s]
01/01/24 23:32:34| INFO d_mul_kde_lr_ne finished [took 671.8673s]
01/01/24 23:32:34| INFO ref finished [took 62.5042s]
01/01/24 23:33:06| INFO d_m3w_kde_lr_c finished [took 704.2431s]
01/01/24 23:33:19| INFO d_mul_kde_lr_mc finished [took 717.5224s]
01/01/24 23:33:25| INFO atc_mc finished [took 86.6198s]
01/01/24 23:33:31| INFO d_mul_kde_lr_c finished [took 728.9840s]
01/01/24 23:33:38| INFO doc finished [took 82.6919s]
01/01/24 23:36:43| INFO d_bin_kde_lr_is finished [took 390.0015s]
01/01/24 23:37:45| INFO d_m3w_kde_lr_ne finished [took 501.7329s]
01/01/24 23:38:30| INFO d_m3w_kde_lr_is finished [took 484.8984s]
01/01/24 23:39:03| INFO d_mul_kde_lr_is finished [took 519.4599s]
01/01/24 23:39:18| DEBUG [size=11,place=1] best score = 0.00963123; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.910s]
01/01/24 23:39:18| DEBUG [size=11,place=2] best score = 0.01044261; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.911s]
01/01/24 23:40:12| DEBUG [size=45,place=1] best score = 0.00926629; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': None} [took 54.280s]
01/01/24 23:40:13| DEBUG [size=45,place=2] best score = 0.00928115; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': None} [took 54.280s]
01/01/24 23:40:35| DEBUG [size=14,place=1] best score = 0.00921641; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 22.133s]
01/01/24 23:40:35| DEBUG [size=14,place=2] best score = 0.00928015; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': None} [took 22.134s]
01/01/24 23:41:26| DEBUG [size=42,place=1] best score = 0.00925211; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 51.803s]
01/01/24 23:41:26| DEBUG [size=42,place=2] best score = 0.00937830; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 51.803s]
01/01/24 23:41:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00922) [took 143.2370s]
01/01/24 23:45:09| INFO d_bin_kde_lr_gs finished [took 365.8168s]
01/01/24 23:45:34| DEBUG [size=11,place=1] best score = 0.00911547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.021s]
01/01/24 23:45:34| DEBUG [size=11,place=2] best score = 0.01047562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 24.022s]
01/01/24 23:47:23| DEBUG [size=53,place=1] best score = 0.00890160; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 109.169s]
01/01/24 23:47:23| DEBUG [size=53,place=2] best score = 0.00890354; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 109.169s]
01/01/24 23:48:55| DEBUG [size=42,place=1] best score = 0.00890585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 91.709s]
01/01/24 23:48:55| DEBUG [size=42,place=2] best score = 0.00896045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 91.710s]
01/01/24 23:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00890) [took 225.0103s]
01/01/24 23:53:22| INFO d_mul_kde_lr_gs finished [took 492.3981s]
01/01/24 23:53:44| DEBUG [size=11,place=1] best score = 0.01168833; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 21.382s]
01/01/24 23:53:44| DEBUG [size=11,place=2] best score = 0.01266095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 21.383s]
01/01/24 23:55:16| DEBUG [size=51,place=1] best score = 0.01151283; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 92.032s]
01/01/24 23:55:16| DEBUG [size=51,place=2] best score = 0.01161646; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 92.032s]
01/01/24 23:56:12| DEBUG [size=27,place=1] best score = 0.01132403; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 55.680s]
01/01/24 23:56:12| DEBUG [size=27,place=2] best score = 0.01161695; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 55.681s]
01/01/24 23:56:46| DEBUG [size=13,place=1] best score = 0.01164288; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 33.533s]
01/01/24 23:56:46| DEBUG [size=13,place=2] best score = 0.01190891; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 33.534s]
01/01/24 23:56:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} (score=0.01132) [took 202.7466s]
02/01/24 00:02:14| INFO d_m3w_kde_lr_gs finished [took 530.6456s]
02/01/24 00:02:14| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 2454.3010s]
02/01/24 00:02:14| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
02/01/24 00:11:08| INFO d_bin_kde_lr_ne finished [took 528.6032s]
02/01/24 00:11:10| INFO d_bin_kde_lr_mc finished [took 531.5894s]
02/01/24 00:11:39| INFO d_bin_kde_lr_c finished [took 562.4947s]
02/01/24 00:11:40| INFO d_bin_kde_lr finished [took 561.3113s]
02/01/24 00:14:45| INFO d_m3w_kde_lr_c finished [took 746.5365s]
02/01/24 00:14:57| INFO d_m3w_kde_lr finished [took 758.1924s]
02/01/24 00:15:27| INFO d_mul_kde_lr_ne finished [took 787.6005s]
02/01/24 00:15:29| INFO d_mul_kde_lr finished [took 790.0761s]
02/01/24 00:15:33| INFO d_mul_kde_lr_c finished [took 793.9736s]
02/01/24 00:15:47| INFO d_m3w_kde_lr_mc finished [took 808.2253s]
02/01/24 00:15:54| INFO d_mul_kde_lr_mc finished [took 814.9912s]
02/01/24 00:16:01| INFO ref finished [took 74.8201s]
02/01/24 00:16:14| INFO atc_mc finished [took 76.5909s]
02/01/24 00:16:31| INFO doc finished [took 63.4654s]
02/01/24 00:18:24| INFO d_bin_kde_lr_is finished [took 432.4777s]
02/01/24 00:20:23| INFO d_m3w_kde_lr_ne finished [took 554.8485s]
02/01/24 00:21:49| INFO d_m3w_kde_lr_is finished [took 608.4758s]
02/01/24 00:22:05| INFO d_mul_kde_lr_is finished [took 624.9484s]
02/01/24 00:22:20| DEBUG [size=11,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 14.794s]
02/01/24 00:22:20| DEBUG [size=11,place=2] best score = 0.00938031; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.795s]
02/01/24 00:23:20| DEBUG [size=51,place=1] best score = 0.00736699; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.251s]
02/01/24 00:23:20| DEBUG [size=51,place=2] best score = 0.00738554; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.252s]
02/01/24 00:23:46| DEBUG [size=22,place=1] best score = 0.00759545; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.772s]
02/01/24 00:23:46| DEBUG [size=22,place=2] best score = 0.00759667; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.773s]
02/01/24 00:23:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00737) [took 100.9309s]
02/01/24 00:26:56| INFO d_bin_kde_lr_gs finished [took 290.9659s]
02/01/24 00:27:21| DEBUG [size=11,place=1] best score = 0.00867675; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.347s]
02/01/24 00:27:21| DEBUG [size=11,place=2] best score = 0.00882464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.348s]
02/01/24 00:29:16| DEBUG [size=52,place=1] best score = 0.00828823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 114.270s]
02/01/24 00:29:16| DEBUG [size=52,place=2] best score = 0.00832494; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.270s]
02/01/24 00:30:18| DEBUG [size=28,place=1] best score = 0.00825616; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 62.152s]
02/01/24 00:30:18| DEBUG [size=28,place=2] best score = 0.00826136; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 62.153s]
02/01/24 00:30:37| DEBUG [size=9,place=1] best score = 0.00808106; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 19.753s]
02/01/24 00:30:37| DEBUG [size=9,place=2] best score = 0.00839937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 19.753s]
02/01/24 00:32:04| DEBUG [size=38,place=1] best score = 0.00779456; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 86.938s]
02/01/24 00:32:04| DEBUG [size=38,place=2] best score = 0.00804303; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 86.938s]
02/01/24 00:32:27| DEBUG [size=10,place=1] best score = 0.00752031; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.705s]
02/01/24 00:32:27| DEBUG [size=10,place=2] best score = 0.00837450; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 22.705s]
02/01/24 00:33:58| DEBUG [size=42,place=1] best score = 0.00846737; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 90.926s]
02/01/24 00:33:58| DEBUG [size=42,place=2] best score = 0.00848140; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 90.927s]
02/01/24 00:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00752) [took 421.2211s]
02/01/24 00:38:33| INFO d_mul_kde_lr_gs finished [took 696.3281s]
02/01/24 00:38:56| DEBUG [size=11,place=1] best score = 0.00764003; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.042s]
02/01/24 00:38:56| DEBUG [size=11,place=2] best score = 0.00911037; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 22.042s]
02/01/24 00:40:23| DEBUG [size=52,place=1] best score = 0.00761354; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.013s]
02/01/24 00:40:23| DEBUG [size=52,place=2] best score = 0.00763174; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.014s]
02/01/24 00:41:47| DEBUG [size=45,place=1] best score = 0.00717209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.455s]
02/01/24 00:41:47| DEBUG [size=45,place=2] best score = 0.00766292; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.455s]
02/01/24 00:43:03| DEBUG [size=40,place=1] best score = 0.00790373; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 76.791s]
02/01/24 00:43:03| DEBUG [size=40,place=2] best score = 0.00859460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 76.792s]
02/01/24 00:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00717) [took 269.4161s]
02/01/24 00:46:35| INFO d_m3w_kde_lr_gs finished [took 481.2456s]
02/01/24 00:46:35| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 2661.6274s]
02/01/24 00:46:35| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
02/01/24 00:54:51| INFO d_bin_kde_lr_c finished [took 493.7427s]
02/01/24 00:55:14| INFO d_bin_kde_lr finished [took 517.0591s]
02/01/24 00:55:33| INFO d_bin_kde_lr_ne finished [took 536.3094s]
02/01/24 00:55:49| INFO d_bin_kde_lr_mc finished [took 552.1085s]
02/01/24 00:57:50| INFO d_m3w_kde_lr finished [took 672.6358s]
02/01/24 00:58:04| INFO d_mul_kde_lr finished [took 687.3319s]
02/01/24 00:58:25| INFO d_mul_kde_lr_ne finished [took 708.2123s]
02/01/24 00:58:30| INFO d_mul_kde_lr_mc finished [took 712.9544s]
02/01/24 00:58:49| INFO d_m3w_kde_lr_mc finished [took 732.8050s]
02/01/24 00:58:58| INFO ref finished [took 68.5480s]
02/01/24 00:59:02| INFO d_m3w_kde_lr_c finished [took 744.7319s]
02/01/24 00:59:23| INFO atc_mc finished [took 77.7688s]
02/01/24 00:59:28| INFO d_mul_kde_lr_c finished [took 771.4705s]
02/01/24 00:59:45| INFO doc finished [took 79.2073s]
02/01/24 01:02:17| INFO d_bin_kde_lr_is finished [took 422.6464s]
02/01/24 01:03:28| INFO d_m3w_kde_lr_ne finished [took 516.4100s]
02/01/24 01:04:32| INFO d_m3w_kde_lr_is finished [took 522.1618s]
02/01/24 01:04:55| INFO d_mul_kde_lr_is finished [took 561.4826s]
02/01/24 01:05:12| DEBUG [size=11,place=1] best score = 0.00747444; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 15.367s]
02/01/24 01:05:12| DEBUG [size=11,place=2] best score = 0.00846890; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 15.367s]
02/01/24 01:06:13| DEBUG [size=51,place=1] best score = 0.00743911; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.998s]
02/01/24 01:06:13| DEBUG [size=51,place=2] best score = 0.00747735; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.999s]
02/01/24 01:06:39| DEBUG [size=22,place=1] best score = 0.00769536; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.513s]
02/01/24 01:06:39| DEBUG [size=22,place=2] best score = 0.00774043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.513s]
02/01/24 01:06:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00744) [took 102.9874s]
02/01/24 01:09:47| INFO d_bin_kde_lr_gs finished [took 290.7269s]
02/01/24 01:10:11| DEBUG [size=11,place=1] best score = 0.00708446; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.589s]
02/01/24 01:10:11| DEBUG [size=11,place=2] best score = 0.00922869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 23.590s]
02/01/24 01:12:00| DEBUG [size=51,place=1] best score = 0.00778949; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 108.841s]
02/01/24 01:12:00| DEBUG [size=51,place=2] best score = 0.00799302; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 108.841s]
02/01/24 01:12:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00708) [took 132.4460s]
02/01/24 01:16:13| INFO d_mul_kde_lr_gs finished [took 385.5660s]
02/01/24 01:16:35| DEBUG [size=11,place=1] best score = 0.00618227; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 21.780s]
02/01/24 01:16:35| DEBUG [size=11,place=2] best score = 0.00943937; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 21.781s]
02/01/24 01:18:03| DEBUG [size=52,place=1] best score = 0.00613689; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.828s]
02/01/24 01:18:03| DEBUG [size=52,place=2] best score = 0.00617846; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.828s]
02/01/24 01:19:27| DEBUG [size=45,place=1] best score = 0.00615852; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.965s]
02/01/24 01:19:27| DEBUG [size=45,place=2] best score = 0.00622833; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.965s]
02/01/24 01:19:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00614) [took 193.6832s]
02/01/24 01:23:03| INFO d_m3w_kde_lr_gs finished [took 410.2144s]
02/01/24 01:23:03| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 2188.0278s]
02/01/24 01:23:03| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
02/01/24 01:31:36| INFO d_bin_kde_lr_ne finished [took 510.3996s]
02/01/24 01:31:59| INFO d_bin_kde_lr finished [took 533.5087s]
02/01/24 01:32:29| INFO d_bin_kde_lr_c finished [took 562.8858s]
02/01/24 01:32:35| INFO d_bin_kde_lr_mc finished [took 569.4781s]
02/01/24 01:33:43| INFO d_m3w_kde_lr_c finished [took 637.1820s]
02/01/24 01:34:07| INFO d_m3w_kde_lr_mc finished [took 660.7430s]
02/01/24 01:34:29| INFO d_m3w_kde_lr finished [took 683.5342s]
02/01/24 01:35:06| INFO ref finished [took 81.9215s]
02/01/24 01:35:28| INFO d_mul_kde_lr_mc finished [took 742.1094s]
02/01/24 01:35:31| INFO d_mul_kde_lr finished [took 745.9381s]
02/01/24 01:35:31| INFO doc finished [took 61.5654s]
02/01/24 01:35:33| INFO atc_mc finished [took 86.1419s]
02/01/24 01:35:42| INFO d_mul_kde_lr_ne finished [took 755.5809s]
02/01/24 01:35:52| INFO d_mul_kde_lr_c finished [took 766.1627s]
02/01/24 01:38:55| INFO d_bin_kde_lr_is finished [took 415.3772s]
02/01/24 01:40:13| INFO d_m3w_kde_lr_ne finished [took 516.3272s]
02/01/24 01:40:57| INFO d_m3w_kde_lr_is finished [took 501.1015s]
02/01/24 01:41:22| INFO d_mul_kde_lr_is finished [took 532.4332s]
02/01/24 01:41:39| DEBUG [size=11,place=1] best score = 0.01047164; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 16.482s]
02/01/24 01:41:39| DEBUG [size=11,place=2] best score = 0.01225428; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 16.483s]
02/01/24 01:42:50| DEBUG [size=53,place=1] best score = 0.00702833; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 70.515s]
02/01/24 01:42:50| DEBUG [size=53,place=2] best score = 0.00969143; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 70.515s]
02/01/24 01:43:46| DEBUG [size=42,place=1] best score = 0.00700448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 56.817s]
02/01/24 01:43:46| DEBUG [size=42,place=2] best score = 0.00994469; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 56.817s]
02/01/24 01:44:29| DEBUG [size=30,place=1] best score = 0.00857540; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 42.682s]
02/01/24 01:44:29| DEBUG [size=30,place=2] best score = 0.00862989; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 42.683s]
02/01/24 01:44:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00700) [took 186.6091s]
02/01/24 01:48:05| INFO d_bin_kde_lr_gs finished [took 402.8685s]
02/01/24 01:48:32| DEBUG [size=11,place=1] best score = 0.01138464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.697s]
02/01/24 01:48:32| DEBUG [size=11,place=2] best score = 0.01168259; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 25.698s]
02/01/24 01:50:28| DEBUG [size=53,place=1] best score = 0.00707573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 116.264s]
02/01/24 01:50:28| DEBUG [size=53,place=2] best score = 0.00857135; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 116.264s]
02/01/24 01:51:00| DEBUG [size=15,place=1] best score = 0.00720080; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 31.609s]
02/01/24 01:51:00| DEBUG [size=15,place=2] best score = 0.00764380; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 31.610s]
02/01/24 01:51:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00708) [took 173.6867s]
02/01/24 01:56:02| INFO d_mul_kde_lr_gs finished [took 475.8973s]
02/01/24 01:56:29| DEBUG [size=11,place=1] best score = 0.00545517; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 25.844s]
02/01/24 01:56:29| DEBUG [size=11,place=2] best score = 0.01299648; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 25.845s]
02/01/24 01:58:02| DEBUG [size=52,place=1] best score = 0.00542654; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.683s]
02/01/24 01:58:02| DEBUG [size=52,place=2] best score = 0.00573656; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.683s]
02/01/24 01:59:23| DEBUG [size=41,place=1] best score = 0.00560917; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.259s]
02/01/24 01:59:23| DEBUG [size=41,place=2] best score = 0.00592014; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.260s]
02/01/24 01:59:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00543) [took 199.8981s]
02/01/24 02:03:15| INFO d_m3w_kde_lr_gs finished [took 432.5187s]
02/01/24 02:03:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 2411.8898s]
02/01/24 02:03:15| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
02/01/24 02:13:24| INFO d_bin_kde_lr_ne finished [took 605.9253s]
02/01/24 02:14:18| INFO d_bin_kde_lr_mc finished [took 659.3314s]
02/01/24 02:14:22| INFO d_bin_kde_lr_c finished [took 663.4089s]
02/01/24 02:14:25| INFO d_bin_kde_lr finished [took 666.5858s]
02/01/24 02:16:24| INFO d_m3w_kde_lr_c finished [took 786.1994s]
02/01/24 02:16:28| INFO d_m3w_kde_lr finished [took 789.2548s]
02/01/24 02:17:19| INFO d_m3w_kde_lr_mc finished [took 840.5325s]
02/01/24 02:17:31| INFO d_mul_kde_lr finished [took 852.3630s]
02/01/24 02:17:35| INFO d_mul_kde_lr_mc finished [took 856.4655s]
02/01/24 02:17:37| INFO atc_mc finished [took 69.3956s]
02/01/24 02:17:38| INFO d_mul_kde_lr_c finished [took 859.2938s]
02/01/24 02:17:47| INFO ref finished [took 81.8459s]
02/01/24 02:17:54| INFO d_mul_kde_lr_ne finished [took 877.0768s]
02/01/24 02:18:21| INFO doc finished [took 61.7699s]
02/01/24 02:21:59| INFO d_bin_kde_lr_is finished [took 460.7997s]
02/01/24 02:23:48| INFO d_m3w_kde_lr_ne finished [took 623.0858s]
02/01/24 02:24:29| INFO d_m3w_kde_lr_is finished [took 603.0987s]
02/01/24 02:25:09| INFO d_mul_kde_lr_is finished [took 646.9583s]
02/01/24 02:25:28| DEBUG [size=11,place=1] best score = 0.01158711; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 17.511s]
02/01/24 02:25:28| DEBUG [size=11,place=2] best score = 0.01238506; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 17.511s]
02/01/24 02:26:44| DEBUG [size=53,place=1] best score = 0.01019197; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 75.983s]
02/01/24 02:26:44| DEBUG [size=53,place=2] best score = 0.01043696; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 75.984s]
02/01/24 02:27:12| DEBUG [size=16,place=1] best score = 0.00995009; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 28.467s]
02/01/24 02:27:12| DEBUG [size=16,place=2] best score = 0.01016914; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 28.468s]
02/01/24 02:28:02| DEBUG [size=34,place=1] best score = 0.01069510; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 49.530s]
02/01/24 02:28:02| DEBUG [size=34,place=2] best score = 0.01072716; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.17, 'confidence': None} [took 49.530s]
02/01/24 02:28:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.00995) [took 171.6088s]
02/01/24 02:32:25| INFO d_bin_kde_lr_gs finished [took 434.7860s]
02/01/24 02:32:50| DEBUG [size=11,place=1] best score = 0.01332707; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 23.638s]
02/01/24 02:32:50| DEBUG [size=11,place=2] best score = 0.01535734; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 23.639s]
02/01/24 02:34:38| DEBUG [size=51,place=1] best score = 0.01052349; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 108.011s]
02/01/24 02:34:38| DEBUG [size=51,place=2] best score = 0.01086786; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 108.011s]
02/01/24 02:35:22| DEBUG [size=14,place=1] best score = 0.01142487; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 44.546s]
02/01/24 02:35:22| DEBUG [size=14,place=2] best score = 0.01179857; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 44.546s]
02/01/24 02:35:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.01052) [took 176.2179s]
02/01/24 02:42:21| INFO d_mul_kde_lr_gs finished [took 594.9460s]
02/01/24 02:42:47| DEBUG [size=11,place=1] best score = 0.02806977; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 24.844s]
02/01/24 02:42:47| DEBUG [size=11,place=2] best score = 0.02926440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 24.844s]
02/01/24 02:44:25| DEBUG [size=52,place=1] best score = 0.01478891; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 97.648s]
02/01/24 02:44:25| DEBUG [size=52,place=2] best score = 0.02499789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 97.649s]
02/01/24 02:45:21| DEBUG [size=26,place=1] best score = 0.01304300; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 56.605s]
02/01/24 02:45:21| DEBUG [size=26,place=2] best score = 0.01327623; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 56.606s]
02/01/24 02:45:44| DEBUG [size=8,place=1] best score = 0.02547609; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 22.685s]
02/01/24 02:45:44| DEBUG [size=8,place=2] best score = 0.02937472; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 22.686s]
02/01/24 02:45:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.01304) [took 201.8962s]
02/01/24 02:52:10| INFO d_m3w_kde_lr_gs finished [took 587.9926s]
02/01/24 02:52:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 2934.9184s]
02/01/24 02:52:10| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
02/01/24 03:03:40| INFO d_bin_kde_lr finished [took 685.0387s]
02/01/24 03:04:02| INFO d_bin_kde_lr_ne finished [took 706.9629s]
02/01/24 03:04:07| INFO d_bin_kde_lr_c finished [took 711.6533s]
02/01/24 03:04:18| INFO d_bin_kde_lr_mc finished [took 723.3094s]
02/01/24 03:04:42| INFO d_m3w_kde_lr_mc finished [took 746.5004s]
02/01/24 03:05:04| INFO d_m3w_kde_lr finished [took 770.5230s]
02/01/24 03:05:35| INFO d_mul_kde_lr_c finished [took 799.5692s]
02/01/24 03:05:38| INFO d_mul_kde_lr_mc finished [took 803.4744s]
02/01/24 03:05:42| INFO d_m3w_kde_lr_c finished [took 806.4412s]
02/01/24 03:06:06| INFO ref finished [took 84.0524s]
02/01/24 03:06:26| INFO d_mul_kde_lr_ne finished [took 850.5748s]
02/01/24 03:06:26| INFO d_mul_kde_lr finished [took 851.1803s]
02/01/24 03:06:31| INFO atc_mc finished [took 87.1131s]
02/01/24 03:06:52| INFO doc finished [took 76.5982s]
02/01/24 03:12:12| INFO d_bin_kde_lr_is finished [took 489.3363s]
02/01/24 03:13:05| INFO d_m3w_kde_lr_ne finished [took 564.6204s]
02/01/24 03:13:19| INFO d_m3w_kde_lr_is finished [took 539.8868s]
02/01/24 03:14:12| INFO d_mul_kde_lr_is finished [took 604.7773s]
02/01/24 03:14:33| DEBUG [size=11,place=1] best score = 0.00765783; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 20.441s]
02/01/24 03:14:33| DEBUG [size=11,place=2] best score = 0.00775744; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 20.442s]
02/01/24 03:15:58| DEBUG [size=53,place=1] best score = 0.00598730; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 85.222s]
02/01/24 03:15:58| DEBUG [size=53,place=2] best score = 0.00615771; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 85.223s]
02/01/24 03:16:55| DEBUG [size=34,place=1] best score = 0.00575938; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 56.790s]
02/01/24 03:16:55| DEBUG [size=34,place=2] best score = 0.00595006; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 56.790s]
02/01/24 03:18:02| DEBUG [size=39,place=1] best score = 0.00533077; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 66.885s]
02/01/24 03:18:02| DEBUG [size=39,place=2] best score = 0.00606284; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 66.886s]
02/01/24 03:18:27| DEBUG [size=14,place=1] best score = 0.00614861; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 25.365s]
02/01/24 03:18:27| DEBUG [size=14,place=2] best score = 0.00630921; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 25.365s]
02/01/24 03:18:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00533) [took 254.8284s]
02/01/24 03:22:24| INFO d_bin_kde_lr_gs finished [took 491.4977s]
02/01/24 03:22:49| DEBUG [size=11,place=1] best score = 0.00588141; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.606s]
02/01/24 03:22:49| DEBUG [size=11,place=2] best score = 0.00821772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.606s]
02/01/24 03:24:44| DEBUG [size=52,place=1] best score = 0.00584475; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 114.371s]
02/01/24 03:24:44| DEBUG [size=52,place=2] best score = 0.00592057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 114.372s]
02/01/24 03:25:22| DEBUG [size=16,place=1] best score = 0.00570282; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 38.564s]
02/01/24 03:25:22| DEBUG [size=16,place=2] best score = 0.00584926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 38.565s]
02/01/24 03:26:11| DEBUG [size=21,place=1] best score = 0.00552898; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 48.581s]
02/01/24 03:26:11| DEBUG [size=21,place=2] best score = 0.00558434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 48.581s]
02/01/24 03:27:17| DEBUG [size=27,place=1] best score = 0.00615957; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 65.655s]
02/01/24 03:27:17| DEBUG [size=27,place=2] best score = 0.00623726; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 65.655s]
02/01/24 03:27:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.00553) [took 291.8962s]
02/01/24 03:32:36| INFO d_mul_kde_lr_gs finished [took 611.6517s]
02/01/24 03:33:02| DEBUG [size=11,place=1] best score = 0.00718745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 24.493s]
02/01/24 03:33:02| DEBUG [size=11,place=2] best score = 0.00993395; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.494s]
02/01/24 03:34:42| DEBUG [size=53,place=1] best score = 0.00548869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 100.327s]
02/01/24 03:34:42| DEBUG [size=53,place=2] best score = 0.00599700; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 100.328s]
02/01/24 03:36:04| DEBUG [size=40,place=1] best score = 0.00550440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 82.460s]
02/01/24 03:36:04| DEBUG [size=40,place=2] best score = 0.00553429; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 82.460s]
02/01/24 03:36:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00549) [took 207.2917s]
02/01/24 03:40:58| INFO d_m3w_kde_lr_gs finished [took 500.8967s]
02/01/24 03:40:58| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 2927.7341s]
----------------------------------------------------------------------------------------------------
02/01/24 08:48:33| INFO dataset rcv1_MCAT [pool size: 10]
02/01/24 08:48:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
02/01/24 08:48:44| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/01/24 08:48:45| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/01/24 08:48:45| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/01/24 08:48:45| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/01/24 08:48:54| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
02/01/24 08:52:17| INFO ref finished [took 201.2618s]
02/01/24 08:53:26| INFO atc_mc finished [took 68.2157s]
02/01/24 08:54:41| INFO doc finished [took 74.9494s]
02/01/24 09:01:54| INFO m3w_kde_lr_mc finished [took 796.6330s]
02/01/24 09:02:12| INFO m3w_kde_lr finished [took 813.5698s]
02/01/24 09:03:02| INFO m3w_kde_lr_c finished [took 864.1238s]
02/01/24 09:03:22| INFO m3w_kde_lr_is finished [took 874.3582s]
02/01/24 09:03:32| INFO m3w_kde_lr_ne finished [took 885.9031s]
02/01/24 09:04:02| INFO mul_kde_lr_mc finished [took 925.6372s]
02/01/24 09:04:23| INFO mul_kde_lr_is finished [took 936.3439s]
02/01/24 09:04:36| INFO mul_kde_lr finished [took 958.0325s]
02/01/24 09:04:42| INFO mul_kde_lr_ne finished [took 963.4823s]
02/01/24 09:04:51| INFO mul_kde_lr_c finished [took 973.3256s]
02/01/24 09:07:36| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
02/01/24 09:11:10| DEBUG [size=11,place=1] best score = 0.00587823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 213.321s]
02/01/24 09:11:10| DEBUG [size=11,place=2] best score = 0.00973399; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 213.322s]
02/01/24 09:25:43| DEBUG [size=53,place=1] best score = 0.00582630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 872.751s]
02/01/24 09:25:43| DEBUG [size=53,place=2] best score = 0.00585714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 872.751s]
02/01/24 09:29:26| DEBUG [size=16,place=1] best score = 0.00604693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 222.699s]
02/01/24 09:29:26| DEBUG [size=16,place=2] best score = 0.00619417; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 222.699s]
02/01/24 09:29:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00583) [took 1308.8812s]
02/01/24 09:34:30| INFO mul_kde_lr_gs finished [took 1613.0131s]
02/01/24 09:37:18| DEBUG [size=11,place=1] best score = 0.00749732; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 167.526s]
02/01/24 09:37:18| DEBUG [size=11,place=2] best score = 0.00837188; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 167.526s]
02/01/24 09:48:01| DEBUG [size=53,place=1] best score = 0.00582010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 643.385s]
02/01/24 09:48:01| DEBUG [size=53,place=2] best score = 0.00608479; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 643.385s]
02/01/24 09:50:43| DEBUG [size=16,place=1] best score = 0.00608606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 161.667s]
02/01/24 09:50:43| DEBUG [size=16,place=2] best score = 0.00681663; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 161.668s]
02/01/24 09:50:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00582) [took 972.6928s]
02/01/24 09:54:59| INFO m3w_kde_lr_gs finished [took 1228.8556s]
02/01/24 09:54:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 3986.0567s]
02/01/24 09:54:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
02/01/24 10:06:55| INFO bin_kde_lr_ne finished [took 711.9670s]
02/01/24 10:07:10| INFO bin_kde_lr_c finished [took 728.8197s]
02/01/24 10:07:13| INFO bin_kde_lr_mc finished [took 731.8311s]
02/01/24 10:07:14| INFO bin_kde_lr finished [took 733.0361s]
02/01/24 10:08:54| INFO m3w_kde_lr_mc finished [took 828.4757s]
02/01/24 10:09:26| INFO m3w_kde_lr finished [took 864.8254s]
02/01/24 10:10:00| INFO mul_kde_lr finished [took 898.9675s]
02/01/24 10:10:15| INFO ref finished [took 81.0324s]
02/01/24 10:10:21| INFO m3w_kde_lr_c finished [took 920.4202s]
02/01/24 10:10:28| INFO mul_kde_lr_ne finished [took 921.7160s]
02/01/24 10:10:57| INFO atc_mc finished [took 90.8431s]
02/01/24 10:11:01| INFO mul_kde_lr_mc finished [took 956.1313s]
02/01/24 10:11:07| INFO doc finished [took 66.9155s]
02/01/24 10:11:10| INFO mul_kde_lr_c finished [took 969.5661s]
02/01/24 10:15:03| INFO bin_kde_lr_is finished [took 473.3137s]
02/01/24 10:17:00| INFO m3w_kde_lr_ne finished [took 604.5868s]
02/01/24 10:17:51| INFO m3w_kde_lr_is finished [took 636.8338s]
02/01/24 10:18:42| INFO mul_kde_lr_is finished [took 688.5801s]
02/01/24 10:19:43| DEBUG [size=11,place=1] best score = 0.04042064; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.134s]
02/01/24 10:19:43| DEBUG [size=11,place=2] best score = 0.11063000; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 60.134s]
02/01/24 10:23:14| DEBUG [size=52,place=1] best score = 0.01834546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 211.597s]
02/01/24 10:23:14| DEBUG [size=52,place=2] best score = 0.02400858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 211.598s]
02/01/24 10:25:51| DEBUG [size=40,place=1] best score = 0.01948045; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 156.116s]
02/01/24 10:25:51| DEBUG [size=40,place=2] best score = 0.02208780; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 156.116s]
02/01/24 10:25:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01835) [took 427.9576s]
02/01/24 10:29:23| INFO bin_kde_lr_gs finished [took 640.5149s]
02/01/24 10:33:16| DEBUG [size=11,place=1] best score = 0.00913622; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 232.344s]
02/01/24 10:33:16| DEBUG [size=11,place=2] best score = 0.01639093; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 232.345s]
02/01/24 10:48:39| DEBUG [size=53,place=1] best score = 0.00786927; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 922.713s]
02/01/24 10:48:39| DEBUG [size=53,place=2] best score = 0.00864693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 922.713s]
02/01/24 10:51:58| DEBUG [size=14,place=1] best score = 0.01074482; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 199.777s]
02/01/24 10:51:58| DEBUG [size=14,place=2] best score = 0.01269698; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 199.778s]
02/01/24 10:51:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00787) [took 1354.9440s]
02/01/24 10:56:35| INFO mul_kde_lr_gs finished [took 1631.9156s]
02/01/24 10:59:30| DEBUG [size=11,place=1] best score = 0.00925981; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.857s]
02/01/24 10:59:30| DEBUG [size=11,place=2] best score = 0.01286403; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 173.858s]
02/01/24 11:04:30| DEBUG [size=34,place=1] best score = 0.00617467; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 300.136s]
02/01/24 11:04:30| DEBUG [size=34,place=2] best score = 0.00722680; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 300.136s]
02/01/24 11:07:25| DEBUG [size=16,place=1] best score = 0.00693267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 175.410s]
02/01/24 11:07:25| DEBUG [size=16,place=2] best score = 0.00732381; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 175.410s]
02/01/24 11:07:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00617) [took 649.5136s]
02/01/24 11:11:33| INFO m3w_kde_lr_gs finished [took 897.0757s]
02/01/24 11:11:33| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 4593.5332s]
02/01/24 11:11:33| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
02/01/24 11:21:31| INFO bin_kde_lr_c finished [took 596.4559s]
02/01/24 11:21:36| INFO bin_kde_lr finished [took 602.0204s]
02/01/24 11:21:42| INFO bin_kde_lr_mc finished [took 608.0652s]
02/01/24 11:22:14| INFO bin_kde_lr_ne finished [took 635.1272s]
02/01/24 11:23:59| INFO m3w_kde_lr finished [took 744.0698s]
02/01/24 11:24:30| INFO m3w_kde_lr_mc finished [took 771.1680s]
02/01/24 11:24:33| INFO m3w_kde_lr_c finished [took 777.9809s]
02/01/24 11:24:52| INFO mul_kde_lr finished [took 797.6187s]
02/01/24 11:25:07| INFO mul_kde_lr_c finished [took 812.3440s]
02/01/24 11:25:15| INFO ref finished [took 76.0568s]
02/01/24 11:25:18| INFO mul_kde_lr_mc finished [took 819.1738s]
02/01/24 11:25:41| INFO mul_kde_lr_ne finished [took 841.4497s]
02/01/24 11:25:48| INFO atc_mc finished [took 77.1065s]
02/01/24 11:25:50| INFO doc finished [took 76.9810s]
02/01/24 11:28:51| INFO bin_kde_lr_is finished [took 434.5410s]
02/01/24 11:29:43| INFO m3w_kde_lr_ne finished [took 491.9550s]
02/01/24 11:31:02| INFO m3w_kde_lr_is finished [took 527.0262s]
02/01/24 11:31:17| INFO mul_kde_lr_is finished [took 573.5651s]
02/01/24 11:32:12| DEBUG [size=11,place=1] best score = 0.01053077; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 55.117s]
02/01/24 11:32:12| DEBUG [size=11,place=2] best score = 0.02105634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 55.118s]
02/01/24 11:33:50| DEBUG [size=34,place=1] best score = 0.01006155; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 97.810s]
02/01/24 11:33:50| DEBUG [size=34,place=2] best score = 0.01011895; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.811s]
02/01/24 11:34:47| DEBUG [size=16,place=1] best score = 0.01044048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 57.148s]
02/01/24 11:34:47| DEBUG [size=16,place=2] best score = 0.01189281; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 57.148s]
02/01/24 11:34:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01006) [took 210.1858s]
02/01/24 11:38:25| INFO bin_kde_lr_gs finished [took 427.5885s]
02/01/24 11:42:19| DEBUG [size=11,place=1] best score = 0.01736375; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 233.815s]
02/01/24 11:42:19| DEBUG [size=11,place=2] best score = 0.02497029; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 233.815s]
02/01/24 11:48:58| DEBUG [size=34,place=1] best score = 0.01166022; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 398.804s]
02/01/24 11:48:58| DEBUG [size=34,place=2] best score = 0.01405691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 398.804s]
02/01/24 11:53:00| DEBUG [size=16,place=1] best score = 0.01143373; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 242.352s]
02/01/24 11:53:00| DEBUG [size=16,place=2] best score = 0.01315482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 242.353s]
02/01/24 11:54:50| DEBUG [size=20,place=1] best score = 0.00870961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 109.815s]
02/01/24 11:54:50| DEBUG [size=20,place=2] best score = 0.01487512; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 109.815s]
02/01/24 11:58:31| DEBUG [size=14,place=1] best score = 0.01340938; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.539s]
02/01/24 11:58:31| DEBUG [size=14,place=2] best score = 0.02565864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 220.540s]
02/01/24 11:58:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00871) [took 1205.4437s]
02/01/24 12:03:14| INFO mul_kde_lr_gs finished [took 1488.6593s]
02/01/24 12:06:04| DEBUG [size=11,place=1] best score = 0.01014390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.647s]
02/01/24 12:06:04| DEBUG [size=11,place=2] best score = 0.01308632; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.647s]
02/01/24 12:10:33| DEBUG [size=34,place=1] best score = 0.00826323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 269.024s]
02/01/24 12:10:33| DEBUG [size=34,place=2] best score = 0.00969789; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 269.025s]
02/01/24 12:12:57| DEBUG [size=27,place=1] best score = 0.00913886; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 143.865s]
02/01/24 12:12:57| DEBUG [size=27,place=2] best score = 0.00918544; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 143.866s]
02/01/24 12:12:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00826) [took 582.5556s]
02/01/24 12:18:04| INFO m3w_kde_lr_gs finished [took 889.1597s]
02/01/24 12:18:04| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 3990.7743s]
02/01/24 12:18:04| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
02/01/24 12:28:18| INFO bin_kde_lr_mc finished [took 609.2024s]
02/01/24 12:28:27| INFO bin_kde_lr_c finished [took 617.8411s]
02/01/24 12:28:34| INFO bin_kde_lr finished [took 624.7424s]
02/01/24 12:28:51| INFO bin_kde_lr_ne finished [took 641.3851s]
02/01/24 12:30:11| INFO m3w_kde_lr finished [took 722.2360s]
02/01/24 12:30:30| INFO m3w_kde_lr_c finished [took 741.2890s]
02/01/24 12:31:03| INFO mul_kde_lr_ne finished [took 773.5894s]
02/01/24 12:31:18| INFO mul_kde_lr finished [took 789.2610s]
02/01/24 12:31:34| INFO mul_kde_lr_mc finished [took 806.8797s]
02/01/24 12:31:37| INFO ref finished [took 85.1667s]
02/01/24 12:31:55| INFO atc_mc finished [took 83.7089s]
02/01/24 12:32:06| INFO m3w_kde_lr_mc finished [took 836.4689s]
02/01/24 12:32:21| INFO doc finished [took 77.9624s]
02/01/24 12:32:37| INFO mul_kde_lr_c finished [took 867.3839s]
02/01/24 12:35:28| INFO bin_kde_lr_is finished [took 420.1192s]
02/01/24 12:36:43| INFO m3w_kde_lr_ne finished [took 503.5448s]
02/01/24 12:37:40| INFO m3w_kde_lr_is finished [took 528.4140s]
02/01/24 12:38:01| INFO mul_kde_lr_is finished [took 566.0183s]
02/01/24 12:39:06| DEBUG [size=11,place=1] best score = 0.00856505; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 64.363s]
02/01/24 12:39:06| DEBUG [size=11,place=2] best score = 0.00969496; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 64.364s]
02/01/24 12:42:50| DEBUG [size=52,place=1] best score = 0.00677462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 223.797s]
02/01/24 12:42:50| DEBUG [size=52,place=2] best score = 0.00690575; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 223.797s]
02/01/24 12:44:02| DEBUG [size=16,place=1] best score = 0.00678003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 72.087s]
02/01/24 12:44:02| DEBUG [size=16,place=2] best score = 0.00680675; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 72.087s]
02/01/24 12:44:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00677) [took 360.3693s]
02/01/24 12:47:54| INFO bin_kde_lr_gs finished [took 592.1149s]
02/01/24 12:51:55| DEBUG [size=11,place=1] best score = 0.00812404; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 240.604s]
02/01/24 12:51:55| DEBUG [size=11,place=2] best score = 0.01179100; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 240.604s]
02/01/24 13:07:14| DEBUG [size=52,place=1] best score = 0.00724978; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 919.488s]
02/01/24 13:07:14| DEBUG [size=52,place=2] best score = 0.00761122; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 919.488s]
02/01/24 13:25:28| DEBUG [size=41,place=1] best score = 0.00712704; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 1093.926s]
02/01/24 13:25:28| DEBUG [size=41,place=2] best score = 0.00733570; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 1093.926s]
02/01/24 13:30:04| DEBUG [size=14,place=1] best score = 0.00741006; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 275.973s]
02/01/24 13:30:04| DEBUG [size=14,place=2] best score = 0.00772931; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 275.974s]
02/01/24 13:30:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00713) [took 2530.0071s]
02/01/24 13:36:59| INFO mul_kde_lr_gs finished [took 2944.3477s]
02/01/24 13:39:48| DEBUG [size=11,place=1] best score = 0.00842696; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 168.936s]
02/01/24 13:39:48| DEBUG [size=11,place=2] best score = 0.00894397; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 168.937s]
02/01/24 13:53:29| DEBUG [size=51,place=1] best score = 0.00710854; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 821.074s]
02/01/24 13:53:29| DEBUG [size=51,place=2] best score = 0.00839045; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 821.075s]
02/01/24 13:55:56| DEBUG [size=14,place=1] best score = 0.00807203; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 146.172s]
02/01/24 13:55:56| DEBUG [size=14,place=2] best score = 0.00850139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 146.173s]
02/01/24 13:55:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00711) [took 1136.2936s]
02/01/24 14:00:05| INFO m3w_kde_lr_gs finished [took 1385.7257s]
02/01/24 14:00:05| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 6121.3366s]
02/01/24 14:00:05| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
02/01/24 14:10:43| INFO bin_kde_lr_mc finished [took 635.8698s]
02/01/24 14:11:03| INFO bin_kde_lr_c finished [took 655.1578s]
02/01/24 14:11:09| INFO bin_kde_lr finished [took 661.9415s]
02/01/24 14:11:10| INFO bin_kde_lr_ne finished [took 657.3803s]
02/01/24 14:13:36| INFO m3w_kde_lr finished [took 808.2982s]
02/01/24 14:14:14| INFO m3w_kde_lr_c finished [took 846.4517s]
02/01/24 14:14:38| INFO ref finished [took 61.4258s]
02/01/24 14:14:54| INFO m3w_kde_lr_mc finished [took 882.1468s]
02/01/24 14:15:37| INFO mul_kde_lr finished [took 929.5060s]
02/01/24 14:15:43| INFO atc_mc finished [took 88.8051s]
02/01/24 14:15:54| INFO mul_kde_lr_c finished [took 946.3064s]
02/01/24 14:15:55| INFO doc finished [took 76.5139s]
02/01/24 14:16:10| INFO mul_kde_lr_ne finished [took 957.9979s]
02/01/24 14:16:13| INFO mul_kde_lr_mc finished [took 966.3035s]
02/01/24 14:18:57| INFO bin_kde_lr_is finished [took 473.5024s]
02/01/24 14:21:06| INFO m3w_kde_lr_ne finished [took 621.7541s]
02/01/24 14:21:21| INFO m3w_kde_lr_is finished [took 610.2332s]
02/01/24 14:22:03| INFO mul_kde_lr_is finished [took 653.1436s]
02/01/24 14:23:06| DEBUG [size=11,place=1] best score = 0.00885658; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 62.270s]
02/01/24 14:23:06| DEBUG [size=11,place=2] best score = 0.00923764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 62.271s]
02/01/24 14:26:43| DEBUG [size=53,place=1] best score = 0.00674382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.800s]
02/01/24 14:26:43| DEBUG [size=53,place=2] best score = 0.00720964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 216.801s]
02/01/24 14:27:52| DEBUG [size=16,place=1] best score = 0.00651409; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 68.565s]
02/01/24 14:27:52| DEBUG [size=16,place=2] best score = 0.00775556; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 68.566s]
02/01/24 14:32:14| DEBUG [size=39,place=1] best score = 0.00669961; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 261.815s]
02/01/24 14:32:14| DEBUG [size=39,place=2] best score = 0.00729807; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 261.816s]
02/01/24 14:32:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00651) [took 609.5690s]
02/01/24 14:36:03| INFO bin_kde_lr_gs finished [took 838.9687s]
02/01/24 14:39:59| DEBUG [size=11,place=1] best score = 0.00812606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 234.944s]
02/01/24 14:39:59| DEBUG [size=11,place=2] best score = 0.01074759; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.945s]
02/01/24 14:54:19| DEBUG [size=50,place=1] best score = 0.00702078; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 860.365s]
02/01/24 14:54:19| DEBUG [size=50,place=2] best score = 0.00715817; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 860.366s]
02/01/24 15:13:13| DEBUG [size=42,place=1] best score = 0.00696843; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1133.477s]
02/01/24 15:13:13| DEBUG [size=42,place=2] best score = 0.00707395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1133.477s]
02/01/24 15:23:56| DEBUG [size=28,place=1] best score = 0.00675389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 643.872s]
02/01/24 15:23:56| DEBUG [size=28,place=2] best score = 0.00799254; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 643.873s]
02/01/24 15:31:11| DEBUG [size=25,place=1] best score = 0.00713287; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 434.643s]
02/01/24 15:31:11| DEBUG [size=25,place=2] best score = 0.00789940; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 434.644s]
02/01/24 15:31:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00675) [took 3307.4191s]
02/01/24 15:36:01| INFO mul_kde_lr_gs finished [took 3597.5265s]
02/01/24 15:38:57| DEBUG [size=11,place=1] best score = 0.00992394; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 174.478s]
02/01/24 15:38:57| DEBUG [size=11,place=2] best score = 0.01105798; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 174.479s]
02/01/24 15:50:02| DEBUG [size=53,place=1] best score = 0.00790548; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 664.948s]
02/01/24 15:50:02| DEBUG [size=53,place=2] best score = 0.00799767; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 664.948s]
02/01/24 16:00:25| DEBUG [size=42,place=1] best score = 0.00787823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 623.491s]
02/01/24 16:00:25| DEBUG [size=42,place=2] best score = 0.00796865; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 623.491s]
02/01/24 16:03:39| DEBUG [size=14,place=1] best score = 0.00817671; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 194.084s]
02/01/24 16:03:39| DEBUG [size=14,place=2] best score = 0.00834057; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 194.084s]
02/01/24 16:03:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00788) [took 1657.1148s]
02/01/24 16:07:37| INFO m3w_kde_lr_gs finished [took 1894.6474s]
02/01/24 16:07:37| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 7651.6789s]
02/01/24 16:07:37| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
02/01/24 16:16:33| INFO bin_kde_lr_c finished [took 534.9289s]
02/01/24 16:18:16| INFO bin_kde_lr finished [took 637.8618s]
02/01/24 16:18:23| INFO bin_kde_lr_mc finished [took 644.4268s]
02/01/24 16:18:31| INFO bin_kde_lr_ne finished [took 652.2919s]
02/01/24 16:19:46| INFO m3w_kde_lr finished [took 727.7703s]
02/01/24 16:20:39| INFO m3w_kde_lr_mc finished [took 780.7197s]
02/01/24 16:21:04| INFO mul_kde_lr_mc finished [took 805.8109s]
02/01/24 16:21:08| INFO ref finished [took 81.3181s]
02/01/24 16:21:15| INFO mul_kde_lr finished [took 816.7490s]
02/01/24 16:21:18| INFO m3w_kde_lr_c finished [took 819.6392s]
02/01/24 16:21:19| INFO mul_kde_lr_ne finished [took 817.8412s]
02/01/24 16:21:21| INFO mul_kde_lr_c finished [took 823.1320s]
02/01/24 16:21:50| INFO atc_mc finished [took 70.0930s]
02/01/24 16:22:03| INFO doc finished [took 57.8856s]
02/01/24 16:24:45| INFO m3w_kde_lr_ne finished [took 491.7101s]
02/01/24 16:25:20| INFO bin_kde_lr_is finished [took 422.8329s]
02/01/24 16:27:18| INFO m3w_kde_lr_is finished [took 526.9409s]
02/01/24 16:27:48| INFO mul_kde_lr_is finished [took 564.1875s]
02/01/24 16:28:51| DEBUG [size=11,place=1] best score = 0.00776187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 62.411s]
02/01/24 16:28:51| DEBUG [size=11,place=2] best score = 0.01514816; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 62.412s]
02/01/24 16:30:32| DEBUG [size=34,place=1] best score = 0.00745125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 101.402s]
02/01/24 16:30:32| DEBUG [size=34,place=2] best score = 0.00748704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 101.402s]
02/01/24 16:31:37| DEBUG [size=16,place=1] best score = 0.00833128; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 65.080s]
02/01/24 16:31:37| DEBUG [size=16,place=2] best score = 0.00844493; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 65.080s]
02/01/24 16:31:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00745) [took 229.0101s]
02/01/24 16:34:58| INFO bin_kde_lr_gs finished [took 429.4379s]
02/01/24 16:38:54| DEBUG [size=11,place=1] best score = 0.01019345; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 235.937s]
02/01/24 16:38:54| DEBUG [size=11,place=2] best score = 0.01470412; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 235.937s]
02/01/24 16:54:33| DEBUG [size=53,place=1] best score = 0.00655354; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 939.378s]
02/01/24 16:54:33| DEBUG [size=53,place=2] best score = 0.00787349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 939.378s]
02/01/24 16:58:40| DEBUG [size=16,place=1] best score = 0.00770464; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 246.645s]
02/01/24 16:58:40| DEBUG [size=16,place=2] best score = 0.00864607; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 246.646s]
02/01/24 16:58:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00655) [took 1421.9793s]
02/01/24 17:04:05| INFO mul_kde_lr_gs finished [took 1746.7051s]
02/01/24 17:06:55| DEBUG [size=11,place=1] best score = 0.00850615; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.732s]
02/01/24 17:06:55| DEBUG [size=11,place=2] best score = 0.00971086; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.732s]
02/01/24 17:11:34| DEBUG [size=34,place=1] best score = 0.00680081; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 279.124s]
02/01/24 17:11:34| DEBUG [size=34,place=2] best score = 0.00770326; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 279.125s]
02/01/24 17:14:26| DEBUG [size=16,place=1] best score = 0.00772220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 171.715s]
02/01/24 17:14:26| DEBUG [size=16,place=2] best score = 0.00775601; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.715s]
02/01/24 17:14:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00680) [took 620.6870s]
02/01/24 17:18:13| INFO m3w_kde_lr_gs finished [took 847.3995s]
02/01/24 17:18:13| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 4235.8251s]
02/01/24 17:18:13| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
02/01/24 17:29:10| INFO bin_kde_lr finished [took 654.3123s]
02/01/24 17:29:11| INFO bin_kde_lr_c finished [took 656.7069s]
02/01/24 17:29:20| INFO bin_kde_lr_ne finished [took 664.5401s]
02/01/24 17:29:20| INFO bin_kde_lr_mc finished [took 665.1431s]
02/01/24 17:30:42| INFO m3w_kde_lr finished [took 746.2214s]
02/01/24 17:30:57| INFO m3w_kde_lr_mc finished [took 762.1933s]
02/01/24 17:31:37| INFO ref finished [took 54.7585s]
02/01/24 17:31:49| INFO m3w_kde_lr_c finished [took 813.9690s]
02/01/24 17:32:02| INFO mul_kde_lr_ne finished [took 826.4187s]
02/01/24 17:32:05| INFO mul_kde_lr finished [took 829.9779s]
02/01/24 17:32:20| INFO mul_kde_lr_c finished [took 844.9961s]
02/01/24 17:32:27| INFO atc_mc finished [took 89.2054s]
02/01/24 17:32:30| INFO mul_kde_lr_mc finished [took 854.6743s]
02/01/24 17:32:42| INFO doc finished [took 64.6520s]
02/01/24 17:36:29| INFO bin_kde_lr_is finished [took 437.2971s]
02/01/24 17:37:51| INFO m3w_kde_lr_ne finished [took 521.1241s]
02/01/24 17:38:15| INFO m3w_kde_lr_is finished [took 533.9188s]
02/01/24 17:38:47| INFO mul_kde_lr_is finished [took 566.6127s]
02/01/24 17:39:49| DEBUG [size=11,place=1] best score = 0.01045856; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 61.252s]
02/01/24 17:39:49| DEBUG [size=11,place=2] best score = 0.01059988; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 61.252s]
02/01/24 17:43:30| DEBUG [size=52,place=1] best score = 0.00894600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 220.986s]
02/01/24 17:43:30| DEBUG [size=52,place=2] best score = 0.00894932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.987s]
02/01/24 17:44:39| DEBUG [size=16,place=1] best score = 0.00541985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 68.434s]
02/01/24 17:44:39| DEBUG [size=16,place=2] best score = 0.00651111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 68.435s]
02/01/24 17:48:15| DEBUG [size=44,place=1] best score = 0.00529105; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 216.543s]
02/01/24 17:48:15| DEBUG [size=44,place=2] best score = 0.00531296; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 216.543s]
02/01/24 17:50:41| DEBUG [size=25,place=1] best score = 0.00534310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 145.698s]
02/01/24 17:50:41| DEBUG [size=25,place=2] best score = 0.00648029; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.699s]
02/01/24 17:50:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00529) [took 713.0379s]
02/01/24 17:54:35| INFO bin_kde_lr_gs finished [took 946.6872s]
02/01/24 17:58:30| DEBUG [size=11,place=1] best score = 0.01002312; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.883s]
02/01/24 17:58:30| DEBUG [size=11,place=2] best score = 0.01013488; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.884s]
02/01/24 18:18:21| DEBUG [size=50,place=1] best score = 0.00735391; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1191.046s]
02/01/24 18:18:21| DEBUG [size=50,place=2] best score = 0.00837600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1191.046s]
02/01/24 18:22:05| DEBUG [size=14,place=1] best score = 0.00494190; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 223.851s]
02/01/24 18:22:05| DEBUG [size=14,place=2] best score = 0.00606744; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 223.852s]
02/01/24 18:30:20| DEBUG [size=38,place=1] best score = 0.00540545; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 495.238s]
02/01/24 18:30:20| DEBUG [size=38,place=2] best score = 0.00554091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 495.238s]
02/01/24 18:30:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00494) [took 2145.1323s]
02/01/24 18:35:11| INFO mul_kde_lr_gs finished [took 2435.9109s]
02/01/24 18:38:03| DEBUG [size=11,place=1] best score = 0.01144390; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 170.633s]
02/01/24 18:38:03| DEBUG [size=11,place=2] best score = 0.01160773; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 170.633s]
02/01/24 18:46:38| DEBUG [size=32,place=1] best score = 0.00854046; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 515.434s]
02/01/24 18:46:38| DEBUG [size=32,place=2] best score = 0.00884623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 515.434s]
02/01/24 18:49:49| DEBUG [size=16,place=1] best score = 0.01011544; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 190.590s]
02/01/24 18:49:49| DEBUG [size=16,place=2] best score = 0.01013225; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 190.591s]
02/01/24 18:49:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00854) [took 876.7731s]
02/01/24 18:54:15| INFO m3w_kde_lr_gs finished [took 1143.4961s]
02/01/24 18:54:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 5762.7763s]
02/01/24 18:54:15| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
02/01/24 19:05:42| INFO bin_kde_lr_c finished [took 683.6847s]
02/01/24 19:06:24| INFO bin_kde_lr_ne finished [took 720.7595s]
02/01/24 19:06:38| INFO bin_kde_lr_mc finished [took 739.8667s]
02/01/24 19:06:44| INFO bin_kde_lr finished [took 746.2008s]
02/01/24 19:08:21| INFO m3w_kde_lr finished [took 843.6908s]
02/01/24 19:09:03| INFO m3w_kde_lr_mc finished [took 883.6728s]
02/01/24 19:09:39| INFO ref finished [took 77.4800s]
02/01/24 19:09:40| INFO m3w_kde_lr_c finished [took 922.2722s]
02/01/24 19:09:42| INFO mul_kde_lr finished [took 923.7393s]
02/01/24 19:09:57| INFO mul_kde_lr_mc finished [took 939.1954s]
02/01/24 19:10:23| INFO atc_mc finished [took 78.5635s]
02/01/24 19:10:29| INFO mul_kde_lr_ne finished [took 965.7125s]
02/01/24 19:10:36| INFO mul_kde_lr_c finished [took 978.6720s]
02/01/24 19:10:55| INFO doc finished [took 75.2874s]
02/01/24 19:14:51| INFO bin_kde_lr_is finished [took 505.7754s]
02/01/24 19:15:16| INFO m3w_kde_lr_ne finished [took 574.2775s]
02/01/24 19:16:41| INFO m3w_kde_lr_is finished [took 595.5924s]
02/01/24 19:17:53| INFO mul_kde_lr_is finished [took 674.1411s]
02/01/24 19:18:55| DEBUG [size=11,place=1] best score = 0.00862805; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 61.479s]
02/01/24 19:18:55| DEBUG [size=11,place=2] best score = 0.00927636; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 61.479s]
02/01/24 19:23:15| DEBUG [size=51,place=1] best score = 0.00850826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 259.732s]
02/01/24 19:23:15| DEBUG [size=51,place=2] best score = 0.00853837; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 259.732s]
02/01/24 19:24:24| DEBUG [size=16,place=1] best score = 0.00851674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 69.167s]
02/01/24 19:24:24| DEBUG [size=16,place=2] best score = 0.00852011; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 69.167s]
02/01/24 19:24:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.00851) [took 390.4916s]
02/01/24 19:28:22| INFO bin_kde_lr_gs finished [took 628.7523s]
02/01/24 19:32:21| DEBUG [size=11,place=1] best score = 0.00911051; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 237.694s]
02/01/24 19:32:21| DEBUG [size=11,place=2] best score = 0.00976105; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 237.695s]
02/01/24 19:52:24| DEBUG [size=52,place=1] best score = 0.00813714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 1203.319s]
02/01/24 19:52:24| DEBUG [size=52,place=2] best score = 0.00813754; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 1203.320s]
02/01/24 19:55:16| DEBUG [size=9,place=1] best score = 0.00836973; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 172.216s]
02/01/24 19:55:16| DEBUG [size=9,place=2] best score = 0.01051549; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 172.216s]
02/01/24 19:55:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 1613.2390s]
02/01/24 20:02:19| INFO mul_kde_lr_gs finished [took 2036.4235s]
02/01/24 20:05:13| DEBUG [size=11,place=1] best score = 0.01520504; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 172.516s]
02/01/24 20:05:13| DEBUG [size=11,place=2] best score = 0.01591944; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 172.516s]
02/01/24 20:20:50| DEBUG [size=53,place=1] best score = 0.01349524; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 936.508s]
02/01/24 20:20:50| DEBUG [size=53,place=2] best score = 0.01360995; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 936.508s]
02/01/24 20:24:18| DEBUG [size=16,place=1] best score = 0.01376144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 208.742s]
02/01/24 20:24:18| DEBUG [size=16,place=2] best score = 0.01407972; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 208.743s]
02/01/24 20:24:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.01350) [took 1317.8802s]
02/01/24 20:30:47| INFO m3w_kde_lr_gs finished [took 1706.4894s]
02/01/24 20:30:47| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 5791.5091s]
02/01/24 20:30:47| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
02/01/24 20:43:12| INFO bin_kde_lr_c finished [took 739.7763s]
02/01/24 20:43:33| INFO bin_kde_lr_ne finished [took 761.3269s]
02/01/24 20:43:57| INFO bin_kde_lr finished [took 785.2356s]
02/01/24 20:44:02| INFO bin_kde_lr_mc finished [took 790.1126s]
02/01/24 20:45:22| INFO m3w_kde_lr_mc finished [took 869.9909s]
02/01/24 20:45:42| INFO m3w_kde_lr_c finished [took 889.9314s]
02/01/24 20:45:46| INFO mul_kde_lr_mc finished [took 893.9086s]
02/01/24 20:46:00| INFO m3w_kde_lr finished [took 908.4717s]
02/01/24 20:46:48| INFO doc finished [took 62.1226s]
02/01/24 20:46:50| INFO ref finished [took 87.1244s]
02/01/24 20:46:53| INFO mul_kde_lr_c finished [took 960.7549s]
02/01/24 20:46:57| INFO mul_kde_lr_ne finished [took 966.4175s]
02/01/24 20:47:06| INFO mul_kde_lr finished [took 974.4396s]
02/01/24 20:47:09| INFO atc_mc finished [took 86.2941s]
02/01/24 20:52:39| INFO bin_kde_lr_is finished [took 544.4662s]
02/01/24 20:53:25| INFO m3w_kde_lr_ne finished [took 612.8911s]
02/01/24 20:53:55| INFO m3w_kde_lr_is finished [took 592.3837s]
02/01/24 20:54:19| INFO mul_kde_lr_is finished [took 621.1118s]
02/01/24 20:55:20| DEBUG [size=11,place=1] best score = 0.00697207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 61.085s]
02/01/24 20:55:20| DEBUG [size=11,place=2] best score = 0.00832428; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 61.086s]
02/01/24 20:57:07| DEBUG [size=34,place=1] best score = 0.00540271; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 106.514s]
02/01/24 20:57:07| DEBUG [size=34,place=2] best score = 0.00542619; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 106.515s]
02/01/24 21:00:01| DEBUG [size=44,place=1] best score = 0.00472139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 173.618s]
02/01/24 21:00:01| DEBUG [size=44,place=2] best score = 0.00479071; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 173.618s]
02/01/24 21:00:57| DEBUG [size=14,place=1] best score = 0.00455215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 56.805s]
02/01/24 21:00:57| DEBUG [size=14,place=2] best score = 0.00467292; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 56.806s]
02/01/24 21:02:17| DEBUG [size=21,place=1] best score = 0.00471257; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 79.178s]
02/01/24 21:02:17| DEBUG [size=21,place=2] best score = 0.00507547; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 79.178s]
02/01/24 21:02:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00455) [took 477.2244s]
02/01/24 21:06:18| INFO bin_kde_lr_gs finished [took 718.7884s]
02/01/24 21:10:08| DEBUG [size=11,place=1] best score = 0.00875691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.663s]
02/01/24 21:10:08| DEBUG [size=11,place=2] best score = 0.01107449; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.664s]
02/01/24 21:17:02| DEBUG [size=34,place=1] best score = 0.00763711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 413.341s]
02/01/24 21:17:02| DEBUG [size=34,place=2] best score = 0.00799170; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 413.342s]
02/01/24 21:21:03| DEBUG [size=16,place=1] best score = 0.00752164; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 241.072s]
02/01/24 21:21:03| DEBUG [size=16,place=2] best score = 0.01004041; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 241.072s]
02/01/24 21:27:04| DEBUG [size=20,place=1] best score = 0.00694597; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 361.022s]
02/01/24 21:27:04| DEBUG [size=20,place=2] best score = 0.00704831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.022s]
02/01/24 21:31:08| DEBUG [size=14,place=1] best score = 0.01027879; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 243.887s]
02/01/24 21:31:08| DEBUG [size=14,place=2] best score = 0.01040925; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 243.888s]
02/01/24 21:31:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00695) [took 1489.1057s]
02/01/24 21:35:54| INFO mul_kde_lr_gs finished [took 1775.6414s]
02/01/24 21:38:45| DEBUG [size=11,place=1] best score = 0.00732318; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 170.042s]
02/01/24 21:38:45| DEBUG [size=11,place=2] best score = 0.00833196; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 170.042s]
02/01/24 21:49:50| DEBUG [size=53,place=1] best score = 0.00688976; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 665.003s]
02/01/24 21:49:50| DEBUG [size=53,place=2] best score = 0.00699353; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 665.004s]
02/01/24 21:52:46| DEBUG [size=16,place=1] best score = 0.00696447; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 175.819s]
02/01/24 21:52:46| DEBUG [size=16,place=2] best score = 0.00696623; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 175.819s]
02/01/24 21:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00689) [took 1010.8801s]
02/01/24 21:57:13| INFO m3w_kde_lr_gs finished [took 1277.8073s]
02/01/24 21:57:13| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 5185.9419s]
----------------------------------------------------------------------------------------------------
03/01/24 15:58:06| INFO dataset rcv1_CCAT [pool size: 10]
03/01/24 15:58:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
03/01/24 16:03:05| INFO d_m3w_sld_rbf_c finished [took 293.6715s]
03/01/24 16:03:07| INFO d_m3w_sld_rbf_mc finished [took 297.1171s]
03/01/24 16:03:07| INFO d_bin_sld_rbf_ne finished [took 295.5722s]
03/01/24 16:03:19| INFO d_m3w_sld_rbf finished [took 307.5435s]
03/01/24 16:03:21| INFO d_bin_sld_rbf_mc finished [took 309.5679s]
03/01/24 16:03:21| INFO d_bin_sld_rbf_c finished [took 309.9217s]
03/01/24 16:03:42| INFO d_mul_sld_rbf_ne finished [took 330.1160s]
03/01/24 16:03:46| INFO d_mul_sld_rbf finished [took 334.7731s]
03/01/24 16:03:49| INFO d_mul_sld_rbf_c finished [took 337.2883s]
03/01/24 16:03:59| INFO d_mul_sld_rbf_mc finished [took 347.4340s]
03/01/24 16:04:49| INFO ref finished [took 86.8265s]
03/01/24 16:04:52| INFO atc_mc finished [took 89.7290s]
03/01/24 16:05:02| INFO d_bin_sld_rbf finished [took 411.0575s]
03/01/24 16:05:07| INFO doc finished [took 84.6837s]
03/01/24 16:06:15| INFO d_m3w_sld_rbf_ne finished [took 188.9229s]
03/01/24 16:06:35| INFO d_mul_sld_rbf_is finished [took 207.3731s]
03/01/24 16:06:39| INFO d_m3w_sld_rbf_is finished [took 199.0175s]
03/01/24 16:06:49| INFO d_bin_sld_rbf_is finished [took 221.5465s]
03/01/24 16:07:15| DEBUG [size=11,place=1] best score = 0.00856450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 24.755s]
03/01/24 16:07:15| DEBUG [size=11,place=2] best score = 0.01259650; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.756s]
03/01/24 16:10:22| DEBUG [size=28,place=1] best score = 0.00637255; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 187.405s]
03/01/24 16:10:22| DEBUG [size=28,place=2] best score = 0.00881960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 187.405s]
03/01/24 16:11:01| DEBUG [size=17,place=1] best score = 0.00691988; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.172s]
03/01/24 16:11:01| DEBUG [size=17,place=2] best score = 0.00884210; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.173s]
03/01/24 16:11:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00637) [took 250.4410s]
03/01/24 16:13:05| INFO d_bin_sld_rbf_gs finished [took 375.0995s]
03/01/24 16:13:37| DEBUG [size=11,place=1] best score = 0.00815313; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.873s]
03/01/24 16:13:37| DEBUG [size=11,place=2] best score = 0.00949693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 30.874s]
03/01/24 16:16:02| DEBUG [size=28,place=1] best score = 0.00818784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 145.089s]
03/01/24 16:16:02| DEBUG [size=28,place=2] best score = 0.00970266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 145.089s]
03/01/24 16:16:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00815) [took 176.0687s]
03/01/24 16:18:18| INFO d_mul_sld_rbf_gs finished [took 311.7971s]
03/01/24 16:18:46| DEBUG [size=11,place=1] best score = 0.00708895; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 26.818s]
03/01/24 16:18:46| DEBUG [size=11,place=2] best score = 0.00898320; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 26.819s]
03/01/24 16:20:47| DEBUG [size=28,place=1] best score = 0.00821430; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 121.149s]
03/01/24 16:20:47| DEBUG [size=28,place=2] best score = 0.00914938; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 121.150s]
03/01/24 16:20:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00709) [took 148.0748s]
03/01/24 16:23:15| INFO d_m3w_sld_rbf_gs finished [took 295.7051s]
03/01/24 16:23:15| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1509.0580s]
03/01/24 16:23:15| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
03/01/24 16:28:08| INFO d_bin_sld_rbf_c finished [took 289.5764s]
03/01/24 16:28:08| INFO d_bin_sld_rbf_mc finished [took 290.0857s]
03/01/24 16:28:16| INFO d_bin_sld_rbf finished [took 297.0008s]
03/01/24 16:29:04| INFO d_m3w_sld_rbf finished [took 345.3522s]
03/01/24 16:29:17| INFO d_m3w_sld_rbf_mc finished [took 358.4127s]
03/01/24 16:29:24| INFO d_m3w_sld_rbf_c finished [took 365.0304s]
03/01/24 16:29:38| INFO d_mul_sld_rbf_c finished [took 379.7522s]
03/01/24 16:30:03| INFO d_mul_sld_rbf_mc finished [took 404.5035s]
03/01/24 16:30:21| INFO d_mul_sld_rbf finished [took 422.5101s]
03/01/24 16:30:47| INFO ref finished [took 89.1311s]
03/01/24 16:30:49| INFO atc_mc finished [took 85.0586s]
03/01/24 16:30:51| INFO d_mul_sld_rbf_ne finished [took 452.6123s]
03/01/24 16:30:59| INFO doc finished [took 79.5883s]
03/01/24 16:31:31| INFO d_bin_sld_rbf_ne finished [took 492.3906s]
03/01/24 16:32:26| INFO d_m3w_sld_rbf_ne finished [took 256.5896s]
03/01/24 16:32:45| INFO d_m3w_sld_rbf_is finished [took 220.3774s]
03/01/24 16:32:56| INFO d_mul_sld_rbf_is finished [took 279.5446s]
03/01/24 16:33:51| INFO d_bin_sld_rbf_is finished [took 341.7105s]
03/01/24 16:34:09| DEBUG [size=11,place=1] best score = 0.01010201; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.955s]
03/01/24 16:34:09| DEBUG [size=11,place=2] best score = 0.01033457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.955s]
03/01/24 16:35:39| DEBUG [size=28,place=1] best score = 0.00722806; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 90.081s]
03/01/24 16:35:39| DEBUG [size=28,place=2] best score = 0.00745306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.082s]
03/01/24 16:37:40| DEBUG [size=26,place=1] best score = 0.01119317; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 120.771s]
03/01/24 16:37:40| DEBUG [size=26,place=2] best score = 0.01137114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} [took 120.771s]
03/01/24 16:37:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00723) [took 227.9157s]
03/01/24 16:42:50| INFO d_bin_sld_rbf_gs finished [took 537.8465s]
03/01/24 16:43:21| DEBUG [size=11,place=1] best score = 0.01540531; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.626s]
03/01/24 16:43:21| DEBUG [size=11,place=2] best score = 0.01839151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 29.626s]
03/01/24 16:45:54| DEBUG [size=28,place=1] best score = 0.01163778; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.915s]
03/01/24 16:45:54| DEBUG [size=28,place=2] best score = 0.01252821; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.915s]
03/01/24 16:52:03| DEBUG [size=20,place=1] best score = 0.00996001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 368.896s]
03/01/24 16:52:03| DEBUG [size=20,place=2] best score = 0.01215340; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 368.897s]
03/01/24 16:52:52| DEBUG [size=11,place=1] best score = 0.00994373; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 49.259s]
03/01/24 16:52:52| DEBUG [size=11,place=2] best score = 0.01278331; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.260s]
03/01/24 17:01:17| DEBUG [size=20,place=1] best score = 0.00838250; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 505.172s]
03/01/24 17:01:17| DEBUG [size=20,place=2] best score = 0.00914437; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 505.172s]
03/01/24 17:10:51| DEBUG [size=13,place=1] best score = 0.00738845; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 573.682s]
03/01/24 17:10:51| DEBUG [size=13,place=2] best score = 0.00885085; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 573.683s]
03/01/24 17:21:47| DEBUG [size=17,place=1] best score = 0.01418207; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 656.120s]
03/01/24 17:21:47| DEBUG [size=17,place=2] best score = 0.01561966; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 656.120s]
03/01/24 17:21:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00739) [took 2335.7900s]
03/01/24 17:25:10| INFO d_mul_sld_rbf_gs finished [took 2538.5869s]
03/01/24 17:25:43| DEBUG [size=11,place=1] best score = 0.00884403; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 31.872s]
03/01/24 17:25:43| DEBUG [size=11,place=2] best score = 0.01149285; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': None} [took 31.873s]
03/01/24 17:28:05| DEBUG [size=28,place=1] best score = 0.00731754; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 142.101s]
03/01/24 17:28:05| DEBUG [size=28,place=2] best score = 0.00802235; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.102s]
03/01/24 17:34:32| DEBUG [size=22,place=1] best score = 0.00733894; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 387.070s]
03/01/24 17:34:32| DEBUG [size=22,place=2] best score = 0.00769157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 387.071s]
03/01/24 17:34:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00732) [took 561.1562s]
03/01/24 17:40:00| INFO d_m3w_sld_rbf_gs finished [took 889.0425s]
03/01/24 17:40:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4605.0013s]
03/01/24 17:40:00| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
03/01/24 17:44:17| INFO d_bin_sld_rbf finished [took 252.7217s]
03/01/24 17:44:40| INFO d_bin_sld_rbf_ne finished [took 274.8340s]
03/01/24 17:44:53| INFO d_bin_sld_rbf_mc finished [took 287.2478s]
03/01/24 17:44:55| INFO d_bin_sld_rbf_c finished [took 288.9330s]
03/01/24 17:45:10| INFO d_mul_sld_rbf finished [took 304.2819s]
03/01/24 17:45:48| INFO d_m3w_sld_rbf_c finished [took 342.2759s]
03/01/24 17:46:04| INFO d_m3w_sld_rbf finished [took 358.6060s]
03/01/24 17:46:17| INFO d_m3w_sld_rbf_mc finished [took 371.7313s]
03/01/24 17:46:26| INFO d_mul_sld_rbf_ne finished [took 380.5977s]
03/01/24 17:46:33| INFO d_mul_sld_rbf_mc finished [took 386.9857s]
03/01/24 17:46:42| INFO ref finished [took 91.1043s]
03/01/24 17:46:47| INFO atc_mc finished [took 58.3767s]
03/01/24 17:47:10| INFO doc finished [took 64.8698s]
03/01/24 17:47:18| INFO d_mul_sld_rbf_c finished [took 432.1811s]
03/01/24 17:48:23| INFO d_m3w_sld_rbf_ne finished [took 244.7157s]
03/01/24 17:48:45| INFO d_m3w_sld_rbf_is finished [took 229.7189s]
03/01/24 17:49:08| INFO d_bin_sld_rbf_is finished [took 266.4798s]
03/01/24 17:50:02| INFO d_mul_sld_rbf_is finished [took 308.4638s]
03/01/24 17:50:21| DEBUG [size=11,place=1] best score = 0.01392546; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.620s]
03/01/24 17:50:21| DEBUG [size=11,place=2] best score = 0.01482634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 17.620s]
03/01/24 17:51:37| DEBUG [size=28,place=1] best score = 0.01379176; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 76.170s]
03/01/24 17:51:37| DEBUG [size=28,place=2] best score = 0.01382448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 76.171s]
03/01/24 17:52:36| DEBUG [size=22,place=1] best score = 0.01404665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 58.470s]
03/01/24 17:52:36| DEBUG [size=22,place=2] best score = 0.01448612; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 58.471s]
03/01/24 17:52:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01379) [took 152.3708s]
03/01/24 17:55:19| INFO d_bin_sld_rbf_gs finished [took 315.2795s]
03/01/24 17:55:53| DEBUG [size=11,place=1] best score = 0.01170707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 32.558s]
03/01/24 17:55:53| DEBUG [size=11,place=2] best score = 0.01703903; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.559s]
03/01/24 17:57:49| DEBUG [size=28,place=1] best score = 0.01219437; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 115.778s]
03/01/24 17:57:49| DEBUG [size=28,place=2] best score = 0.01232025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 115.779s]
03/01/24 17:57:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01171) [took 148.4427s]
03/01/24 18:05:42| INFO d_mul_sld_rbf_gs finished [took 622.0876s]
03/01/24 18:06:13| DEBUG [size=11,place=1] best score = 0.01116316; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 29.487s]
03/01/24 18:06:13| DEBUG [size=11,place=2] best score = 0.02037543; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.488s]
03/01/24 18:08:28| DEBUG [size=28,place=1] best score = 0.01093661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.406s]
03/01/24 18:08:28| DEBUG [size=28,place=2] best score = 0.01102480; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.406s]
03/01/24 18:09:22| DEBUG [size=16,place=1] best score = 0.01321818; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.576s]
03/01/24 18:09:22| DEBUG [size=16,place=2] best score = 0.01382667; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 53.576s]
03/01/24 18:09:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01094) [took 218.5814s]
03/01/24 18:15:04| INFO d_m3w_sld_rbf_gs finished [took 560.2009s]
03/01/24 18:15:04| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 2103.3979s]
03/01/24 18:15:04| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
03/01/24 18:20:27| INFO d_m3w_sld_rbf finished [took 318.9853s]
03/01/24 18:20:37| INFO d_m3w_sld_rbf_c finished [took 328.3487s]
03/01/24 18:21:04| INFO d_m3w_sld_rbf_mc finished [took 355.1920s]
03/01/24 18:21:09| INFO d_bin_sld_rbf_ne finished [took 360.9616s]
03/01/24 18:21:36| INFO d_mul_sld_rbf_c finished [took 389.3773s]
03/01/24 18:22:13| INFO d_mul_sld_rbf_ne finished [took 424.7271s]
03/01/24 18:22:22| INFO d_bin_sld_rbf_mc finished [took 433.2354s]
03/01/24 18:22:35| INFO d_bin_sld_rbf finished [took 446.5443s]
03/01/24 18:22:56| INFO ref finished [took 79.2443s]
03/01/24 18:23:16| INFO d_mul_sld_rbf_mc finished [took 487.9490s]
03/01/24 18:23:21| INFO d_bin_sld_rbf_c finished [took 493.0460s]
03/01/24 18:23:40| INFO d_mul_sld_rbf finished [took 511.8677s]
03/01/24 18:23:44| INFO atc_mc finished [took 90.2311s]
03/01/24 18:23:51| INFO doc finished [took 89.1160s]
03/01/24 18:24:19| INFO d_m3w_sld_rbf_ne finished [took 230.5426s]
03/01/24 18:25:05| INFO d_bin_sld_rbf_is finished [took 267.3399s]
03/01/24 18:25:12| INFO d_m3w_sld_rbf_is finished [took 241.5981s]
03/01/24 18:26:56| INFO d_mul_sld_rbf_is finished [took 351.9708s]
03/01/24 18:27:13| DEBUG [size=11,place=1] best score = 0.00875427; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 15.935s]
03/01/24 18:27:13| DEBUG [size=11,place=2] best score = 0.00935771; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.936s]
03/01/24 18:28:31| DEBUG [size=28,place=1] best score = 0.00776606; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 77.696s]
03/01/24 18:28:31| DEBUG [size=28,place=2] best score = 0.00795707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.696s]
03/01/24 18:29:08| DEBUG [size=20,place=1] best score = 0.00769259; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.887s]
03/01/24 18:29:08| DEBUG [size=20,place=2] best score = 0.00800109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.888s]
03/01/24 18:29:53| DEBUG [size=12,place=1] best score = 0.00642181; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 44.530s]
03/01/24 18:29:53| DEBUG [size=12,place=2] best score = 0.00880346; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 44.530s]
03/01/24 18:31:58| DEBUG [size=21,place=1] best score = 0.00843858; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 125.298s]
03/01/24 18:31:58| DEBUG [size=21,place=2] best score = 0.00938926; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 125.298s]
03/01/24 18:31:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00642) [took 300.4611s]
03/01/24 18:36:58| INFO d_bin_sld_rbf_gs finished [took 600.9566s]
03/01/24 18:37:36| DEBUG [size=11,place=1] best score = 0.00848036; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.761s]
03/01/24 18:37:36| DEBUG [size=11,place=2] best score = 0.01027819; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.762s]
03/01/24 18:39:46| DEBUG [size=28,place=1] best score = 0.00772856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 129.419s]
03/01/24 18:39:46| DEBUG [size=28,place=2] best score = 0.00779185; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 129.419s]
03/01/24 18:40:54| DEBUG [size=16,place=1] best score = 0.00747546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 68.911s]
03/01/24 18:40:54| DEBUG [size=16,place=2] best score = 0.00771192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 68.912s]
03/01/24 18:42:11| DEBUG [size=20,place=1] best score = 0.00745328; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': None} [took 76.354s]
03/01/24 18:42:11| DEBUG [size=20,place=2] best score = 0.00814284; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 76.355s]
03/01/24 18:43:20| DEBUG [size=16,place=1] best score = 0.00734651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.449s]
03/01/24 18:43:20| DEBUG [size=16,place=2] best score = 0.00748798; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.450s]
03/01/24 18:44:33| DEBUG [size=11,place=1] best score = 0.00746626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 73.168s]
03/01/24 18:44:33| DEBUG [size=11,place=2] best score = 0.01035103; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 73.169s]
03/01/24 18:44:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00735) [took 454.1809s]
03/01/24 18:48:39| INFO d_mul_sld_rbf_gs finished [took 700.0390s]
03/01/24 18:49:15| DEBUG [size=11,place=1] best score = 0.00925739; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.829s]
03/01/24 18:49:15| DEBUG [size=11,place=2] best score = 0.01222678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.830s]
03/01/24 18:51:49| DEBUG [size=28,place=1] best score = 0.00871499; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 154.221s]
03/01/24 18:51:49| DEBUG [size=28,place=2] best score = 0.00997679; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 154.221s]
03/01/24 18:54:11| DEBUG [size=19,place=1] best score = 0.01044078; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 141.956s]
03/01/24 18:54:11| DEBUG [size=19,place=2] best score = 0.01066407; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 141.956s]
03/01/24 18:54:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00871) [took 331.1146s]
03/01/24 19:00:13| INFO d_m3w_sld_rbf_gs finished [took 693.4001s]
03/01/24 19:00:13| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 2709.7183s]
03/01/24 19:00:13| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
03/01/24 19:04:39| INFO d_bin_sld_rbf_c finished [took 260.6393s]
03/01/24 19:04:44| INFO d_bin_sld_rbf finished [took 266.5694s]
03/01/24 19:04:57| INFO d_bin_sld_rbf_ne finished [took 278.1237s]
03/01/24 19:05:40| INFO d_mul_sld_rbf_mc finished [took 321.5211s]
03/01/24 19:05:55| INFO d_m3w_sld_rbf finished [took 337.0869s]
03/01/24 19:05:56| INFO d_m3w_sld_rbf_mc finished [took 336.9822s]
03/01/24 19:06:08| INFO d_mul_sld_rbf finished [took 349.6881s]
03/01/24 19:06:10| INFO d_m3w_sld_rbf_c finished [took 351.2682s]
03/01/24 19:06:50| INFO d_bin_sld_rbf_mc finished [took 391.0117s]
03/01/24 19:06:54| INFO d_mul_sld_rbf_c finished [took 395.4647s]
03/01/24 19:07:20| INFO ref finished [took 83.7974s]
03/01/24 19:07:22| INFO atc_mc finished [took 85.5000s]
03/01/24 19:07:24| INFO doc finished [took 75.1492s]
03/01/24 19:07:57| INFO d_mul_sld_rbf_ne finished [took 460.8706s]
03/01/24 19:08:46| INFO d_m3w_sld_rbf_ne finished [took 245.3754s]
03/01/24 19:08:47| INFO d_bin_sld_rbf_is finished [took 241.8477s]
03/01/24 19:09:00| INFO d_m3w_sld_rbf_is finished [took 199.1808s]
03/01/24 19:09:38| INFO d_mul_sld_rbf_is finished [took 280.6582s]
03/01/24 19:09:56| DEBUG [size=11,place=1] best score = 0.01001240; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.430s]
03/01/24 19:09:56| DEBUG [size=11,place=2] best score = 0.01128388; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.431s]
03/01/24 19:11:15| DEBUG [size=28,place=1] best score = 0.00778244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 78.690s]
03/01/24 19:11:15| DEBUG [size=28,place=2] best score = 0.00819096; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 78.691s]
03/01/24 19:12:44| DEBUG [size=20,place=1] best score = 0.00829340; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 89.672s]
03/01/24 19:12:44| DEBUG [size=20,place=2] best score = 0.00839614; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 89.673s]
03/01/24 19:12:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00778) [took 184.9015s]
03/01/24 19:15:30| INFO d_bin_sld_rbf_gs finished [took 350.2125s]
03/01/24 19:16:09| DEBUG [size=11,place=1] best score = 0.00995795; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.301s]
03/01/24 19:16:09| DEBUG [size=11,place=2] best score = 0.01437841; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.301s]
03/01/24 19:18:12| DEBUG [size=28,place=1] best score = 0.00771802; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 123.088s]
03/01/24 19:18:12| DEBUG [size=28,place=2] best score = 0.00785432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 123.089s]
03/01/24 19:19:12| DEBUG [size=21,place=1] best score = 0.00730280; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 59.841s]
03/01/24 19:19:12| DEBUG [size=21,place=2] best score = 0.00744141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 59.841s]
03/01/24 19:19:42| DEBUG [size=10,place=1] best score = 0.00739232; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 30.335s]
03/01/24 19:19:42| DEBUG [size=10,place=2] best score = 0.00739315; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': None} [took 30.336s]
03/01/24 19:19:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00730) [took 251.6787s]
03/01/24 19:24:45| INFO d_mul_sld_rbf_gs finished [took 554.7739s]
03/01/24 19:25:28| DEBUG [size=11,place=1] best score = 0.01014619; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 41.202s]
03/01/24 19:25:28| DEBUG [size=11,place=2] best score = 0.01080552; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 41.203s]
03/01/24 19:28:02| DEBUG [size=28,place=1] best score = 0.00747461; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.802s]
03/01/24 19:28:02| DEBUG [size=28,place=2] best score = 0.00826802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.832179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.803s]
03/01/24 19:38:51| DEBUG [size=20,place=1] best score = 0.00629499; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 649.748s]
03/01/24 19:38:51| DEBUG [size=20,place=2] best score = 0.00707768; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.832179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 649.749s]
03/01/24 19:41:10| DEBUG [size=16,place=1] best score = 0.00627792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 139.161s]
03/01/24 19:41:10| DEBUG [size=16,place=2] best score = 0.00651419; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 139.162s]
03/01/24 19:48:59| DEBUG [size=20,place=1] best score = 0.00698609; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 48.32179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 469.018s]
03/01/24 19:48:59| DEBUG [size=20,place=2] best score = 0.00700042; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 48.32179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 469.018s]
03/01/24 19:49:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00628) [took 1453.0482s]
03/01/24 19:56:06| INFO d_m3w_sld_rbf_gs finished [took 1879.7011s]
03/01/24 19:56:06| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 3352.8700s]
03/01/24 19:56:06| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
03/01/24 20:00:34| INFO d_bin_sld_rbf_mc finished [took 263.2412s]
03/01/24 20:01:13| INFO d_bin_sld_rbf_c finished [took 302.6058s]
03/01/24 20:01:23| INFO d_m3w_sld_rbf_mc finished [took 312.5183s]
03/01/24 20:01:47| INFO d_bin_sld_rbf finished [took 336.3405s]
03/01/24 20:01:58| INFO d_m3w_sld_rbf finished [took 348.1340s]
03/01/24 20:02:13| INFO d_m3w_sld_rbf_c finished [took 364.2212s]
03/01/24 20:02:25| INFO d_mul_sld_rbf_c finished [took 374.6185s]
03/01/24 20:02:54| INFO d_mul_sld_rbf finished [took 403.1942s]
03/01/24 20:02:54| INFO d_mul_sld_rbf_mc finished [took 403.5101s]
03/01/24 20:02:56| INFO d_bin_sld_rbf_ne finished [took 405.4245s]
03/01/24 20:02:58| INFO d_mul_sld_rbf_ne finished [took 407.8643s]
03/01/24 20:03:16| INFO ref finished [took 77.0816s]
03/01/24 20:03:30| INFO atc_mc finished [took 76.5579s]
03/01/24 20:03:45| INFO doc finished [took 79.2446s]
03/01/24 20:04:19| INFO d_m3w_sld_rbf_ne finished [took 224.9589s]
03/01/24 20:04:21| INFO d_bin_sld_rbf_is finished [took 187.5511s]
03/01/24 20:05:18| INFO d_mul_sld_rbf_is finished [took 234.8559s]
03/01/24 20:05:27| INFO d_m3w_sld_rbf_is finished [took 219.9608s]
03/01/24 20:05:50| DEBUG [size=11,place=1] best score = 0.01936968; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 21.648s]
03/01/24 20:05:50| DEBUG [size=11,place=2] best score = 0.01970619; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.648s]
03/01/24 20:10:54| DEBUG [size=26,place=1] best score = 0.01700365; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 304.543s]
03/01/24 20:10:54| DEBUG [size=26,place=2] best score = 0.01840254; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 304.543s]
03/01/24 20:12:52| DEBUG [size=18,place=1] best score = 0.01654492; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.528s]
03/01/24 20:12:52| DEBUG [size=18,place=2] best score = 0.02037578; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.528s]
03/01/24 20:19:57| DEBUG [size=14,place=1] best score = 0.01563239; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 425.729s]
03/01/24 20:19:57| DEBUG [size=14,place=2] best score = 0.01686880; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 425.730s]
03/01/24 20:24:54| DEBUG [size=17,place=1] best score = 0.01181627; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 296.125s]
03/01/24 20:24:54| DEBUG [size=17,place=2] best score = 0.01280227; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 296.126s]
03/01/24 20:28:41| DEBUG [size=17,place=1] best score = 0.01063434; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 227.689s]
03/01/24 20:28:41| DEBUG [size=17,place=2] best score = 0.01149553; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 227.690s]
03/01/24 20:36:30| DEBUG [size=16,place=1] best score = 0.01120151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 468.506s]
03/01/24 20:36:30| DEBUG [size=16,place=2] best score = 0.01316551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 468.506s]
03/01/24 20:36:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01063) [took 1861.8910s]
03/01/24 20:39:04| INFO d_bin_sld_rbf_gs finished [took 2016.1126s]
03/01/24 20:39:41| DEBUG [size=11,place=1] best score = 0.01210445; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.488s]
03/01/24 20:39:41| DEBUG [size=11,place=2] best score = 0.01696232; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 36.489s]
03/01/24 20:42:04| DEBUG [size=28,place=1] best score = 0.01007386; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 142.603s]
03/01/24 20:42:04| DEBUG [size=28,place=2] best score = 0.01156518; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 142.604s]
03/01/24 20:44:01| DEBUG [size=20,place=1] best score = 0.01238813; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 116.932s]
03/01/24 20:44:01| DEBUG [size=20,place=2] best score = 0.02143012; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 116.933s]
03/01/24 20:44:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} (score=0.01007) [took 296.1340s]
03/01/24 20:50:10| INFO d_mul_sld_rbf_gs finished [took 665.1298s]
03/01/24 20:50:46| DEBUG [size=11,place=1] best score = 0.01244395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.752s]
03/01/24 20:50:46| DEBUG [size=11,place=2] best score = 0.01443981; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 35.753s]
03/01/24 20:57:21| DEBUG [size=28,place=1] best score = 0.01056482; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 394.809s]
03/01/24 20:57:21| DEBUG [size=28,place=2] best score = 0.01167214; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 394.809s]
03/01/24 21:09:59| DEBUG [size=20,place=1] best score = 0.00964115; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 758.418s]
03/01/24 21:09:59| DEBUG [size=20,place=2] best score = 0.01056794; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 758.418s]
03/01/24 21:11:09| DEBUG [size=12,place=1] best score = 0.00879207; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 69.538s]
03/01/24 21:11:09| DEBUG [size=12,place=2] best score = 0.00982684; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.538s]
03/01/24 21:27:07| DEBUG [size=20,place=1] best score = 0.00906368; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 958.524s]
03/01/24 21:27:07| DEBUG [size=20,place=2] best score = 0.01110814; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 958.524s]
03/01/24 21:27:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00879) [took 2217.1602s]
03/01/24 21:31:18| INFO d_m3w_sld_rbf_gs finished [took 2468.2137s]
03/01/24 21:31:18| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 5712.1459s]
03/01/24 21:31:18| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
03/01/24 21:35:56| INFO d_m3w_sld_rbf_c finished [took 271.9743s]
03/01/24 21:36:06| INFO d_bin_sld_rbf_c finished [took 282.1177s]
03/01/24 21:36:23| INFO d_bin_sld_rbf_mc finished [took 299.3857s]
03/01/24 21:36:33| INFO d_bin_sld_rbf_ne finished [took 308.7171s]
03/01/24 21:36:38| INFO d_m3w_sld_rbf_mc finished [took 313.3953s]
03/01/24 21:37:14| INFO d_m3w_sld_rbf finished [took 349.6929s]
03/01/24 21:37:37| INFO d_bin_sld_rbf finished [took 376.7270s]
03/01/24 21:37:38| INFO d_mul_sld_rbf_c finished [took 376.5539s]
03/01/24 21:37:52| INFO d_mul_sld_rbf_ne finished [took 387.3466s]
03/01/24 21:37:58| INFO ref finished [took 79.6677s]
03/01/24 21:38:06| INFO d_mul_sld_rbf_mc finished [took 401.3457s]
03/01/24 21:38:20| INFO d_mul_sld_rbf finished [took 415.4304s]
03/01/24 21:38:33| INFO atc_mc finished [took 78.0550s]
03/01/24 21:38:52| INFO doc finished [took 73.7905s]
03/01/24 21:39:24| INFO d_bin_sld_rbf_is finished [took 196.9473s]
03/01/24 21:39:39| INFO d_m3w_sld_rbf_ne finished [took 222.3311s]
03/01/24 21:40:14| INFO d_m3w_sld_rbf_is finished [took 220.3268s]
03/01/24 21:40:39| INFO d_mul_sld_rbf_is finished [took 254.4827s]
03/01/24 21:40:59| DEBUG [size=11,place=1] best score = 0.01027065; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.873s]
03/01/24 21:40:59| DEBUG [size=11,place=2] best score = 0.01327360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 18.874s]
03/01/24 21:42:41| DEBUG [size=28,place=1] best score = 0.00803611; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 101.952s]
03/01/24 21:42:41| DEBUG [size=28,place=2] best score = 0.00929319; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 101.953s]
03/01/24 21:48:11| DEBUG [size=20,place=1] best score = 0.00811975; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 329.511s]
03/01/24 21:48:11| DEBUG [size=20,place=2] best score = 0.00814424; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 329.512s]
03/01/24 21:48:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00804) [took 450.4472s]
03/01/24 21:50:39| INFO d_bin_sld_rbf_gs finished [took 599.0950s]
03/01/24 21:51:15| DEBUG [size=11,place=1] best score = 0.01077096; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 34.244s]
03/01/24 21:51:15| DEBUG [size=11,place=2] best score = 0.01389176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.245s]
03/01/24 21:53:33| DEBUG [size=28,place=1] best score = 0.00886196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 137.854s]
03/01/24 21:53:33| DEBUG [size=28,place=2] best score = 0.00906780; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 137.854s]
03/01/24 21:58:17| DEBUG [size=22,place=1] best score = 0.00747285; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 284.496s]
03/01/24 21:58:17| DEBUG [size=22,place=2] best score = 0.00895496; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 284.496s]
03/01/24 22:00:33| DEBUG [size=18,place=1] best score = 0.00960725; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 135.555s]
03/01/24 22:00:33| DEBUG [size=18,place=2] best score = 0.01013880; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 135.555s]
03/01/24 22:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00747) [took 592.2617s]
03/01/24 22:05:33| INFO d_mul_sld_rbf_gs finished [took 892.4175s]
03/01/24 22:06:05| DEBUG [size=11,place=1] best score = 0.01415107; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 30.353s]
03/01/24 22:06:05| DEBUG [size=11,place=2] best score = 0.01436784; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 30.354s]
03/01/24 22:10:55| DEBUG [size=28,place=1] best score = 0.01228412; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 290.858s]
03/01/24 22:10:55| DEBUG [size=28,place=2] best score = 0.01239400; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04111017032547101, 'quantifier__recalib': 'bcts', 'confidence': None} [took 290.858s]
03/01/24 22:17:01| DEBUG [size=19,place=1] best score = 0.01200352; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 365.557s]
03/01/24 22:17:01| DEBUG [size=19,place=2] best score = 0.01250877; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 365.558s]
03/01/24 22:27:51| DEBUG [size=14,place=1] best score = 0.00757640; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 649.759s]
03/01/24 22:27:51| DEBUG [size=14,place=2] best score = 0.00983877; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 649.760s]
03/01/24 22:43:06| DEBUG [size=18,place=1] best score = 0.00898697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': None} [took 915.454s]
03/01/24 22:43:06| DEBUG [size=18,place=2] best score = 0.01249045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 915.455s]
03/01/24 22:43:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00758) [took 2252.1024s]
03/01/24 22:46:53| INFO d_m3w_sld_rbf_gs finished [took 2479.0514s]
03/01/24 22:46:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4534.8701s]
03/01/24 22:46:53| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
03/01/24 22:50:55| INFO d_bin_sld_rbf_c finished [took 236.3692s]
03/01/24 22:51:53| INFO d_bin_sld_rbf_mc finished [took 294.4353s]
03/01/24 22:52:03| INFO d_bin_sld_rbf finished [took 307.6458s]
03/01/24 22:52:07| INFO d_m3w_sld_rbf_c finished [took 308.5891s]
03/01/24 22:52:26| INFO d_m3w_sld_rbf_mc finished [took 327.8333s]
03/01/24 22:52:32| INFO d_m3w_sld_rbf finished [took 333.0840s]
03/01/24 22:52:48| INFO d_mul_sld_rbf_mc finished [took 348.9965s]
03/01/24 22:53:06| INFO d_mul_sld_rbf_c finished [took 369.6149s]
03/01/24 22:53:14| INFO d_mul_sld_rbf finished [took 375.6223s]
03/01/24 22:53:19| INFO d_mul_sld_rbf_ne finished [took 381.0421s]
03/01/24 22:53:26| INFO ref finished [took 58.4056s]
03/01/24 22:54:01| INFO doc finished [took 72.6234s]
03/01/24 22:54:09| INFO atc_mc finished [took 96.1098s]
03/01/24 22:54:16| INFO d_bin_sld_rbf_ne finished [took 437.5203s]
03/01/24 22:54:24| INFO d_m3w_sld_rbf_ne finished [took 207.9857s]
03/01/24 22:55:17| INFO d_bin_sld_rbf_is finished [took 203.2816s]
03/01/24 22:55:34| INFO d_m3w_sld_rbf_is finished [took 205.9873s]
03/01/24 22:56:00| INFO d_mul_sld_rbf_is finished [took 236.3668s]
03/01/24 22:56:20| DEBUG [size=11,place=1] best score = 0.00745207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.091s]
03/01/24 22:56:20| DEBUG [size=11,place=2] best score = 0.00854572; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 19.092s]
03/01/24 22:58:50| DEBUG [size=28,place=1] best score = 0.00764859; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 150.271s]
03/01/24 22:58:50| DEBUG [size=28,place=2] best score = 0.00767851; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 150.272s]
03/01/24 22:58:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00745) [took 169.4695s]
03/01/24 23:00:40| INFO d_bin_sld_rbf_gs finished [took 279.4346s]
03/01/24 23:01:17| DEBUG [size=11,place=1] best score = 0.00723958; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.171s]
03/01/24 23:01:17| DEBUG [size=11,place=2] best score = 0.00912338; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.172s]
03/01/24 23:03:43| DEBUG [size=28,place=1] best score = 0.00740265; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 145.887s]
03/01/24 23:03:43| DEBUG [size=28,place=2] best score = 0.00827567; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 145.888s]
03/01/24 23:03:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00724) [took 181.1637s]
03/01/24 23:06:51| INFO d_mul_sld_rbf_gs finished [took 369.0360s]
03/01/24 23:07:18| DEBUG [size=11,place=1] best score = 0.00791317; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.260s]
03/01/24 23:07:18| DEBUG [size=11,place=2] best score = 0.00929591; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': None} [took 26.261s]
03/01/24 23:09:40| DEBUG [size=28,place=1] best score = 0.00693749; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.529s]
03/01/24 23:09:40| DEBUG [size=28,place=2] best score = 0.00729760; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.529s]
03/01/24 23:10:34| DEBUG [size=20,place=1] best score = 0.00692618; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.327s]
03/01/24 23:10:34| DEBUG [size=20,place=2] best score = 0.00703463; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.328s]
03/01/24 23:11:02| DEBUG [size=11,place=1] best score = 0.00731376; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.591s]
03/01/24 23:11:02| DEBUG [size=11,place=2] best score = 0.00744536; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.591s]
03/01/24 23:11:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00693) [took 250.8201s]
03/01/24 23:14:25| INFO d_m3w_sld_rbf_gs finished [took 453.0329s]
03/01/24 23:14:25| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1651.2982s]
03/01/24 23:14:25| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
03/01/24 23:17:53| INFO d_bin_sld_rbf_mc finished [took 206.1307s]
03/01/24 23:18:31| INFO d_bin_sld_rbf finished [took 243.6937s]
03/01/24 23:18:33| INFO d_m3w_sld_rbf finished [took 247.2794s]
03/01/24 23:18:56| INFO d_m3w_sld_rbf_mc finished [took 268.8621s]
03/01/24 23:18:57| INFO d_bin_sld_rbf_ne finished [took 270.2861s]
03/01/24 23:19:01| INFO d_bin_sld_rbf_c finished [took 274.1765s]
03/01/24 23:19:11| INFO d_m3w_sld_rbf_c finished [took 284.3704s]
03/01/24 23:19:25| INFO d_mul_sld_rbf_c finished [took 298.0822s]
03/01/24 23:19:32| INFO d_mul_sld_rbf_ne finished [took 305.4739s]
03/01/24 23:19:34| INFO d_mul_sld_rbf_mc finished [took 307.0764s]
03/01/24 23:19:38| INFO d_mul_sld_rbf finished [took 311.2046s]
03/01/24 23:20:05| INFO ref finished [took 66.8641s]
03/01/24 23:20:19| INFO atc_mc finished [took 77.6812s]
03/01/24 23:20:21| INFO doc finished [took 68.9887s]
03/01/24 23:20:55| INFO d_bin_sld_rbf_is finished [took 144.1035s]
03/01/24 23:21:00| INFO d_m3w_sld_rbf_ne finished [took 186.0927s]
03/01/24 23:21:34| INFO d_m3w_sld_rbf_is finished [took 157.0897s]
03/01/24 23:21:59| INFO d_mul_sld_rbf_is finished [took 204.4197s]
03/01/24 23:22:24| DEBUG [size=11,place=1] best score = 0.00591992; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 24.112s]
03/01/24 23:22:24| DEBUG [size=11,place=2] best score = 0.00868644; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.113s]
03/01/24 23:24:44| DEBUG [size=28,place=1] best score = 0.00617944; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 140.516s]
03/01/24 23:24:44| DEBUG [size=28,place=2] best score = 0.00686651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 140.517s]
03/01/24 23:24:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 164.7362s]
03/01/24 23:27:13| INFO d_bin_sld_rbf_gs finished [took 312.9531s]
03/01/24 23:27:45| DEBUG [size=11,place=1] best score = 0.00974977; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.340s]
03/01/24 23:27:45| DEBUG [size=11,place=2] best score = 0.01050742; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': None} [took 31.340s]
03/01/24 23:30:22| DEBUG [size=28,place=1] best score = 0.00624685; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 157.491s]
03/01/24 23:30:22| DEBUG [size=28,place=2] best score = 0.00661700; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 157.492s]
03/01/24 23:32:06| DEBUG [size=22,place=1] best score = 0.00568003; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 103.352s]
03/01/24 23:32:06| DEBUG [size=22,place=2] best score = 0.00570065; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 103.352s]
03/01/24 23:33:12| DEBUG [size=15,place=1] best score = 0.00599542; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 65.767s]
03/01/24 23:33:12| DEBUG [size=15,place=2] best score = 0.00698367; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 65.767s]
03/01/24 23:33:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00568) [took 358.0618s]
03/01/24 23:35:20| INFO d_mul_sld_rbf_gs finished [took 486.4042s]
03/01/24 23:35:49| DEBUG [size=11,place=1] best score = 0.00682260; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.935s]
03/01/24 23:35:49| DEBUG [size=11,place=2] best score = 0.00720174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.936s]
03/01/24 23:37:27| DEBUG [size=28,place=1] best score = 0.00600032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.277s]
03/01/24 23:37:27| DEBUG [size=28,place=2] best score = 0.00625258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.278s]
03/01/24 23:38:02| DEBUG [size=16,place=1] best score = 0.00688086; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.804s]
03/01/24 23:38:02| DEBUG [size=16,place=2] best score = 0.00710490; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.804s]
03/01/24 23:38:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00600) [took 161.1307s]
03/01/24 23:39:43| INFO d_m3w_sld_rbf_gs finished [took 261.8533s]
03/01/24 23:39:43| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1518.2389s]
----------------------------------------------------------------------------------------------------
04/01/24 11:19:02| INFO dataset rcv1_GCAT [pool size: 10]
04/01/24 11:19:02| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
04/01/24 11:19:06| WARNING Method d_bin_sld_rbf failed. Exception: The number of classes has to be greater than one; got 1 class
04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_c failed. Exception: The number of classes has to be greater than one; got 1 class
04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_mc failed. Exception: The number of classes has to be greater than one; got 1 class
04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_ne failed. Exception: The number of classes has to be greater than one; got 1 class
04/01/24 11:19:08| WARNING Method d_bin_sld_rbf_is failed. Exception: The number of classes has to be greater than one; got 1 class
04/01/24 11:21:05| INFO ref finished [took 116.7835s]
04/01/24 11:22:27| INFO d_m3w_sld_rbf_c finished [took 200.5309s]
04/01/24 11:22:36| INFO d_m3w_sld_rbf finished [took 209.0450s]
04/01/24 11:22:39| INFO d_m3w_sld_rbf_is finished [took 211.8908s]
04/01/24 11:22:39| INFO atc_mc finished [took 93.8029s]
04/01/24 11:22:56| INFO d_m3w_sld_rbf_ne finished [took 228.5424s]
04/01/24 11:22:58| INFO d_mul_sld_rbf_c finished [took 233.1672s]
04/01/24 11:23:04| INFO d_m3w_sld_rbf_mc finished [took 237.1894s]
04/01/24 11:23:05| INFO d_mul_sld_rbf_mc finished [took 238.4391s]
04/01/24 11:23:10| INFO d_mul_sld_rbf finished [took 243.6118s]
04/01/24 11:23:14| INFO d_mul_sld_rbf_ne finished [took 247.2925s]
04/01/24 11:23:16| INFO d_mul_sld_rbf_is finished [took 248.7828s]
04/01/24 11:23:28| INFO doc finished [took 60.1637s]
04/01/24 11:23:35| WARNING Method d_bin_sld_rbf_gs failed. Exception: no combination of hyperparameters seem to work
04/01/24 11:23:52| DEBUG [size=11,place=1] best score = 0.00901216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 277.41039162846886, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.397s]
04/01/24 11:23:52| DEBUG [size=11,place=2] best score = 0.01586408; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': None} [took 16.397s]
04/01/24 11:24:35| DEBUG [size=28,place=1] best score = 0.00668552; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 43.273s]
04/01/24 11:24:35| DEBUG [size=28,place=2] best score = 0.00782528; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': None} [took 43.274s]
04/01/24 11:24:56| DEBUG [size=16,place=1] best score = 0.00611622; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.558s]
04/01/24 11:24:56| DEBUG [size=16,place=2] best score = 0.00733278; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.558s]
04/01/24 11:25:04| DEBUG [size=14,place=1] best score = 0.00867012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7741039162846883, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.795s]
04/01/24 11:25:04| DEBUG [size=14,place=2] best score = 0.00975069; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.74103916284688, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.796s]
04/01/24 11:25:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00612) [took 89.1352s]
04/01/24 11:27:01| INFO d_mul_sld_rbf_gs finished [took 205.9997s]
04/01/24 11:27:19| DEBUG [size=11,place=1] best score = 0.00656518; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.961s]
04/01/24 11:27:19| DEBUG [size=11,place=2] best score = 0.00860014; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.962s]
04/01/24 11:27:53| DEBUG [size=26,place=1] best score = 0.00606658; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.009s]
04/01/24 11:27:53| DEBUG [size=26,place=2] best score = 0.00646683; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.009s]
04/01/24 11:28:09| DEBUG [size=14,place=1] best score = 0.00626281; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.178s]
04/01/24 11:28:09| DEBUG [size=14,place=2] best score = 0.00629881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.178s]
04/01/24 11:28:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00607) [took 67.2615s]
04/01/24 11:29:36| INFO d_m3w_sld_rbf_gs finished [took 153.5893s]
04/01/24 11:29:36| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 634.0420s]
04/01/24 11:29:36| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
04/01/24 11:32:43| INFO d_bin_sld_rbf finished [took 184.6472s]
04/01/24 11:33:05| INFO d_mul_sld_rbf finished [took 207.1939s]
04/01/24 11:33:26| INFO d_bin_sld_rbf_c finished [took 226.9375s]
04/01/24 11:33:32| INFO d_bin_sld_rbf_ne finished [took 233.5862s]
04/01/24 11:33:45| INFO d_bin_sld_rbf_mc finished [took 245.9072s]
04/01/24 11:33:53| INFO d_m3w_sld_rbf finished [took 253.9559s]
04/01/24 11:33:56| INFO d_m3w_sld_rbf_mc finished [took 257.3459s]
04/01/24 11:34:01| INFO d_m3w_sld_rbf_c finished [took 262.4911s]
04/01/24 11:34:23| INFO d_mul_sld_rbf_mc finished [took 284.9617s]
04/01/24 11:34:44| INFO d_mul_sld_rbf_ne finished [took 305.5013s]
04/01/24 11:35:04| INFO atc_mc finished [took 70.3051s]
04/01/24 11:35:05| INFO d_mul_sld_rbf_c finished [took 326.3081s]
04/01/24 11:35:07| INFO ref finished [took 81.4915s]
04/01/24 11:35:25| INFO doc finished [took 88.3515s]
04/01/24 11:35:45| INFO d_m3w_sld_rbf_ne finished [took 180.6040s]
04/01/24 11:36:00| INFO d_mul_sld_rbf_is finished [took 153.9714s]
04/01/24 11:36:24| INFO d_m3w_sld_rbf_is finished [took 171.5508s]
04/01/24 11:37:37| INFO d_bin_sld_rbf_is finished [took 271.9914s]
04/01/24 11:37:49| DEBUG [size=11,place=1] best score = 0.00686258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': None, 'confidence': None} [took 10.207s]
04/01/24 11:37:49| DEBUG [size=11,place=2] best score = 0.01079415; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.207s]
04/01/24 11:38:20| DEBUG [size=28,place=1] best score = 0.00724502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.080s]
04/01/24 11:38:20| DEBUG [size=28,place=2] best score = 0.00844321; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': None, 'confidence': None} [took 31.080s]
04/01/24 11:38:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': None, 'confidence': None} (score=0.00686) [took 41.3916s]
04/01/24 11:39:40| INFO d_bin_sld_rbf_gs finished [took 121.6748s]
04/01/24 11:40:01| DEBUG [size=11,place=1] best score = 0.01027361; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.691s]
04/01/24 11:40:01| DEBUG [size=11,place=2] best score = 0.01621916; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.691s]
04/01/24 11:40:52| DEBUG [size=28,place=1] best score = 0.00785272; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.738s]
04/01/24 11:40:52| DEBUG [size=28,place=2] best score = 0.00844626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.738s]
04/01/24 11:41:36| DEBUG [size=20,place=1] best score = 0.00871653; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 44.057s]
04/01/24 11:41:36| DEBUG [size=20,place=2] best score = 0.00872032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.033740582874394826, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 44.058s]
04/01/24 11:41:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00785) [took 114.5956s]
04/01/24 11:43:35| INFO d_mul_sld_rbf_gs finished [took 234.0509s]
04/01/24 11:43:54| DEBUG [size=11,place=1] best score = 0.00991259; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.974s]
04/01/24 11:43:54| DEBUG [size=11,place=2] best score = 0.01454289; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 17.974s]
04/01/24 11:44:32| DEBUG [size=28,place=1] best score = 0.00618553; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.643s]
04/01/24 11:44:32| DEBUG [size=28,place=2] best score = 0.00800294; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 37.644s]
04/01/24 11:46:56| DEBUG [size=21,place=1] best score = 0.00591734; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 143.714s]
04/01/24 11:46:56| DEBUG [size=21,place=2] best score = 0.00644927; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 143.714s]
04/01/24 11:50:29| DEBUG [size=13,place=1] best score = 0.00555731; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': None} [took 213.755s]
04/01/24 11:50:29| DEBUG [size=13,place=2] best score = 0.00596637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 213.755s]
04/01/24 11:51:03| DEBUG [size=18,place=1] best score = 0.00595246; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.247s]
04/01/24 11:51:03| DEBUG [size=18,place=2] best score = 0.00622515; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': None} [took 33.247s]
04/01/24 11:51:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00556) [took 446.4524s]
04/01/24 11:52:36| INFO d_m3w_sld_rbf_gs finished [took 539.5701s]
04/01/24 11:52:36| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1380.1322s]
04/01/24 11:52:36| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
04/01/24 11:56:11| INFO d_mul_sld_rbf_c finished [took 212.7795s]
04/01/24 11:56:16| INFO d_bin_sld_rbf_ne finished [took 217.5226s]
04/01/24 11:56:21| INFO d_bin_sld_rbf_mc finished [took 222.7652s]
04/01/24 11:56:23| INFO d_bin_sld_rbf_c finished [took 224.3967s]
04/01/24 11:57:00| INFO d_m3w_sld_rbf finished [took 261.7302s]
04/01/24 11:57:04| INFO d_m3w_sld_rbf_mc finished [took 265.2412s]
04/01/24 11:57:08| INFO d_m3w_sld_rbf_c finished [took 269.2310s]
04/01/24 11:57:10| INFO d_mul_sld_rbf_ne finished [took 272.4678s]
04/01/24 11:57:20| INFO d_mul_sld_rbf_mc finished [took 281.9019s]
04/01/24 11:57:51| INFO d_mul_sld_rbf finished [took 312.2680s]
04/01/24 11:58:01| INFO d_bin_sld_rbf finished [took 322.5640s]
04/01/24 11:58:12| INFO atc_mc finished [took 67.8959s]
04/01/24 11:58:25| INFO ref finished [took 84.2561s]
04/01/24 11:58:32| INFO doc finished [took 83.2275s]
04/01/24 11:58:44| INFO d_bin_sld_rbf_is finished [took 147.5339s]
04/01/24 11:59:04| INFO d_mul_sld_rbf_is finished [took 162.1686s]
04/01/24 11:59:12| INFO d_m3w_sld_rbf_ne finished [took 180.6929s]
04/01/24 11:59:12| INFO d_m3w_sld_rbf_is finished [took 168.9259s]
04/01/24 11:59:27| DEBUG [size=11,place=1] best score = 0.00804607; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} [took 13.805s]
04/01/24 11:59:27| DEBUG [size=11,place=2] best score = 0.01021119; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 13.805s]
04/01/24 12:00:03| DEBUG [size=28,place=1] best score = 0.00831758; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} [took 35.186s]
04/01/24 12:00:03| DEBUG [size=28,place=2] best score = 0.00870043; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.187s]
04/01/24 12:00:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} (score=0.00805) [took 49.0982s]
04/01/24 12:01:22| INFO d_bin_sld_rbf_gs finished [took 128.8302s]
04/01/24 12:01:45| DEBUG [size=11,place=1] best score = 0.01136150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 21.474s]
04/01/24 12:01:45| DEBUG [size=11,place=2] best score = 0.01138655; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.474s]
04/01/24 12:02:44| DEBUG [size=28,place=1] best score = 0.00912671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 58.933s]
04/01/24 12:02:44| DEBUG [size=28,place=2] best score = 0.00922606; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 58.933s]
04/01/24 12:03:16| DEBUG [size=18,place=1] best score = 0.00829488; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.895s]
04/01/24 12:03:16| DEBUG [size=18,place=2] best score = 0.00865699; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': None} [took 31.895s]
04/01/24 12:03:47| DEBUG [size=17,place=1] best score = 0.00860660; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.593s]
04/01/24 12:03:47| DEBUG [size=17,place=2] best score = 0.00914374; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': None} [took 31.594s]
04/01/24 12:03:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00829) [took 144.0062s]
04/01/24 12:06:04| INFO d_mul_sld_rbf_gs finished [took 280.8184s]
04/01/24 12:06:22| DEBUG [size=11,place=1] best score = 0.00891793; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.538s]
04/01/24 12:06:22| DEBUG [size=11,place=2] best score = 0.00956361; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.538s]
04/01/24 12:07:17| DEBUG [size=28,place=1] best score = 0.00657673; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 55.442s]
04/01/24 12:07:17| DEBUG [size=28,place=2] best score = 0.00732831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0379646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 55.443s]
04/01/24 12:07:51| DEBUG [size=23,place=1] best score = 0.00661614; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 33.521s]
04/01/24 12:07:51| DEBUG [size=23,place=2] best score = 0.00670376; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0379646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 33.522s]
04/01/24 12:07:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00658) [took 105.6187s]
04/01/24 12:09:37| INFO d_m3w_sld_rbf_gs finished [took 211.8147s]
04/01/24 12:09:37| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1020.8794s]
04/01/24 12:09:37| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
04/01/24 12:13:20| INFO d_m3w_sld_rbf_mc finished [took 221.3180s]
04/01/24 12:13:38| INFO d_m3w_sld_rbf finished [took 238.9713s]
04/01/24 12:13:43| INFO d_m3w_sld_rbf_c finished [took 243.4372s]
04/01/24 12:13:53| INFO d_bin_sld_rbf_c finished [took 254.2886s]
04/01/24 12:13:59| INFO d_bin_sld_rbf_ne finished [took 260.0437s]
04/01/24 12:14:17| INFO d_bin_sld_rbf finished [took 277.6201s]
04/01/24 12:14:26| INFO d_mul_sld_rbf_ne finished [took 286.9254s]
04/01/24 12:14:36| INFO d_bin_sld_rbf_mc finished [took 296.9914s]
04/01/24 12:14:57| INFO d_mul_sld_rbf_mc finished [took 318.1279s]
04/01/24 12:15:17| INFO d_mul_sld_rbf_c finished [took 337.5436s]
04/01/24 12:15:22| INFO d_mul_sld_rbf finished [took 342.7690s]
04/01/24 12:15:24| INFO atc_mc finished [took 66.4123s]
04/01/24 12:15:26| INFO ref finished [took 85.7483s]
04/01/24 12:15:49| INFO doc finished [took 82.5167s]
04/01/24 12:15:55| INFO d_m3w_sld_rbf_ne finished [took 154.8958s]
04/01/24 12:16:37| INFO d_m3w_sld_rbf_is finished [took 163.1474s]
04/01/24 12:17:43| INFO d_mul_sld_rbf_is finished [took 240.2537s]
04/01/24 12:17:49| INFO d_bin_sld_rbf_is finished [took 250.6061s]
04/01/24 12:18:01| DEBUG [size=11,place=1] best score = 0.01753310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.372s]
04/01/24 12:18:01| DEBUG [size=11,place=2] best score = 0.01891110; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': None} [took 10.372s]
04/01/24 12:18:36| DEBUG [size=28,place=1] best score = 0.00716281; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.202s]
04/01/24 12:18:36| DEBUG [size=28,place=2] best score = 0.00727528; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.203s]
04/01/24 12:18:53| DEBUG [size=16,place=1] best score = 0.00709829; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.683s]
04/01/24 12:18:53| DEBUG [size=16,place=2] best score = 0.00713609; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.684s]
04/01/24 12:19:15| DEBUG [size=18,place=1] best score = 0.00691563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 22.402s]
04/01/24 12:19:15| DEBUG [size=18,place=2] best score = 0.00691737; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.403s]
04/01/24 12:19:37| DEBUG [size=21,place=1] best score = 0.00693948; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.473s]
04/01/24 12:19:37| DEBUG [size=21,place=2] best score = 0.00712748; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 21.473s]
04/01/24 12:19:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00692) [took 106.2472s]
04/01/24 12:21:38| INFO d_bin_sld_rbf_gs finished [took 227.9407s]
04/01/24 12:22:00| DEBUG [size=11,place=1] best score = 0.01209765; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.157s]
04/01/24 12:22:00| DEBUG [size=11,place=2] best score = 0.01400943; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.158s]
04/01/24 12:23:05| DEBUG [size=28,place=1] best score = 0.00569014; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 64.381s]
04/01/24 12:23:05| DEBUG [size=28,place=2] best score = 0.00724619; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 64.381s]
04/01/24 12:23:48| DEBUG [size=16,place=1] best score = 0.00713187; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 43.229s]
04/01/24 12:23:48| DEBUG [size=16,place=2] best score = 0.00787274; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.229s]
04/01/24 12:23:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00569) [took 128.8765s]
04/01/24 12:29:03| INFO d_mul_sld_rbf_gs finished [took 444.3125s]
04/01/24 12:29:25| DEBUG [size=11,place=1] best score = 0.00706886; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.166s]
04/01/24 12:29:25| DEBUG [size=11,place=2] best score = 0.00854233; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.167s]
04/01/24 12:30:25| DEBUG [size=28,place=1] best score = 0.00703442; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.373s]
04/01/24 12:30:25| DEBUG [size=28,place=2] best score = 0.00725190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.374s]
04/01/24 12:30:52| DEBUG [size=16,place=1] best score = 0.00671030; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.615s]
04/01/24 12:30:52| DEBUG [size=16,place=2] best score = 0.00687896; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 27.615s]
04/01/24 12:31:30| DEBUG [size=18,place=1] best score = 0.00629104; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 37.447s]
04/01/24 12:31:30| DEBUG [size=18,place=2] best score = 0.00654356; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.447s]
04/01/24 12:32:12| DEBUG [size=16,place=1] best score = 0.00653268; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 42.672s]
04/01/24 12:32:12| DEBUG [size=16,place=2] best score = 0.00694679; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 42.672s]
04/01/24 12:32:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00629) [took 188.3998s]
04/01/24 12:34:27| INFO d_m3w_sld_rbf_gs finished [took 322.9568s]
04/01/24 12:34:27| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1490.2069s]
04/01/24 12:34:27| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
04/01/24 12:37:55| INFO d_bin_sld_rbf_ne finished [took 206.0253s]
04/01/24 12:38:02| INFO d_mul_sld_rbf_ne finished [took 213.9979s]
04/01/24 12:38:09| INFO d_bin_sld_rbf_c finished [took 220.4990s]
04/01/24 12:38:12| INFO d_bin_sld_rbf finished [took 223.2561s]
04/01/24 12:38:19| INFO d_bin_sld_rbf_mc finished [took 230.2558s]
04/01/24 12:38:25| INFO d_m3w_sld_rbf_c finished [took 236.0904s]
04/01/24 12:38:37| INFO d_m3w_sld_rbf finished [took 247.9630s]
04/01/24 12:38:37| INFO d_m3w_sld_rbf_mc finished [took 248.4108s]
04/01/24 12:38:53| INFO d_mul_sld_rbf finished [took 263.9295s]
04/01/24 12:38:54| INFO d_mul_sld_rbf_c finished [took 265.1996s]
04/01/24 12:39:04| INFO d_mul_sld_rbf_mc finished [took 275.5170s]
04/01/24 12:39:34| INFO ref finished [took 74.5725s]
04/01/24 12:39:48| INFO atc_mc finished [took 82.7947s]
04/01/24 12:39:54| INFO doc finished [took 76.9170s]
04/01/24 12:40:28| INFO d_bin_sld_rbf_is finished [took 145.1566s]
04/01/24 12:40:28| INFO d_m3w_sld_rbf_ne finished [took 152.9311s]
04/01/24 12:40:50| INFO d_m3w_sld_rbf_is finished [took 157.4790s]
04/01/24 12:41:04| INFO d_mul_sld_rbf_is finished [took 174.1611s]
04/01/24 12:41:18| DEBUG [size=11,place=1] best score = 0.01111293; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 12.887s]
04/01/24 12:41:18| DEBUG [size=11,place=2] best score = 0.02673176; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 429.4866800788611, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 12.888s]
04/01/24 12:41:49| DEBUG [size=28,place=1] best score = 0.00981059; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.469s]
04/01/24 12:41:49| DEBUG [size=28,place=2] best score = 0.01008088; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.469s]
04/01/24 12:42:21| DEBUG [size=19,place=1] best score = 0.00944766; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.289s]
04/01/24 12:42:21| DEBUG [size=19,place=2] best score = 0.00956986; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': None} [took 32.289s]
04/01/24 12:42:51| DEBUG [size=19,place=1] best score = 0.00931384; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.266s]
04/01/24 12:42:51| DEBUG [size=19,place=2] best score = 0.00933671; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': None} [took 29.266s]
04/01/24 12:43:15| DEBUG [size=18,place=1] best score = 0.00941337; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': None} [took 24.495s]
04/01/24 12:43:15| DEBUG [size=18,place=2] best score = 0.00954945; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 42.94866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.496s]
04/01/24 12:43:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00931) [took 130.5205s]
04/01/24 12:46:19| INFO d_bin_sld_rbf_gs finished [took 314.5915s]
04/01/24 12:46:46| DEBUG [size=11,place=1] best score = 0.00979453; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.723s]
04/01/24 12:46:46| DEBUG [size=11,place=2] best score = 0.02669162; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 429.4866800788611, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 25.724s]
04/01/24 12:47:54| DEBUG [size=28,place=1] best score = 0.00931298; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.652s]
04/01/24 12:47:54| DEBUG [size=28,place=2] best score = 0.00977812; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.652s]
04/01/24 12:48:48| DEBUG [size=16,place=1] best score = 0.00933297; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': None} [took 53.574s]
04/01/24 12:48:48| DEBUG [size=16,place=2] best score = 0.01065410; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 53.574s]
04/01/24 12:48:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00931) [took 148.0593s]
04/01/24 12:52:23| INFO d_mul_sld_rbf_gs finished [took 363.2251s]
04/01/24 12:52:46| DEBUG [size=11,place=1] best score = 0.00918636; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.796s]
04/01/24 12:52:46| DEBUG [size=11,place=2] best score = 0.01009758; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.796s]
04/01/24 12:53:36| DEBUG [size=28,place=1] best score = 0.00731812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.123s]
04/01/24 12:53:36| DEBUG [size=28,place=2] best score = 0.00754074; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.124s]
04/01/24 12:54:28| DEBUG [size=20,place=1] best score = 0.00764551; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.796s]
04/01/24 12:54:28| DEBUG [size=20,place=2] best score = 0.00771542; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.797s]
04/01/24 12:54:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00732) [took 123.8352s]
04/01/24 12:56:37| INFO d_m3w_sld_rbf_gs finished [took 253.4800s]
04/01/24 12:56:37| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1330.2090s]
04/01/24 12:56:37| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
04/01/24 13:00:21| INFO d_m3w_sld_rbf_c finished [took 221.6678s]
04/01/24 13:00:33| INFO d_bin_sld_rbf_c finished [took 233.3608s]
04/01/24 13:00:44| INFO d_m3w_sld_rbf finished [took 244.3343s]
04/01/24 13:00:45| INFO d_bin_sld_rbf_mc finished [took 245.9037s]
04/01/24 13:00:57| INFO d_m3w_sld_rbf_mc finished [took 257.6997s]
04/01/24 13:01:15| INFO d_bin_sld_rbf_ne finished [took 276.5599s]
04/01/24 13:01:19| INFO d_mul_sld_rbf_c finished [took 279.1292s]
04/01/24 13:01:29| INFO d_mul_sld_rbf_ne finished [took 289.9085s]
04/01/24 13:01:49| INFO d_mul_sld_rbf_mc finished [took 308.9848s]
04/01/24 13:01:52| INFO d_mul_sld_rbf finished [took 312.2802s]
04/01/24 13:02:14| INFO d_bin_sld_rbf finished [took 334.1261s]
04/01/24 13:02:29| INFO ref finished [took 91.4362s]
04/01/24 13:02:36| INFO doc finished [took 76.5089s]
04/01/24 13:02:51| INFO atc_mc finished [took 95.0827s]
04/01/24 13:03:01| INFO d_m3w_sld_rbf_ne finished [took 159.4522s]
04/01/24 13:03:23| INFO d_bin_sld_rbf_is finished [took 169.1550s]
04/01/24 13:03:30| INFO d_m3w_sld_rbf_is finished [took 163.8194s]
04/01/24 13:04:01| INFO d_mul_sld_rbf_is finished [took 196.2586s]
04/01/24 13:04:13| DEBUG [size=11,place=1] best score = 0.00931021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.761s]
04/01/24 13:04:13| DEBUG [size=11,place=2] best score = 0.01152919; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 10.762s]
04/01/24 13:04:46| DEBUG [size=28,place=1] best score = 0.00779148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 33.329s]
04/01/24 13:04:46| DEBUG [size=28,place=2] best score = 0.00879794; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.329s]
04/01/24 13:05:20| DEBUG [size=18,place=1] best score = 0.00659635; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 34.059s]
04/01/24 13:05:20| DEBUG [size=18,place=2] best score = 0.00725730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.059s]
04/01/24 13:05:49| DEBUG [size=19,place=1] best score = 0.00736902; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.882s]
04/01/24 13:05:49| DEBUG [size=19,place=2] best score = 0.00864219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.882s]
04/01/24 13:05:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00660) [took 107.1448s]
04/01/24 13:08:57| INFO d_bin_sld_rbf_gs finished [took 294.8183s]
04/01/24 13:09:21| DEBUG [size=11,place=1] best score = 0.00917865; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.245s]
04/01/24 13:09:21| DEBUG [size=11,place=2] best score = 0.01035925; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 23.246s]
04/01/24 13:10:22| DEBUG [size=28,place=1] best score = 0.00691668; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.025s]
04/01/24 13:10:22| DEBUG [size=28,place=2] best score = 0.00735120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.025s]
04/01/24 13:11:11| DEBUG [size=16,place=1] best score = 0.00771978; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.884s]
04/01/24 13:11:11| DEBUG [size=16,place=2] best score = 0.00844288; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.884s]
04/01/24 13:11:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00692) [took 133.2635s]
04/01/24 13:16:31| INFO d_mul_sld_rbf_gs finished [took 453.9158s]
04/01/24 13:16:54| DEBUG [size=11,place=1] best score = 0.00844730; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.828s]
04/01/24 13:16:54| DEBUG [size=11,place=2] best score = 0.01006541; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.828s]
04/01/24 13:17:46| DEBUG [size=28,place=1] best score = 0.00810074; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 52.094s]
04/01/24 13:17:46| DEBUG [size=28,place=2] best score = 0.00813809; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 52.095s]
04/01/24 13:19:04| DEBUG [size=17,place=1] best score = 0.00804980; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.943s]
04/01/24 13:19:04| DEBUG [size=17,place=2] best score = 0.00824874; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.944s]
04/01/24 13:22:44| DEBUG [size=11,place=1] best score = 0.00776942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 219.302s]
04/01/24 13:22:44| DEBUG [size=11,place=2] best score = 0.00783426; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 219.302s]
04/01/24 13:23:23| DEBUG [size=16,place=1] best score = 0.00770306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 39.041s]
04/01/24 13:23:23| DEBUG [size=16,place=2] best score = 0.00779286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 39.041s]
04/01/24 13:23:50| DEBUG [size=14,place=1] best score = 0.00778910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.632s]
04/01/24 13:23:50| DEBUG [size=14,place=2] best score = 0.00797215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.632s]
04/01/24 13:23:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00770) [took 437.8573s]
04/01/24 13:26:11| INFO d_m3w_sld_rbf_gs finished [took 578.6150s]
04/01/24 13:26:11| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1773.6254s]
04/01/24 13:26:11| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
04/01/24 13:28:58| INFO d_m3w_sld_rbf_c finished [took 164.9888s]
04/01/24 13:30:00| INFO d_m3w_sld_rbf_mc finished [took 227.3256s]
04/01/24 13:30:05| INFO d_bin_sld_rbf_mc finished [took 231.5711s]
04/01/24 13:30:07| INFO d_bin_sld_rbf_ne finished [took 234.0276s]
04/01/24 13:30:13| INFO d_m3w_sld_rbf finished [took 239.9023s]
04/01/24 13:30:40| INFO d_bin_sld_rbf_c finished [took 266.6825s]
04/01/24 13:31:01| INFO d_mul_sld_rbf finished [took 287.2152s]
04/01/24 13:31:08| INFO d_mul_sld_rbf_c finished [took 295.0942s]
04/01/24 13:31:20| INFO d_mul_sld_rbf_ne finished [took 306.2243s]
04/01/24 13:31:25| INFO d_mul_sld_rbf_mc finished [took 311.5058s]
04/01/24 13:31:32| INFO ref finished [took 77.8133s]
04/01/24 13:31:46| INFO atc_mc finished [took 65.1938s]
04/01/24 13:31:52| INFO d_m3w_sld_rbf_ne finished [took 172.8842s]
04/01/24 13:31:54| INFO d_bin_sld_rbf finished [took 340.6928s]
04/01/24 13:32:09| INFO doc finished [took 67.8940s]
04/01/24 13:32:23| INFO d_bin_sld_rbf_is finished [took 142.4513s]
04/01/24 13:33:08| INFO d_m3w_sld_rbf_is finished [took 180.2028s]
04/01/24 13:33:13| INFO d_mul_sld_rbf_is finished [took 187.7594s]
04/01/24 13:33:25| DEBUG [size=11,place=1] best score = 0.00524084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 10.955s]
04/01/24 13:33:25| DEBUG [size=11,place=2] best score = 0.00579352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.956s]
04/01/24 13:33:56| DEBUG [size=28,place=1] best score = 0.00505526; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 30.815s]
04/01/24 13:33:56| DEBUG [size=28,place=2] best score = 0.00521920; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': None} [took 30.816s]
04/01/24 13:34:16| DEBUG [size=19,place=1] best score = 0.00517386; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': None} [took 19.702s]
04/01/24 13:34:16| DEBUG [size=19,place=2] best score = 0.00533539; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.702s]
04/01/24 13:34:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00506) [took 61.5832s]
04/01/24 13:36:06| INFO d_bin_sld_rbf_gs finished [took 171.7080s]
04/01/24 13:36:29| DEBUG [size=11,place=1] best score = 0.00913668; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 383.58540836103816, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 22.403s]
04/01/24 13:36:29| DEBUG [size=11,place=2] best score = 0.00948679; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 22.403s]
04/01/24 13:37:26| DEBUG [size=28,place=1] best score = 0.00667598; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.236s]
04/01/24 13:37:26| DEBUG [size=28,place=2] best score = 0.00755526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 383.58540836103816, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 57.237s]
04/01/24 13:38:14| DEBUG [size=21,place=1] best score = 0.00652281; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.244s]
04/01/24 13:38:14| DEBUG [size=21,place=2] best score = 0.00687523; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.244s]
04/01/24 13:38:33| DEBUG [size=14,place=1] best score = 0.00610705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} [took 19.383s]
04/01/24 13:38:33| DEBUG [size=14,place=2] best score = 0.00613196; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 19.383s]
04/01/24 13:39:11| DEBUG [size=19,place=1] best score = 0.00653965; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} [took 38.313s]
04/01/24 13:39:11| DEBUG [size=19,place=2] best score = 0.00657447; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 38.35854083610381, 'quantifier__recalib': None, 'confidence': None} [took 38.313s]
04/01/24 13:39:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} (score=0.00611) [took 184.6940s]
04/01/24 13:41:58| INFO d_mul_sld_rbf_gs finished [took 351.1935s]
04/01/24 13:42:17| DEBUG [size=11,place=1] best score = 0.00634576; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.494s]
04/01/24 13:42:17| DEBUG [size=11,place=2] best score = 0.00655663; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.494s]
04/01/24 13:43:04| DEBUG [size=28,place=1] best score = 0.00559102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 46.316s]
04/01/24 13:43:04| DEBUG [size=28,place=2] best score = 0.00560394; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 46.316s]
04/01/24 13:43:40| DEBUG [size=21,place=1] best score = 0.00557679; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.652s]
04/01/24 13:43:40| DEBUG [size=21,place=2] best score = 0.00593858; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.653s]
04/01/24 13:44:43| DEBUG [size=14,place=1] best score = 0.00558831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 62.836s]
04/01/24 13:44:43| DEBUG [size=14,place=2] best score = 0.00565359; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 62.836s]
04/01/24 13:44:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00558) [took 164.3158s]
04/01/24 13:46:35| INFO d_m3w_sld_rbf_gs finished [took 276.6883s]
04/01/24 13:46:35| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1224.4134s]
04/01/24 13:46:35| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
04/01/24 13:49:24| INFO d_bin_sld_rbf_ne finished [took 166.3949s]
04/01/24 13:50:19| INFO d_bin_sld_rbf finished [took 221.1158s]
04/01/24 13:50:20| INFO d_bin_sld_rbf_mc finished [took 222.1022s]
04/01/24 13:50:24| INFO d_m3w_sld_rbf_c finished [took 226.1186s]
04/01/24 13:50:30| INFO d_m3w_sld_rbf finished [took 232.0746s]
04/01/24 13:50:33| INFO d_bin_sld_rbf_c finished [took 234.5421s]
04/01/24 13:50:36| INFO d_m3w_sld_rbf_mc finished [took 237.7455s]
04/01/24 13:50:46| INFO d_mul_sld_rbf finished [took 248.0891s]
04/01/24 13:50:59| INFO d_mul_sld_rbf_mc finished [took 261.0446s]
04/01/24 13:51:08| INFO d_mul_sld_rbf_ne finished [took 269.6489s]
04/01/24 13:51:12| INFO d_mul_sld_rbf_c finished [took 274.5208s]
04/01/24 13:51:28| INFO d_m3w_sld_rbf_ne finished [took 124.2759s]
04/01/24 13:51:44| INFO ref finished [took 73.7358s]
04/01/24 13:51:57| INFO atc_mc finished [took 84.0683s]
04/01/24 13:51:58| INFO doc finished [took 81.1965s]
04/01/24 13:52:38| INFO d_bin_sld_rbf_is finished [took 138.5401s]
04/01/24 13:52:52| INFO d_m3w_sld_rbf_is finished [took 146.9897s]
04/01/24 13:53:08| INFO d_mul_sld_rbf_is finished [took 167.0751s]
04/01/24 13:53:22| DEBUG [size=11,place=1] best score = 0.00619598; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.576s]
04/01/24 13:53:22| DEBUG [size=11,place=2] best score = 0.00626423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.577s]
04/01/24 13:53:43| DEBUG [size=26,place=1] best score = 0.00675400; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.291s]
04/01/24 13:53:43| DEBUG [size=26,place=2] best score = 0.00714796; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.292s]
04/01/24 13:53:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00620) [took 33.9745s]
04/01/24 13:55:02| INFO d_bin_sld_rbf_gs finished [took 112.6652s]
04/01/24 13:55:21| DEBUG [size=11,place=1] best score = 0.01274357; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 18.307s]
04/01/24 13:55:21| DEBUG [size=11,place=2] best score = 0.01582448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.307s]
04/01/24 13:56:18| DEBUG [size=28,place=1] best score = 0.00923843; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 56.761s]
04/01/24 13:56:18| DEBUG [size=28,place=2] best score = 0.00928207; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 56.761s]
04/01/24 13:57:32| DEBUG [size=17,place=1] best score = 0.00901995; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.522s]
04/01/24 13:57:32| DEBUG [size=17,place=2] best score = 0.00959055; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.522s]
04/01/24 13:57:51| DEBUG [size=14,place=1] best score = 0.00865627; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.177s]
04/01/24 13:57:51| DEBUG [size=14,place=2] best score = 0.00886360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.177s]
04/01/24 13:58:04| DEBUG [size=12,place=1] best score = 0.00864159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 13.112s]
04/01/24 13:58:04| DEBUG [size=12,place=2] best score = 0.00884385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 13.112s]
04/01/24 13:58:38| DEBUG [size=14,place=1] best score = 0.00838609; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.675s]
04/01/24 13:58:38| DEBUG [size=14,place=2] best score = 0.00892746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.676s]
04/01/24 13:58:58| DEBUG [size=12,place=1] best score = 0.00869818; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.422s]
04/01/24 13:58:58| DEBUG [size=12,place=2] best score = 0.00919337; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.423s]
04/01/24 13:58:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00839) [took 234.9974s]
04/01/24 14:00:24| INFO d_mul_sld_rbf_gs finished [took 321.7887s]
04/01/24 14:00:42| DEBUG [size=11,place=1] best score = 0.00914582; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.210s]
04/01/24 14:00:42| DEBUG [size=11,place=2] best score = 0.00927034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.211s]
04/01/24 14:01:59| DEBUG [size=28,place=1] best score = 0.00848826; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 76.306s]
04/01/24 14:01:59| DEBUG [size=28,place=2] best score = 0.00876583; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 76.307s]
04/01/24 14:04:05| DEBUG [size=18,place=1] best score = 0.00886676; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 126.517s]
04/01/24 14:04:05| DEBUG [size=18,place=2] best score = 0.00896464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 126.518s]
04/01/24 14:04:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00849) [took 220.1491s]
04/01/24 14:05:20| INFO d_m3w_sld_rbf_gs finished [took 294.4855s]
04/01/24 14:05:20| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1124.2704s]
04/01/24 14:05:20| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
04/01/24 14:07:44| INFO d_bin_sld_rbf finished [took 142.6992s]
04/01/24 14:08:43| INFO d_bin_sld_rbf_c finished [took 201.5703s]
04/01/24 14:08:52| INFO d_bin_sld_rbf_mc finished [took 210.0484s]
04/01/24 14:08:54| INFO d_m3w_sld_rbf finished [took 212.8778s]
04/01/24 14:08:59| INFO d_m3w_sld_rbf_mc finished [took 217.1081s]
04/01/24 14:09:03| INFO d_bin_sld_rbf_ne finished [took 221.6905s]
04/01/24 14:09:07| INFO d_m3w_sld_rbf_c finished [took 225.0241s]
04/01/24 14:09:08| INFO d_mul_sld_rbf finished [took 226.6039s]
04/01/24 14:09:29| INFO d_mul_sld_rbf_mc finished [took 246.8090s]
04/01/24 14:09:39| INFO d_mul_sld_rbf_ne finished [took 257.7313s]
04/01/24 14:09:56| INFO d_mul_sld_rbf_c finished [took 274.2714s]
04/01/24 14:10:03| INFO d_m3w_sld_rbf_ne finished [took 139.3250s]
04/01/24 14:10:16| INFO ref finished [took 76.7872s]
04/01/24 14:10:33| INFO atc_mc finished [took 89.1551s]
04/01/24 14:10:35| INFO doc finished [took 87.6538s]
04/01/24 14:10:50| INFO d_bin_sld_rbf_is finished [took 126.6638s]
04/01/24 14:10:56| INFO d_m3w_sld_rbf_is finished [took 120.9876s]
04/01/24 14:11:25| INFO d_mul_sld_rbf_is finished [took 152.9899s]
04/01/24 14:11:43| DEBUG [size=11,place=1] best score = 0.12720022; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.763s]
04/01/24 14:11:43| DEBUG [size=11,place=2] best score = 0.17573423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.764s]
04/01/24 14:12:08| DEBUG [size=26,place=1] best score = 0.01812658; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 25.559s]
04/01/24 14:12:08| DEBUG [size=26,place=2] best score = 0.02750708; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 25.560s]
04/01/24 14:12:16| DEBUG [size=15,place=1] best score = 0.02699881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 7.175s]
04/01/24 14:12:16| DEBUG [size=15,place=2] best score = 0.05259984; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 7.176s]
04/01/24 14:12:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} (score=0.01813) [took 49.6068s]
04/01/24 14:13:28| INFO d_bin_sld_rbf_gs finished [took 121.8315s]
04/01/24 14:13:47| DEBUG [size=11,place=1] best score = 0.44622297; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 18.682s]
04/01/24 14:13:47| DEBUG [size=11,place=2] best score = 0.44868307; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 18.683s]
04/01/24 14:14:04| DEBUG [size=26,place=1] best score = 0.14216569; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.875s]
04/01/24 14:14:04| DEBUG [size=26,place=2] best score = 0.31742522; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.875s]
04/01/24 14:14:28| DEBUG [size=14,place=1] best score = 0.15579576; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 23.518s]
04/01/24 14:14:28| DEBUG [size=14,place=2] best score = 0.24814867; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': None, 'confidence': None} [took 23.519s]
04/01/24 14:14:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} (score=0.14217) [took 59.1842s]
04/01/24 14:16:22| INFO d_mul_sld_rbf_gs finished [took 173.7137s]
04/01/24 14:16:41| DEBUG [size=11,place=1] best score = 0.00681338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.119s]
04/01/24 14:16:41| DEBUG [size=11,place=2] best score = 0.00771308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.120s]
04/01/24 14:17:19| DEBUG [size=28,place=1] best score = 0.00534484; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.445s]
04/01/24 14:17:19| DEBUG [size=28,place=2] best score = 0.00546287; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.445s]
04/01/24 14:18:29| DEBUG [size=16,place=1] best score = 0.00513243; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.928s]
04/01/24 14:18:29| DEBUG [size=16,place=2] best score = 0.00574793; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 69.928s]
04/01/24 14:19:08| DEBUG [size=17,place=1] best score = 0.00498843; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 38.317s]
04/01/24 14:19:08| DEBUG [size=17,place=2] best score = 0.00536860; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.317s]
04/01/24 14:19:37| DEBUG [size=14,place=1] best score = 0.00559080; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.752s]
04/01/24 14:19:37| DEBUG [size=14,place=2] best score = 0.00610676; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.752s]
04/01/24 14:19:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00499) [took 194.6814s]
04/01/24 14:21:17| INFO d_m3w_sld_rbf_gs finished [took 294.5265s]
04/01/24 14:21:17| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 957.6250s]
----------------------------------------------------------------------------------------------------
04/01/24 16:23:32| INFO dataset rcv1_MCAT [pool size: 10]
04/01/24 16:23:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
04/01/24 16:26:19| INFO d_bin_sld_rbf_mc finished [took 162.6153s]
04/01/24 16:26:55| INFO d_bin_sld_rbf finished [took 197.9336s]
04/01/24 16:26:55| INFO d_bin_sld_rbf_c finished [took 198.6225s]
04/01/24 16:27:09| INFO d_m3w_sld_rbf finished [took 212.0829s]
04/01/24 16:27:09| INFO d_m3w_sld_rbf_mc finished [took 212.1716s]
04/01/24 16:27:14| INFO d_bin_sld_rbf_ne finished [took 217.0881s]
04/01/24 16:27:14| INFO d_m3w_sld_rbf_c finished [took 217.1151s]
04/01/24 16:27:27| INFO d_mul_sld_rbf_mc finished [took 232.0726s]
04/01/24 16:27:44| INFO d_mul_sld_rbf finished [took 247.5468s]
04/01/24 16:27:45| INFO d_mul_sld_rbf_ne finished [took 248.1777s]
04/01/24 16:27:49| INFO d_mul_sld_rbf_c finished [took 252.4865s]
04/01/24 16:28:23| INFO ref finished [took 73.5268s]
04/01/24 16:28:24| INFO d_m3w_sld_rbf_ne finished [took 124.5769s]
04/01/24 16:28:36| INFO doc finished [took 81.0773s]
04/01/24 16:28:48| INFO atc_mc finished [took 93.5163s]
04/01/24 16:28:54| INFO d_bin_sld_rbf_is finished [took 118.1968s]
04/01/24 16:29:13| INFO d_m3w_sld_rbf_is finished [took 123.6937s]
04/01/24 16:29:26| INFO d_mul_sld_rbf_is finished [took 150.1996s]
04/01/24 16:29:40| DEBUG [size=11,place=1] best score = 0.01686184; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 13.045s]
04/01/24 16:29:40| DEBUG [size=11,place=2] best score = 0.04231075; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 13.046s]
04/01/24 16:30:07| DEBUG [size=28,place=1] best score = 0.00970781; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 26.436s]
04/01/24 16:30:07| DEBUG [size=28,place=2] best score = 0.01002171; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 26.436s]
04/01/24 16:30:13| DEBUG [size=14,place=1] best score = 0.00875958; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 6.534s]
04/01/24 16:30:13| DEBUG [size=14,place=2] best score = 0.00875993; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': None} [took 6.535s]
04/01/24 16:30:28| DEBUG [size=16,place=1] best score = 0.00874979; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 14.441s]
04/01/24 16:30:28| DEBUG [size=16,place=2] best score = 0.00920132; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 14.442s]
04/01/24 16:30:42| DEBUG [size=12,place=1] best score = 0.01379807; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 13.996s]
04/01/24 16:30:42| DEBUG [size=12,place=2] best score = 0.01487496; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 13.996s]
04/01/24 16:30:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.64060143228517, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00875) [took 74.4734s]
04/01/24 16:32:12| INFO d_bin_sld_rbf_gs finished [took 164.6859s]
04/01/24 16:32:27| DEBUG [size=11,place=1] best score = 0.15364909; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': None} [took 14.656s]
04/01/24 16:32:27| DEBUG [size=11,place=2] best score = 0.16741171; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 14.656s]
04/01/24 16:32:41| DEBUG [size=26,place=1] best score = 0.00896799; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 14.236s]
04/01/24 16:32:41| DEBUG [size=26,place=2] best score = 0.01018724; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': None} [took 14.236s]
04/01/24 16:32:58| DEBUG [size=14,place=1] best score = 0.01104681; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.699s]
04/01/24 16:32:58| DEBUG [size=14,place=2] best score = 0.05905547; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27964060143228514, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.699s]
04/01/24 16:32:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7964060143228515, 'quantifier__recalib': None, 'confidence': None} (score=0.00897) [took 45.7068s]
04/01/24 16:34:27| INFO d_mul_sld_rbf_gs finished [took 134.4619s]
04/01/24 16:34:43| DEBUG [size=11,place=1] best score = 0.00795978; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.378s]
04/01/24 16:34:43| DEBUG [size=11,place=2] best score = 0.00822745; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 15.379s]
04/01/24 16:34:58| DEBUG [size=28,place=1] best score = 0.00834486; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.964060143228515, 'quantifier__recalib': None, 'confidence': None} [took 15.303s]
04/01/24 16:34:58| DEBUG [size=28,place=2] best score = 0.00851900; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 15.303s]
04/01/24 16:34:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027964060143228515, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00796) [took 30.6898s]
04/01/24 16:36:09| INFO d_m3w_sld_rbf_gs finished [took 101.2521s]
04/01/24 16:36:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 756.4315s]
04/01/24 16:36:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
04/01/24 16:38:40| INFO d_bin_sld_rbf_c finished [took 150.3074s]
04/01/24 16:40:04| INFO d_m3w_sld_rbf finished [took 234.0387s]
04/01/24 16:40:05| INFO d_bin_sld_rbf finished [took 234.4392s]
04/01/24 16:40:05| INFO d_bin_sld_rbf_mc finished [took 234.7146s]
04/01/24 16:40:07| INFO d_m3w_sld_rbf_mc finished [took 236.3389s]
04/01/24 16:40:10| INFO d_bin_sld_rbf_ne finished [took 239.6654s]
04/01/24 16:40:18| INFO d_m3w_sld_rbf_c finished [took 247.8512s]
04/01/24 16:40:37| INFO d_m3w_sld_rbf_ne finished [took 116.8618s]
04/01/24 16:40:46| INFO d_mul_sld_rbf_ne finished [took 275.2690s]
04/01/24 16:40:52| INFO d_mul_sld_rbf finished [took 281.3133s]
04/01/24 16:40:56| INFO d_mul_sld_rbf_c finished [took 285.6652s]
04/01/24 16:41:01| INFO d_mul_sld_rbf_mc finished [took 290.9970s]
04/01/24 16:41:28| INFO ref finished [took 80.8344s]
04/01/24 16:41:34| INFO atc_mc finished [took 83.3159s]
04/01/24 16:41:38| INFO doc finished [took 79.5063s]
04/01/24 16:42:31| INFO d_bin_sld_rbf_is finished [took 145.7439s]
04/01/24 16:42:32| INFO d_m3w_sld_rbf_is finished [took 145.8764s]
04/01/24 16:43:07| INFO d_mul_sld_rbf_is finished [took 181.7308s]
04/01/24 16:43:18| DEBUG [size=11,place=1] best score = 0.00673779; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 9.811s]
04/01/24 16:43:18| DEBUG [size=11,place=2] best score = 0.00730551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 9.812s]
04/01/24 16:43:41| DEBUG [size=28,place=1] best score = 0.00660354; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.626s]
04/01/24 16:43:41| DEBUG [size=28,place=2] best score = 0.00766132; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.626s]
04/01/24 16:44:18| DEBUG [size=16,place=1] best score = 0.00661899; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.356s]
04/01/24 16:44:18| DEBUG [size=16,place=2] best score = 0.00709346; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.356s]
04/01/24 16:44:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00660) [took 69.9084s]
04/01/24 16:45:57| INFO d_bin_sld_rbf_gs finished [took 168.9568s]
04/01/24 16:46:14| DEBUG [size=11,place=1] best score = 0.01385448; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.984s]
04/01/24 16:46:14| DEBUG [size=11,place=2] best score = 0.01834783; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.985s]
04/01/24 16:46:51| DEBUG [size=28,place=1] best score = 0.01047168; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 36.805s]
04/01/24 16:46:51| DEBUG [size=28,place=2] best score = 0.01171519; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.806s]
04/01/24 16:47:05| DEBUG [size=15,place=1] best score = 0.01023761; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.216s]
04/01/24 16:47:05| DEBUG [size=15,place=2] best score = 0.01203808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.217s]
04/01/24 16:47:40| DEBUG [size=20,place=1] best score = 0.00921386; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.024s]
04/01/24 16:47:40| DEBUG [size=20,place=2] best score = 0.01167202; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.025s]
04/01/24 16:48:11| DEBUG [size=12,place=1] best score = 0.01073005; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.148s]
04/01/24 16:48:11| DEBUG [size=12,place=2] best score = 0.01101119; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.5704068584740662, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.148s]
04/01/24 16:48:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.35704068584740667, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00921) [took 133.2981s]
04/01/24 16:50:29| INFO d_mul_sld_rbf_gs finished [took 271.5548s]
04/01/24 16:50:45| DEBUG [size=11,place=1] best score = 0.00970296; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.035704068584740664, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.120s]
04/01/24 16:50:45| DEBUG [size=11,place=2] best score = 0.00988607; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.120s]
04/01/24 16:51:24| DEBUG [size=28,place=1] best score = 0.00817591; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 39.231s]
04/01/24 16:51:24| DEBUG [size=28,place=2] best score = 0.00880206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 39.231s]
04/01/24 16:51:42| DEBUG [size=16,place=1] best score = 0.00756128; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 17.823s]
04/01/24 16:51:42| DEBUG [size=16,place=2] best score = 0.00864251; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 35.70406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 17.823s]
04/01/24 16:52:27| DEBUG [size=18,place=1] best score = 0.00658723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 45.363s]
04/01/24 16:52:27| DEBUG [size=18,place=2] best score = 0.00709295; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 35.70406858474066, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.363s]
04/01/24 16:52:55| DEBUG [size=13,place=1] best score = 0.00703414; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': None} [took 27.763s]
04/01/24 16:52:55| DEBUG [size=13,place=2] best score = 0.00731927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 35.70406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 27.764s]
04/01/24 16:52:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 357.0406858474066, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00659) [took 145.4195s]
04/01/24 16:54:59| INFO d_m3w_sld_rbf_gs finished [took 269.7683s]
04/01/24 16:54:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 1130.5660s]
04/01/24 16:54:59| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
04/01/24 16:57:46| INFO d_m3w_sld_rbf_mc finished [took 164.8013s]
04/01/24 16:58:43| INFO d_bin_sld_rbf_c finished [took 221.8355s]
04/01/24 16:58:49| INFO d_m3w_sld_rbf finished [took 227.5045s]
04/01/24 16:58:50| INFO d_m3w_sld_rbf_c finished [took 228.9994s]
04/01/24 16:59:05| INFO d_bin_sld_rbf finished [took 244.1978s]
04/01/24 16:59:09| INFO d_mul_sld_rbf_c finished [took 248.1884s]
04/01/24 16:59:14| INFO d_mul_sld_rbf_ne finished [took 253.1041s]
04/01/24 16:59:21| INFO d_bin_sld_rbf_ne finished [took 259.6263s]
04/01/24 16:59:27| INFO d_bin_sld_rbf_mc finished [took 266.0658s]
04/01/24 16:59:54| INFO d_mul_sld_rbf_mc finished [took 293.0138s]
04/01/24 17:00:15| INFO ref finished [took 69.1896s]
04/01/24 17:00:16| INFO d_mul_sld_rbf finished [took 314.8929s]
04/01/24 17:00:31| INFO d_m3w_sld_rbf_ne finished [took 164.6215s]
04/01/24 17:00:35| INFO atc_mc finished [took 84.7339s]
04/01/24 17:00:37| INFO doc finished [took 82.7400s]
04/01/24 17:01:10| INFO d_bin_sld_rbf_is finished [took 147.0067s]
04/01/24 17:01:27| INFO d_m3w_sld_rbf_is finished [took 156.3086s]
04/01/24 17:01:47| INFO d_mul_sld_rbf_is finished [took 177.2512s]
04/01/24 17:01:56| DEBUG [size=11,place=1] best score = 0.01136726; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 8.402s]
04/01/24 17:01:56| DEBUG [size=11,place=2] best score = 0.01470061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 410.19659818785465, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.403s]
04/01/24 17:02:21| DEBUG [size=28,place=1] best score = 0.00813787; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 24.966s]
04/01/24 17:02:21| DEBUG [size=28,place=2] best score = 0.00822617; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': None} [took 24.967s]
04/01/24 17:02:37| DEBUG [size=19,place=1] best score = 0.00821366; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.525s]
04/01/24 17:02:37| DEBUG [size=19,place=2] best score = 0.00917898; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 16.526s]
04/01/24 17:02:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00814) [took 50.0163s]
04/01/24 17:04:18| INFO d_bin_sld_rbf_gs finished [took 150.7581s]
04/01/24 17:04:37| DEBUG [size=11,place=1] best score = 0.00867270; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.548s]
04/01/24 17:04:37| DEBUG [size=11,place=2] best score = 0.02531788; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 410.19659818785465, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 18.549s]
04/01/24 17:05:25| DEBUG [size=28,place=1] best score = 0.00688281; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 47.471s]
04/01/24 17:05:25| DEBUG [size=28,place=2] best score = 0.00728591; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 47.471s]
04/01/24 17:05:53| DEBUG [size=19,place=1] best score = 0.00666136; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.252s]
04/01/24 17:05:53| DEBUG [size=19,place=2] best score = 0.00687012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.252s]
04/01/24 17:06:14| DEBUG [size=11,place=1] best score = 0.00754079; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04101965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.101s]
04/01/24 17:06:14| DEBUG [size=11,place=2] best score = 0.00765905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.101965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.101s]
04/01/24 17:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00666) [took 115.4860s]
04/01/24 17:08:32| INFO d_mul_sld_rbf_gs finished [took 253.2155s]
04/01/24 17:08:47| DEBUG [size=11,place=1] best score = 0.00932812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04101965981878546, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.039s]
04/01/24 17:08:47| DEBUG [size=11,place=2] best score = 0.01005964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.040s]
04/01/24 17:09:23| DEBUG [size=28,place=1] best score = 0.00659159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.066s]
04/01/24 17:09:23| DEBUG [size=28,place=2] best score = 0.00696962; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.01965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.066s]
04/01/24 17:09:51| DEBUG [size=17,place=1] best score = 0.00662364; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.101965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.520s]
04/01/24 17:09:51| DEBUG [size=17,place=2] best score = 0.00771656; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.01965981878546, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 28.521s]
04/01/24 17:09:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.41019659818785464, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00659) [took 78.7388s]
04/01/24 17:11:47| INFO d_m3w_sld_rbf_gs finished [took 194.5038s]
04/01/24 17:11:47| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 1007.5763s]
04/01/24 17:11:47| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
04/01/24 17:15:06| INFO d_m3w_sld_rbf_c finished [took 196.3112s]
04/01/24 17:15:19| INFO d_m3w_sld_rbf_mc finished [took 209.4324s]
04/01/24 17:15:36| INFO d_m3w_sld_rbf finished [took 226.7601s]
04/01/24 17:16:23| INFO d_bin_sld_rbf finished [took 274.0847s]
04/01/24 17:16:24| INFO d_mul_sld_rbf_ne finished [took 274.3287s]
04/01/24 17:16:34| INFO d_bin_sld_rbf_mc finished [took 284.4081s]
04/01/24 17:17:16| INFO d_mul_sld_rbf_c finished [took 326.4651s]
04/01/24 17:17:59| INFO ref finished [took 94.3186s]
04/01/24 17:18:05| INFO d_mul_sld_rbf finished [took 375.6670s]
04/01/24 17:18:06| INFO d_mul_sld_rbf_mc finished [took 376.6286s]
04/01/24 17:18:07| INFO atc_mc finished [took 92.8693s]
04/01/24 17:18:13| INFO d_m3w_sld_rbf_ne finished [took 186.5074s]
04/01/24 17:18:36| INFO doc finished [took 79.0356s]
04/01/24 17:19:00| INFO d_m3w_sld_rbf_is finished [took 155.5414s]
04/01/24 17:19:00| INFO d_bin_sld_rbf_is finished [took 220.5769s]
04/01/24 17:19:41| INFO d_bin_sld_rbf_c finished [took 471.5391s]
04/01/24 17:19:56| INFO d_bin_sld_rbf_ne finished [took 487.1015s]
04/01/24 17:19:56| INFO d_mul_sld_rbf_is finished [took 259.1814s]
04/01/24 17:20:12| DEBUG [size=11,place=1] best score = 0.00652604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.987s]
04/01/24 17:20:12| DEBUG [size=11,place=2] best score = 0.02324053; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.987s]
04/01/24 17:20:36| DEBUG [size=28,place=1] best score = 0.00657921; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.452s]
04/01/24 17:20:36| DEBUG [size=28,place=2] best score = 0.00663791; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.452s]
04/01/24 17:20:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00653) [took 38.4490s]
04/01/24 17:21:47| INFO d_bin_sld_rbf_gs finished [took 109.8753s]
04/01/24 17:22:07| DEBUG [size=11,place=1] best score = 0.02219340; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.687s]
04/01/24 17:22:07| DEBUG [size=11,place=2] best score = 0.02660960; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.688s]
04/01/24 17:23:03| DEBUG [size=28,place=1] best score = 0.01705821; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 56.352s]
04/01/24 17:23:03| DEBUG [size=28,place=2] best score = 0.01709217; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4390785711781626, 'quantifier__recalib': 'bcts', 'confidence': None} [took 56.353s]
04/01/24 17:23:46| DEBUG [size=21,place=1] best score = 0.01126451; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.386s]
04/01/24 17:23:46| DEBUG [size=21,place=2] best score = 0.01222336; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.387s]
04/01/24 17:24:09| DEBUG [size=14,place=1] best score = 0.01012238; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.101s]
04/01/24 17:24:09| DEBUG [size=14,place=2] best score = 0.01094007; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.102s]
04/01/24 17:24:39| DEBUG [size=15,place=1] best score = 0.00957236; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.553s]
04/01/24 17:24:39| DEBUG [size=15,place=2] best score = 0.01081882; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.554s]
04/01/24 17:25:08| DEBUG [size=15,place=1] best score = 0.00962677; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.992s]
04/01/24 17:25:08| DEBUG [size=15,place=2] best score = 0.01160849; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 28.993s]
04/01/24 17:25:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00957) [took 200.2004s]
04/01/24 17:28:16| INFO d_mul_sld_rbf_gs finished [took 388.5255s]
04/01/24 17:28:34| DEBUG [size=11,place=1] best score = 0.01051589; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.465s]
04/01/24 17:28:34| DEBUG [size=11,place=2] best score = 0.01428668; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.907857117816256, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.465s]
04/01/24 17:29:37| DEBUG [size=26,place=1] best score = 0.00952655; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': None} [took 63.590s]
04/01/24 17:29:37| DEBUG [size=26,place=2] best score = 0.00988233; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 63.591s]
04/01/24 17:30:52| DEBUG [size=18,place=1] best score = 0.00898908; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.563s]
04/01/24 17:30:52| DEBUG [size=18,place=2] best score = 0.00943667; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.564s]
04/01/24 17:31:40| DEBUG [size=11,place=1] best score = 0.01219180; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.128s]
04/01/24 17:31:40| DEBUG [size=11,place=2] best score = 0.01252993; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.390785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.129s]
04/01/24 17:31:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 439.0785711781626, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 202.7613s]
04/01/24 17:33:45| INFO d_m3w_sld_rbf_gs finished [took 328.0908s]
04/01/24 17:33:45| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 1318.1846s]
04/01/24 17:33:45| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
04/01/24 17:37:19| INFO d_m3w_sld_rbf finished [took 211.0267s]
04/01/24 17:37:35| INFO d_bin_sld_rbf finished [took 227.0418s]
04/01/24 17:37:35| INFO d_bin_sld_rbf_ne finished [took 227.3054s]
04/01/24 17:37:36| INFO d_m3w_sld_rbf_mc finished [took 227.8558s]
04/01/24 17:37:52| INFO d_m3w_sld_rbf_c finished [took 244.2201s]
04/01/24 17:38:10| INFO d_mul_sld_rbf_mc finished [took 262.7210s]
04/01/24 17:38:23| INFO d_mul_sld_rbf finished [took 275.2777s]
04/01/24 17:38:31| INFO d_mul_sld_rbf_c finished [took 283.5451s]
04/01/24 17:38:36| INFO d_mul_sld_rbf_ne finished [took 287.7745s]
04/01/24 17:39:15| INFO ref finished [took 82.5071s]
04/01/24 17:39:30| INFO atc_mc finished [took 78.5439s]
04/01/24 17:39:35| INFO d_bin_sld_rbf_mc finished [took 348.4374s]
04/01/24 17:39:45| INFO d_bin_sld_rbf_c finished [took 357.1813s]
04/01/24 17:39:51| INFO doc finished [took 86.8950s]
04/01/24 17:40:04| INFO d_m3w_sld_rbf_is finished [took 147.7626s]
04/01/24 17:40:11| INFO d_m3w_sld_rbf_ne finished [took 171.8619s]
04/01/24 17:40:48| INFO d_mul_sld_rbf_is finished [took 191.9057s]
04/01/24 17:40:57| INFO d_bin_sld_rbf_is finished [took 202.0489s]
04/01/24 17:41:14| DEBUG [size=11,place=1] best score = 0.00961308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.770s]
04/01/24 17:41:14| DEBUG [size=11,place=2] best score = 0.02736527; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 44.749702176267604, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.770s]
04/01/24 17:42:02| DEBUG [size=28,place=1] best score = 0.00801541; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 47.380s]
04/01/24 17:42:02| DEBUG [size=28,place=2] best score = 0.00843366; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 47.381s]
04/01/24 17:42:24| DEBUG [size=17,place=1] best score = 0.00797147; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 22.745s]
04/01/24 17:42:24| DEBUG [size=17,place=2] best score = 0.00851595; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.745s]
04/01/24 17:42:47| DEBUG [size=22,place=1] best score = 0.00861999; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 23.032s]
04/01/24 17:42:47| DEBUG [size=22,place=2] best score = 0.00876811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 23.033s]
04/01/24 17:42:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00797) [took 109.0459s]
04/01/24 17:44:34| INFO d_bin_sld_rbf_gs finished [took 215.2872s]
04/01/24 17:44:53| DEBUG [size=11,place=1] best score = 0.00972414; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.580s]
04/01/24 17:44:53| DEBUG [size=11,place=2] best score = 0.02399336; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.581s]
04/01/24 17:45:51| DEBUG [size=28,place=1] best score = 0.00765141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 57.401s]
04/01/24 17:45:51| DEBUG [size=28,place=2] best score = 0.00771520; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 57.401s]
04/01/24 17:46:24| DEBUG [size=17,place=1] best score = 0.00774165; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.801s]
04/01/24 17:46:24| DEBUG [size=17,place=2] best score = 0.00775783; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.801s]
04/01/24 17:46:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00765) [took 109.8960s]
04/01/24 17:49:10| INFO d_mul_sld_rbf_gs finished [took 275.3187s]
04/01/24 17:49:28| DEBUG [size=11,place=1] best score = 0.00943379; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.050s]
04/01/24 17:49:28| DEBUG [size=11,place=2] best score = 0.01083687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': None, 'confidence': None} [took 17.051s]
04/01/24 17:49:53| DEBUG [size=28,place=1] best score = 0.00885859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.656s]
04/01/24 17:49:53| DEBUG [size=28,place=2] best score = 0.00893802; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.656s]
04/01/24 17:50:15| DEBUG [size=18,place=1] best score = 0.00897335; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.415s]
04/01/24 17:50:15| DEBUG [size=18,place=2] best score = 0.00898251; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.44749702176267603, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.416s]
04/01/24 17:50:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.0447497021762676, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00886) [took 64.2344s]
04/01/24 17:51:38| INFO d_m3w_sld_rbf_gs finished [took 147.2479s]
04/01/24 17:51:38| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 1072.7900s]
04/01/24 17:51:38| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
04/01/24 17:54:56| INFO d_m3w_sld_rbf_c finished [took 196.0924s]
04/01/24 17:55:12| INFO d_bin_sld_rbf_mc finished [took 211.8805s]
04/01/24 17:55:13| INFO d_bin_sld_rbf finished [took 213.4383s]
04/01/24 17:55:14| INFO d_mul_sld_rbf finished [took 214.5443s]
04/01/24 17:55:20| INFO d_bin_sld_rbf_c finished [took 220.3302s]
04/01/24 17:55:26| INFO d_m3w_sld_rbf finished [took 226.3786s]
04/01/24 17:55:41| INFO d_m3w_sld_rbf_mc finished [took 241.7036s]
04/01/24 17:56:03| INFO d_mul_sld_rbf_ne finished [took 263.7080s]
04/01/24 17:56:21| INFO d_mul_sld_rbf_c finished [took 281.9436s]
04/01/24 17:56:22| INFO d_mul_sld_rbf_mc finished [took 282.4380s]
04/01/24 17:56:49| INFO ref finished [took 88.6186s]
04/01/24 17:57:05| INFO atc_mc finished [took 98.4208s]
04/01/24 17:57:15| INFO doc finished [took 93.0668s]
04/01/24 17:57:18| INFO d_bin_sld_rbf_is finished [took 125.8277s]
04/01/24 17:57:21| INFO d_m3w_sld_rbf_ne finished [took 144.6802s]
04/01/24 17:57:43| INFO d_m3w_sld_rbf_is finished [took 148.4988s]
04/01/24 17:58:03| INFO d_bin_sld_rbf_ne finished [took 383.4559s]
04/01/24 17:58:16| INFO d_mul_sld_rbf_is finished [took 182.4417s]
04/01/24 17:58:27| DEBUG [size=11,place=1] best score = 0.01106664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 10.301s]
04/01/24 17:58:27| DEBUG [size=11,place=2] best score = 0.01127388; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.301s]
04/01/24 17:58:52| DEBUG [size=28,place=1] best score = 0.00737811; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 25.780s]
04/01/24 17:58:52| DEBUG [size=28,place=2] best score = 0.00766650; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} [took 25.780s]
04/01/24 17:59:14| DEBUG [size=22,place=1] best score = 0.00734912; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.857s]
04/01/24 17:59:14| DEBUG [size=22,place=2] best score = 0.00765833; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': None, 'confidence': None} [took 21.858s]
04/01/24 17:59:30| DEBUG [size=18,place=1] best score = 0.00786593; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.131s]
04/01/24 17:59:30| DEBUG [size=18,place=2] best score = 0.00835903; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': None, 'confidence': None} [took 16.132s]
04/01/24 17:59:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00735) [took 74.1827s]
04/01/24 18:01:23| INFO d_bin_sld_rbf_gs finished [took 186.7590s]
04/01/24 18:01:42| DEBUG [size=11,place=1] best score = 0.00854867; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.702s]
04/01/24 18:01:42| DEBUG [size=11,place=2] best score = 0.00895910; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.708247728477126, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.703s]
04/01/24 18:02:32| DEBUG [size=28,place=1] best score = 0.00676099; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.602s]
04/01/24 18:02:32| DEBUG [size=28,place=2] best score = 0.00769322; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.603s]
04/01/24 18:03:41| DEBUG [size=22,place=1] best score = 0.00753704; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.044s]
04/01/24 18:03:41| DEBUG [size=22,place=2] best score = 0.00757925; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} [took 69.044s]
04/01/24 18:03:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4370824772847713, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00676) [took 137.3584s]
04/01/24 18:05:58| INFO d_mul_sld_rbf_gs finished [took 274.8533s]
04/01/24 18:06:14| DEBUG [size=11,place=1] best score = 0.00788461; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 15.172s]
04/01/24 18:06:14| DEBUG [size=11,place=2] best score = 0.00796189; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.708247728477126, 'quantifier__recalib': 'bcts', 'confidence': None} [took 15.173s]
04/01/24 18:07:03| DEBUG [size=28,place=1] best score = 0.00718805; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.649s]
04/01/24 18:07:03| DEBUG [size=28,place=2] best score = 0.00756333; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 48.650s]
04/01/24 18:07:28| DEBUG [size=16,place=1] best score = 0.00718633; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 25.641s]
04/01/24 18:07:28| DEBUG [size=16,place=2] best score = 0.00746508; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.642s]
04/01/24 18:07:58| DEBUG [size=17,place=1] best score = 0.00770910; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 437.0824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.459s]
04/01/24 18:07:58| DEBUG [size=17,place=2] best score = 0.00799554; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.459s]
04/01/24 18:07:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.370824772847713, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00719) [took 118.9440s]
04/01/24 18:10:14| INFO d_m3w_sld_rbf_gs finished [took 254.8730s]
04/01/24 18:10:14| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 1115.7052s]
04/01/24 18:10:14| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
04/01/24 18:13:25| INFO d_bin_sld_rbf finished [took 188.5048s]
04/01/24 18:13:49| INFO d_m3w_sld_rbf_c finished [took 213.2110s]
04/01/24 18:13:53| INFO d_bin_sld_rbf_mc finished [took 216.2726s]
04/01/24 18:13:55| INFO d_m3w_sld_rbf finished [took 220.0591s]
04/01/24 18:14:11| INFO d_mul_sld_rbf_ne finished [took 234.3845s]
04/01/24 18:14:11| INFO d_bin_sld_rbf_ne finished [took 234.6360s]
04/01/24 18:14:13| INFO d_bin_sld_rbf_c finished [took 236.6620s]
04/01/24 18:14:15| INFO d_m3w_sld_rbf_mc finished [took 239.0267s]
04/01/24 18:14:35| INFO d_mul_sld_rbf_mc finished [took 258.2791s]
04/01/24 18:14:44| INFO d_mul_sld_rbf_c finished [took 267.8999s]
04/01/24 18:15:19| INFO d_mul_sld_rbf finished [took 303.3047s]
04/01/24 18:15:26| INFO ref finished [took 74.6551s]
04/01/24 18:15:47| INFO doc finished [took 93.6984s]
04/01/24 18:15:48| INFO atc_mc finished [took 96.1770s]
04/01/24 18:16:12| INFO d_m3w_sld_rbf_ne finished [took 166.6003s]
04/01/24 18:16:14| INFO d_m3w_sld_rbf_is finished [took 137.5760s]
04/01/24 18:16:16| INFO d_bin_sld_rbf_is finished [took 145.9688s]
04/01/24 18:16:40| INFO d_mul_sld_rbf_is finished [took 166.4200s]
04/01/24 18:16:50| DEBUG [size=11,place=1] best score = 0.00861260; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 9.758s]
04/01/24 18:16:50| DEBUG [size=11,place=2] best score = 0.01169786; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 9.759s]
04/01/24 18:17:44| DEBUG [size=26,place=1] best score = 0.00789145; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 53.071s]
04/01/24 18:17:44| DEBUG [size=26,place=2] best score = 0.01200790; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 53.072s]
04/01/24 18:18:58| DEBUG [size=17,place=1] best score = 0.01191064; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.764s]
04/01/24 18:18:58| DEBUG [size=17,place=2] best score = 0.01205051; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.8622025859471774, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.765s]
04/01/24 18:18:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00789) [took 137.7041s]
04/01/24 18:20:17| INFO d_bin_sld_rbf_gs finished [took 215.9228s]
04/01/24 18:20:35| DEBUG [size=11,place=1] best score = 0.00926977; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.382s]
04/01/24 18:20:35| DEBUG [size=11,place=2] best score = 0.01130126; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 17.383s]
04/01/24 18:21:19| DEBUG [size=28,place=1] best score = 0.00900250; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 44.215s]
04/01/24 18:21:19| DEBUG [size=28,place=2] best score = 0.00949465; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 44.215s]
04/01/24 18:21:57| DEBUG [size=20,place=1] best score = 0.00916906; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 38.283s]
04/01/24 18:21:57| DEBUG [size=20,place=2] best score = 0.00943048; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.284s]
04/01/24 18:21:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00900) [took 99.9972s]
04/01/24 18:23:36| INFO d_mul_sld_rbf_gs finished [took 199.2584s]
04/01/24 18:23:54| DEBUG [size=11,place=1] best score = 0.00924001; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.715s]
04/01/24 18:23:54| DEBUG [size=11,place=2] best score = 0.01008753; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.716s]
04/01/24 18:24:54| DEBUG [size=28,place=1] best score = 0.00953989; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.886s]
04/01/24 18:24:54| DEBUG [size=28,place=2] best score = 0.00971457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 38.622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.886s]
04/01/24 18:24:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38622025859471776, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00924) [took 76.7117s]
04/01/24 18:26:40| INFO d_m3w_sld_rbf_gs finished [took 182.8930s]
04/01/24 18:26:40| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 986.4656s]
04/01/24 18:26:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
04/01/24 18:30:22| INFO d_m3w_sld_rbf finished [took 219.1201s]
04/01/24 18:30:30| INFO d_mul_sld_rbf_c finished [took 226.6135s]
04/01/24 18:30:38| INFO d_m3w_sld_rbf_c finished [took 235.7981s]
04/01/24 18:30:40| INFO d_bin_sld_rbf_c finished [took 236.6344s]
04/01/24 18:30:40| INFO d_m3w_sld_rbf_mc finished [took 237.3110s]
04/01/24 18:30:47| INFO d_bin_sld_rbf_ne finished [took 243.8164s]
04/01/24 18:31:14| INFO d_mul_sld_rbf finished [took 270.9127s]
04/01/24 18:31:16| INFO d_mul_sld_rbf_mc finished [took 273.4045s]
04/01/24 18:31:21| INFO d_mul_sld_rbf_ne finished [took 278.0461s]
04/01/24 18:32:03| INFO ref finished [took 81.9814s]
04/01/24 18:32:06| INFO d_bin_sld_rbf finished [took 322.7817s]
04/01/24 18:32:25| INFO doc finished [took 69.8393s]
04/01/24 18:32:30| INFO atc_mc finished [took 102.3547s]
04/01/24 18:32:37| INFO d_bin_sld_rbf_is finished [took 126.7343s]
04/01/24 18:33:16| INFO d_m3w_sld_rbf_ne finished [took 172.6686s]
04/01/24 18:33:22| INFO d_m3w_sld_rbf_is finished [took 161.0340s]
04/01/24 18:33:51| INFO d_mul_sld_rbf_is finished [took 191.4741s]
04/01/24 18:33:56| INFO d_bin_sld_rbf_mc finished [took 433.7590s]
04/01/24 18:34:09| DEBUG [size=11,place=1] best score = 0.02624517; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 11.455s]
04/01/24 18:34:09| DEBUG [size=11,place=2] best score = 0.02839635; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.333450239733612, 'quantifier__recalib': None, 'confidence': None} [took 11.456s]
04/01/24 18:34:30| DEBUG [size=26,place=1] best score = 0.01037448; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 21.188s]
04/01/24 18:34:30| DEBUG [size=26,place=2] best score = 0.02578820; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 21.188s]
04/01/24 18:34:42| DEBUG [size=14,place=1] best score = 0.02442257; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.033334502397336124, 'quantifier__recalib': None, 'confidence': None} [took 11.615s]
04/01/24 18:34:42| DEBUG [size=14,place=2] best score = 0.02977048; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 11.615s]
04/01/24 18:34:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': None, 'confidence': None} (score=0.01037) [took 44.2761s]
04/01/24 18:36:06| INFO d_bin_sld_rbf_gs finished [took 128.0560s]
04/01/24 18:36:24| DEBUG [size=11,place=1] best score = 0.03171508; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.334502397336124, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.939s]
04/01/24 18:36:24| DEBUG [size=11,place=2] best score = 0.03609135; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.033334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 17.940s]
04/01/24 18:37:03| DEBUG [size=28,place=1] best score = 0.01610824; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 333.3450239733612, 'quantifier__recalib': 'bcts', 'confidence': None} [took 38.658s]
04/01/24 18:37:03| DEBUG [size=28,place=2] best score = 0.01912381; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.033334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 38.658s]
04/01/24 18:38:08| DEBUG [size=18,place=1] best score = 0.02985905; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 333.3450239733612, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 65.493s]
04/01/24 18:38:08| DEBUG [size=18,place=2] best score = 0.03119018; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 65.494s]
04/01/24 18:38:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 333.3450239733612, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01611) [took 122.0995s]
04/01/24 18:40:27| INFO d_mul_sld_rbf_gs finished [took 260.4212s]
04/01/24 18:40:43| DEBUG [size=11,place=1] best score = 0.03538521; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 14.755s]
04/01/24 18:40:43| DEBUG [size=11,place=2] best score = 0.04116686; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 14.756s]
04/01/24 18:41:18| DEBUG [size=28,place=1] best score = 0.02265339; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.672s]
04/01/24 18:41:18| DEBUG [size=28,place=2] best score = 0.03179429; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.672s]
04/01/24 18:42:04| DEBUG [size=15,place=1] best score = 0.03200127; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.685s]
04/01/24 18:42:04| DEBUG [size=15,place=2] best score = 0.03235715; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': None} [took 45.686s]
04/01/24 18:42:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.33334502397336124, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02265) [took 96.2246s]
04/01/24 18:43:42| INFO d_m3w_sld_rbf_gs finished [took 193.7957s]
04/01/24 18:43:42| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 1021.3531s]
04/01/24 18:43:42| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
04/01/24 18:46:47| INFO d_bin_sld_rbf finished [took 183.4926s]
04/01/24 18:46:57| INFO d_m3w_sld_rbf finished [took 193.9443s]
04/01/24 18:47:09| INFO d_mul_sld_rbf finished [took 205.7887s]
04/01/24 18:47:17| INFO d_m3w_sld_rbf_mc finished [took 213.1709s]
04/01/24 18:47:21| INFO d_m3w_sld_rbf_c finished [took 217.1724s]
04/01/24 18:47:22| INFO d_bin_sld_rbf_mc finished [took 218.3761s]
04/01/24 18:47:23| INFO d_mul_sld_rbf_mc finished [took 219.4574s]
04/01/24 18:47:35| INFO d_mul_sld_rbf_ne finished [took 231.1688s]
04/01/24 18:47:49| INFO d_mul_sld_rbf_c finished [took 245.2825s]
04/01/24 18:48:06| INFO d_bin_sld_rbf_ne finished [took 262.5574s]
04/01/24 18:48:45| INFO doc finished [took 81.4177s]
04/01/24 18:48:52| INFO atc_mc finished [took 89.2418s]
04/01/24 18:48:55| INFO ref finished [took 93.7136s]
04/01/24 18:49:08| INFO d_bin_sld_rbf_is finished [took 129.7419s]
04/01/24 18:49:16| INFO d_m3w_sld_rbf_ne finished [took 148.3660s]
04/01/24 18:49:18| INFO d_bin_sld_rbf_c finished [took 333.9121s]
04/01/24 18:49:19| INFO d_m3w_sld_rbf_is finished [took 121.9569s]
04/01/24 18:49:56| INFO d_mul_sld_rbf_is finished [took 166.1050s]
04/01/24 18:50:10| DEBUG [size=11,place=1] best score = 0.00887228; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 12.939s]
04/01/24 18:50:10| DEBUG [size=11,place=2] best score = 0.01716665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.940s]
04/01/24 18:50:35| DEBUG [size=28,place=1] best score = 0.00588213; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.225s]
04/01/24 18:50:35| DEBUG [size=28,place=2] best score = 0.00702381; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 25.226s]
04/01/24 18:51:24| DEBUG [size=22,place=1] best score = 0.00597307; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.042s]
04/01/24 18:51:24| DEBUG [size=22,place=2] best score = 0.00714481; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 49.043s]
04/01/24 18:51:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00588) [took 87.3249s]
04/01/24 18:53:00| INFO d_bin_sld_rbf_gs finished [took 183.1305s]
04/01/24 18:53:18| DEBUG [size=11,place=1] best score = 0.01130742; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.834s]
04/01/24 18:53:18| DEBUG [size=11,place=2] best score = 0.01663448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.834s]
04/01/24 18:53:57| DEBUG [size=28,place=1] best score = 0.00579266; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 39.497s]
04/01/24 18:53:57| DEBUG [size=28,place=2] best score = 0.00624082; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 39.498s]
04/01/24 18:54:15| DEBUG [size=16,place=1] best score = 0.00576702; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.832s]
04/01/24 18:54:15| DEBUG [size=16,place=2] best score = 0.00694873; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': 'bcts', 'confidence': None} [took 17.832s]
04/01/24 18:54:50| DEBUG [size=18,place=1] best score = 0.00663103; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7681386120220206, 'quantifier__recalib': 'bcts', 'confidence': None} [took 34.995s]
04/01/24 18:54:50| DEBUG [size=18,place=2] best score = 0.00720367; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': None} [took 34.996s]
04/01/24 18:54:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00577) [took 109.1780s]
04/01/24 18:57:04| INFO d_mul_sld_rbf_gs finished [took 243.7445s]
04/01/24 18:57:21| DEBUG [size=11,place=1] best score = 0.00692790; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 276.8138612022021, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 15.760s]
04/01/24 18:57:21| DEBUG [size=11,place=2] best score = 0.02566057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 15.760s]
04/01/24 18:57:52| DEBUG [size=28,place=1] best score = 0.00675198; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 31.493s]
04/01/24 18:57:52| DEBUG [size=28,place=2] best score = 0.00784875; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.493s]
04/01/24 18:58:20| DEBUG [size=17,place=1] best score = 0.00731704; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': None} [took 27.531s]
04/01/24 18:58:20| DEBUG [size=17,place=2] best score = 0.00781412; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027681386120220208, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 27.531s]
04/01/24 18:58:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2768138612022021, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00675) [took 74.8956s]
04/01/24 19:00:33| INFO d_m3w_sld_rbf_gs finished [took 207.9234s]
04/01/24 19:00:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 1011.4615s]
----------------------------------------------------------------------------------------------------
15/01/24 17:49:01| INFO dataset imdb [pool size: 10]
15/01/24 17:49:01| INFO Dataset sample [0.1 0.9] of dataset imdb started
15/01/24 17:49:37| INFO d_mul_sld_lr_c finished [took 33.7198s]
15/01/24 17:49:40| INFO d_mul_sld_lr finished [took 35.4064s]
15/01/24 17:49:48| INFO d_m3w_sld_lr_c finished [took 42.7319s]
15/01/24 17:49:48| INFO d_mul_sld_lr_ne finished [took 43.2378s]
15/01/24 17:49:50| INFO d_m3w_sld_lr_mc finished [took 45.1636s]
15/01/24 17:49:51| INFO d_mul_sld_lr_mc finished [took 46.4592s]
15/01/24 17:49:55| INFO d_m3w_sld_lr finished [took 50.0477s]
15/01/24 17:50:00| INFO d_bin_sld_lr finished [took 54.6395s]
15/01/24 17:50:00| INFO d_bin_sld_lr_ne finished [took 54.8601s]
15/01/24 17:50:10| INFO d_bin_sld_lr_mc finished [took 64.9242s]
15/01/24 17:50:13| INFO d_bin_sld_lr_c finished [took 68.0005s]
15/01/24 17:50:20| INFO d_m3w_sld_lr_ne finished [took 41.7101s]
15/01/24 17:50:20| INFO d_mul_sld_lr_is finished [took 31.4644s]
15/01/24 17:50:26| INFO ref finished [took 25.9002s]
15/01/24 17:50:26| INFO d_m3w_sld_lr_is finished [took 37.2890s]
15/01/24 17:50:27| INFO d_m3w_sld_lr_a finished [took 31.6666s]
15/01/24 17:50:31| INFO d_mul_sld_lr_a finished [took 38.9138s]
15/01/24 17:50:35| INFO atc_mc finished [took 34.4872s]
15/01/24 17:50:41| INFO doc finished [took 30.4517s]
15/01/24 17:51:00| INFO d_bin_sld_lr_is finished [took 78.6868s]
15/01/24 17:51:10| INFO d_bin_sld_lr_a finished [took 78.7613s]
15/01/24 17:51:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 16.1982s]
15/01/24 17:51:54| INFO d_bin_sld_lr_gs finished [took 43.6779s]
15/01/24 17:52:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 14.9731s]
15/01/24 17:52:35| INFO d_mul_sld_lr_gs finished [took 39.6570s]
15/01/24 17:52:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 22.1340s]
15/01/24 17:53:18| INFO d_m3w_sld_lr_gs finished [took 42.1031s]
15/01/24 17:53:18| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 257.0425s]
15/01/24 17:53:18| INFO Dataset sample [0.2 0.8] of dataset imdb started
15/01/24 17:54:01| INFO d_m3w_sld_lr_c finished [took 40.5469s]
15/01/24 17:54:01| INFO d_m3w_sld_lr_mc finished [took 41.2263s]
15/01/24 17:54:02| INFO d_m3w_sld_lr finished [took 42.0383s]
15/01/24 17:54:11| INFO d_mul_sld_lr_c finished [took 50.4774s]
15/01/24 17:54:11| INFO d_mul_sld_lr_ne finished [took 50.5285s]
15/01/24 17:54:12| INFO d_mul_sld_lr_mc finished [took 51.6536s]
15/01/24 17:54:13| INFO d_mul_sld_lr finished [took 52.4963s]
15/01/24 17:54:42| INFO d_bin_sld_lr_mc finished [took 83.0957s]
15/01/24 17:54:42| INFO d_m3w_sld_lr_ne finished [took 40.6046s]
15/01/24 17:54:52| INFO d_m3w_sld_lr_is finished [took 40.4571s]
15/01/24 17:54:53| INFO d_mul_sld_lr_is finished [took 50.1777s]
15/01/24 17:54:55| INFO d_m3w_sld_lr_a finished [took 40.7750s]
15/01/24 17:55:00| INFO d_mul_sld_lr_a finished [took 46.6749s]
15/01/24 17:55:02| INFO ref finished [took 19.0747s]
15/01/24 17:55:18| INFO d_bin_sld_lr_c finished [took 117.7597s]
15/01/24 17:55:22| INFO atc_mc finished [took 38.2006s]
15/01/24 17:55:26| INFO doc finished [took 32.2210s]
15/01/24 17:55:28| INFO d_bin_sld_lr_is finished [took 85.1813s]
15/01/24 17:55:28| INFO d_bin_sld_lr_ne finished [took 127.3877s]
15/01/24 17:55:29| INFO d_bin_sld_lr_a finished [took 76.8810s]
15/01/24 17:55:42| INFO d_bin_sld_lr finished [took 141.6945s]
15/01/24 17:56:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 22.8823s]
15/01/24 17:56:56| INFO d_bin_sld_lr_gs finished [took 73.1104s]
15/01/24 17:57:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 26.9992s]
15/01/24 17:57:48| INFO d_mul_sld_lr_gs finished [took 50.8986s]
15/01/24 17:58:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 23.7733s]
15/01/24 17:58:34| INFO d_m3w_sld_lr_gs finished [took 44.0005s]
15/01/24 17:58:34| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 315.9828s]
15/01/24 17:58:34| INFO Dataset sample [0.3 0.7] of dataset imdb started
15/01/24 17:59:01| INFO d_m3w_sld_lr_c finished [took 25.6607s]
15/01/24 17:59:18| INFO d_m3w_sld_lr_mc finished [took 41.7932s]
15/01/24 17:59:18| INFO d_m3w_sld_lr finished [took 42.2261s]
15/01/24 17:59:30| INFO d_bin_sld_lr_mc finished [took 54.2641s]
15/01/24 17:59:33| INFO d_mul_sld_lr_c finished [took 56.8973s]
15/01/24 17:59:35| INFO d_mul_sld_lr_ne finished [took 58.3393s]
15/01/24 17:59:35| INFO d_mul_sld_lr finished [took 58.5635s]
15/01/24 17:59:35| INFO d_mul_sld_lr_mc finished [took 58.8058s]
15/01/24 17:59:41| INFO d_m3w_sld_lr_ne finished [took 38.8578s]
15/01/24 17:59:44| INFO d_bin_sld_lr_c finished [took 68.1180s]
15/01/24 17:59:46| INFO d_bin_sld_lr_ne finished [took 69.3790s]
15/01/24 17:59:47| INFO d_bin_sld_lr finished [took 70.7671s]
15/01/24 17:59:58| INFO d_m3w_sld_lr_is finished [took 26.5427s]
15/01/24 18:00:03| INFO ref finished [took 26.9495s]
15/01/24 18:00:05| INFO d_m3w_sld_lr_a finished [took 28.6785s]
15/01/24 18:00:06| INFO d_mul_sld_lr_is finished [took 46.0447s]
15/01/24 18:00:15| INFO atc_mc finished [took 32.8308s]
15/01/24 18:00:16| INFO d_bin_sld_lr_is finished [took 56.9834s]
15/01/24 18:00:19| INFO d_mul_sld_lr_a finished [took 42.7952s]
15/01/24 18:00:22| INFO doc finished [took 36.9146s]
15/01/24 18:00:22| INFO d_bin_sld_lr_a finished [took 48.2349s]
15/01/24 18:00:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.03389) [took 27.6644s]
15/01/24 18:01:21| INFO d_bin_sld_lr_gs finished [took 56.9722s]
15/01/24 18:01:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 26.1980s]
15/01/24 18:02:18| INFO d_mul_sld_lr_gs finished [took 55.9982s]
15/01/24 18:02:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01155) [took 19.2005s]
15/01/24 18:02:59| INFO d_m3w_sld_lr_gs finished [took 39.6492s]
15/01/24 18:02:59| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 265.3022s]
15/01/24 18:02:59| INFO Dataset sample [0.4 0.6] of dataset imdb started
15/01/24 18:03:31| INFO d_m3w_sld_lr_mc finished [took 29.7645s]
15/01/24 18:03:43| INFO d_m3w_sld_lr finished [took 41.7471s]
15/01/24 18:03:43| INFO d_m3w_sld_lr_c finished [took 42.4684s]
15/01/24 18:03:56| INFO d_mul_sld_lr_ne finished [took 56.0987s]
15/01/24 18:03:57| INFO d_m3w_sld_lr_ne finished [took 26.0042s]
15/01/24 18:04:02| INFO d_mul_sld_lr_c finished [took 60.7062s]
15/01/24 18:04:04| INFO d_bin_sld_lr_mc finished [took 62.9279s]
15/01/24 18:04:04| INFO d_mul_sld_lr_mc finished [took 63.2147s]
15/01/24 18:04:04| INFO d_bin_sld_lr_c finished [took 63.3475s]
15/01/24 18:04:06| INFO d_bin_sld_lr_ne finished [took 64.6805s]
15/01/24 18:04:06| INFO d_bin_sld_lr finished [took 64.9333s]
15/01/24 18:04:08| INFO d_mul_sld_lr finished [took 66.5752s]
15/01/24 18:04:25| INFO ref finished [took 20.1666s]
15/01/24 18:04:31| INFO d_bin_sld_lr_is finished [took 47.1727s]
15/01/24 18:04:36| INFO d_m3w_sld_lr_is finished [took 38.2492s]
15/01/24 18:04:36| INFO d_bin_sld_lr_a finished [took 37.9401s]
15/01/24 18:04:37| INFO d_m3w_sld_lr_a finished [took 32.0227s]
15/01/24 18:04:41| INFO d_mul_sld_lr_is finished [took 56.2433s]
15/01/24 18:04:42| INFO atc_mc finished [took 36.6797s]
15/01/24 18:04:43| INFO doc finished [took 36.6855s]
15/01/24 18:04:46| INFO d_mul_sld_lr_a finished [took 43.3674s]
15/01/24 18:05:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01348) [took 28.9868s]
15/01/24 18:05:46| INFO d_bin_sld_lr_gs finished [took 59.3348s]
15/01/24 18:06:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01057) [took 24.1284s]
15/01/24 18:06:41| INFO d_mul_sld_lr_gs finished [took 53.5878s]
15/01/24 18:07:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01195) [took 18.5303s]
15/01/24 18:07:21| INFO d_m3w_sld_lr_gs finished [took 39.2015s]
15/01/24 18:07:21| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 262.0319s]
15/01/24 18:07:21| INFO Dataset sample [0.5 0.5] of dataset imdb started
15/01/24 18:07:58| INFO d_bin_sld_lr_c finished [took 35.3277s]
15/01/24 18:08:05| INFO d_m3w_sld_lr finished [took 41.2368s]
15/01/24 18:08:05| INFO d_m3w_sld_lr_c finished [took 41.9152s]
15/01/24 18:08:06| INFO d_m3w_sld_lr_mc finished [took 42.4137s]
15/01/24 18:08:21| INFO d_bin_sld_lr_ne finished [took 57.5207s]
15/01/24 18:08:22| INFO d_bin_sld_lr finished [took 59.1340s]
15/01/24 18:08:23| INFO d_bin_sld_lr_mc finished [took 59.7412s]
15/01/24 18:08:25| INFO d_mul_sld_lr_c finished [took 61.5090s]
15/01/24 18:08:27| INFO d_mul_sld_lr_mc finished [took 63.7563s]
15/01/24 18:08:28| INFO d_mul_sld_lr_ne finished [took 64.3492s]
15/01/24 18:08:30| INFO d_m3w_sld_lr_ne finished [took 31.1248s]
15/01/24 18:08:31| INFO d_mul_sld_lr finished [took 67.3437s]
15/01/24 18:08:50| INFO d_m3w_sld_lr_is finished [took 42.8634s]
15/01/24 18:08:55| INFO d_mul_sld_lr_is finished [took 48.6715s]
15/01/24 18:08:55| INFO ref finished [took 29.6043s]
15/01/24 18:08:58| INFO d_bin_sld_lr_is finished [took 52.3610s]
15/01/24 18:09:02| INFO d_mul_sld_lr_a finished [took 38.3585s]
15/01/24 18:09:02| INFO atc_mc finished [took 33.5845s]
15/01/24 18:09:02| INFO d_m3w_sld_lr_a finished [took 37.8336s]
15/01/24 18:09:02| INFO doc finished [took 33.2050s]
15/01/24 18:09:03| INFO d_bin_sld_lr_a finished [took 41.4838s]
15/01/24 18:09:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01228) [took 27.7946s]
15/01/24 18:09:59| INFO d_bin_sld_lr_gs finished [took 54.6746s]
15/01/24 18:10:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 23.4670s]
15/01/24 18:10:52| INFO d_mul_sld_lr_gs finished [took 52.0820s]
15/01/24 18:11:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01011) [took 17.5338s]
15/01/24 18:11:31| INFO d_m3w_sld_lr_gs finished [took 37.8329s]
15/01/24 18:11:31| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 249.5515s]
15/01/24 18:11:31| INFO Dataset sample [0.6 0.4] of dataset imdb started
15/01/24 18:11:58| INFO d_m3w_sld_lr_mc finished [took 25.9205s]
15/01/24 18:12:15| INFO d_m3w_sld_lr finished [took 42.1009s]
15/01/24 18:12:16| INFO d_m3w_sld_lr_c finished [took 42.7139s]
15/01/24 18:12:25| INFO d_m3w_sld_lr_ne finished [took 26.3173s]
15/01/24 18:12:32| INFO d_bin_sld_lr_mc finished [took 59.4948s]
15/01/24 18:12:33| INFO d_bin_sld_lr_c finished [took 60.2364s]
15/01/24 18:12:34| INFO d_bin_sld_lr_ne finished [took 60.6921s]
15/01/24 18:12:35| INFO d_bin_sld_lr finished [took 61.7090s]
15/01/24 18:12:35| INFO d_mul_sld_lr_c finished [took 62.3778s]
15/01/24 18:12:35| INFO d_mul_sld_lr_ne finished [took 62.3771s]
15/01/24 18:12:36| INFO d_mul_sld_lr_mc finished [took 63.0142s]
15/01/24 18:12:42| INFO d_mul_sld_lr finished [took 68.8177s]
15/01/24 18:12:54| INFO d_m3w_sld_lr_is finished [took 27.7265s]
15/01/24 18:13:01| INFO d_mul_sld_lr_is finished [took 44.0614s]
15/01/24 18:13:03| INFO ref finished [took 27.7929s]
15/01/24 18:13:10| INFO d_m3w_sld_lr_a finished [took 34.9682s]
15/01/24 18:13:10| INFO d_bin_sld_lr_is finished [took 53.7303s]
15/01/24 18:13:11| INFO atc_mc finished [took 34.7752s]
15/01/24 18:13:13| INFO d_mul_sld_lr_a finished [took 38.3476s]
15/01/24 18:13:14| INFO doc finished [took 37.3981s]
15/01/24 18:13:15| INFO d_bin_sld_lr_a finished [took 41.4193s]
15/01/24 18:13:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01218) [took 29.3475s]
15/01/24 18:14:12| INFO d_bin_sld_lr_gs finished [took 56.0412s]
15/01/24 18:14:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 23.3484s]
15/01/24 18:15:05| INFO d_mul_sld_lr_gs finished [took 51.0933s]
15/01/24 18:15:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 17.6988s]
15/01/24 18:15:44| INFO d_m3w_sld_lr_gs finished [took 37.9186s]
15/01/24 18:15:44| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 252.8044s]
15/01/24 18:15:44| INFO Dataset sample [0.7 0.3] of dataset imdb started
15/01/24 18:16:30| INFO d_m3w_sld_lr_mc finished [took 42.7271s]
15/01/24 18:16:30| INFO d_m3w_sld_lr finished [took 42.6842s]
15/01/24 18:16:30| INFO d_m3w_sld_lr_c finished [took 42.7473s]
15/01/24 18:16:32| INFO d_mul_sld_lr_c finished [took 45.5411s]
15/01/24 18:16:38| INFO d_mul_sld_lr_mc finished [took 51.9571s]
15/01/24 18:16:46| INFO d_mul_sld_lr_ne finished [took 59.3465s]
15/01/24 18:16:48| INFO d_mul_sld_lr finished [took 60.8858s]
15/01/24 18:16:50| INFO d_bin_sld_lr_c finished [took 63.1233s]
15/01/24 18:16:52| INFO d_bin_sld_lr_mc finished [took 64.8376s]
15/01/24 18:16:53| INFO d_bin_sld_lr_ne finished [took 66.2748s]
15/01/24 18:16:55| INFO d_bin_sld_lr finished [took 68.2344s]
15/01/24 18:17:11| INFO d_m3w_sld_lr_ne finished [took 40.2246s]
15/01/24 18:17:12| INFO d_mul_sld_lr_is finished [took 40.6077s]
15/01/24 18:17:15| INFO d_bin_sld_lr_is finished [took 44.5678s]
15/01/24 18:17:16| INFO d_m3w_sld_lr_is finished [took 42.4043s]
15/01/24 18:17:20| INFO ref finished [took 28.2010s]
15/01/24 18:17:21| INFO d_m3w_sld_lr_a finished [took 31.4213s]
15/01/24 18:17:26| INFO atc_mc finished [took 32.6816s]
15/01/24 18:17:28| INFO d_bin_sld_lr_a finished [took 49.4162s]
15/01/24 18:17:31| INFO doc finished [took 36.6569s]
15/01/24 18:17:32| INFO d_mul_sld_lr_a finished [took 44.1648s]
15/01/24 18:17:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 24.7828s]
15/01/24 18:18:25| INFO d_bin_sld_lr_gs finished [took 50.7034s]
15/01/24 18:18:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01032) [took 25.2427s]
15/01/24 18:19:15| INFO d_mul_sld_lr_gs finished [took 48.6775s]
15/01/24 18:19:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 19.0121s]
15/01/24 18:19:57| INFO d_m3w_sld_lr_gs finished [took 39.7890s]
15/01/24 18:19:57| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 252.9944s]
15/01/24 18:19:57| INFO Dataset sample [0.8 0.2] of dataset imdb started
15/01/24 18:20:40| INFO d_m3w_sld_lr_c finished [took 41.1190s]
15/01/24 18:20:40| INFO d_mul_sld_lr_ne finished [took 42.3545s]
15/01/24 18:20:41| INFO d_m3w_sld_lr_mc finished [took 42.1902s]
15/01/24 18:20:41| INFO d_m3w_sld_lr finished [took 42.5104s]
15/01/24 18:20:51| INFO d_mul_sld_lr_mc finished [took 52.7308s]
15/01/24 18:20:52| INFO d_mul_sld_lr finished [took 53.8348s]
15/01/24 18:21:01| INFO d_mul_sld_lr_c finished [took 62.6006s]
15/01/24 18:21:17| INFO d_m3w_sld_lr_is finished [took 35.4945s]
15/01/24 18:21:22| INFO d_m3w_sld_lr_ne finished [took 41.2581s]
15/01/24 18:21:26| INFO d_mul_sld_lr_is finished [took 44.7275s]
15/01/24 18:21:38| INFO ref finished [took 19.5959s]
15/01/24 18:21:44| INFO d_m3w_sld_lr_a finished [took 41.8693s]
15/01/24 18:21:52| INFO d_mul_sld_lr_a finished [took 58.9394s]
15/01/24 18:21:54| INFO atc_mc finished [took 31.2888s]
15/01/24 18:22:03| INFO doc finished [took 36.0112s]
15/01/24 18:22:11| INFO d_bin_sld_lr_c finished [took 132.0094s]
15/01/24 18:22:14| INFO d_bin_sld_lr_a finished [took 81.5148s]
15/01/24 18:22:15| INFO d_bin_sld_lr_is finished [took 94.3367s]
15/01/24 18:22:17| INFO d_bin_sld_lr_mc finished [took 138.4616s]
15/01/24 18:22:27| INFO d_bin_sld_lr_ne finished [took 147.9070s]
15/01/24 18:22:38| INFO d_bin_sld_lr finished [took 159.1746s]
15/01/24 18:23:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 23.3287s]
15/01/24 18:23:57| INFO d_bin_sld_lr_gs finished [took 77.8188s]
15/01/24 18:24:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01038) [took 27.3858s]
15/01/24 18:24:49| INFO d_mul_sld_lr_gs finished [took 51.3426s]
15/01/24 18:25:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00976) [took 22.4971s]
15/01/24 18:25:34| INFO d_m3w_sld_lr_gs finished [took 43.4205s]
15/01/24 18:25:34| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 336.8285s]
15/01/24 18:25:34| INFO Dataset sample [0.9 0.1] of dataset imdb started
15/01/24 18:26:09| INFO d_mul_sld_lr finished [took 34.1607s]
15/01/24 18:26:22| INFO d_mul_sld_lr_c finished [took 46.3239s]
15/01/24 18:26:22| INFO d_mul_sld_lr_ne finished [took 46.9162s]
15/01/24 18:26:22| INFO d_m3w_sld_lr_c finished [took 47.0767s]
15/01/24 18:26:25| INFO d_mul_sld_lr_mc finished [took 50.0365s]
15/01/24 18:26:26| INFO d_m3w_sld_lr_mc finished [took 50.6327s]
15/01/24 18:26:28| INFO d_m3w_sld_lr finished [took 52.8167s]
15/01/24 18:26:42| INFO d_m3w_sld_lr_ne finished [took 32.9090s]
15/01/24 18:27:09| INFO d_mul_sld_lr_is finished [took 45.8431s]
15/01/24 18:27:09| INFO d_m3w_sld_lr_is finished [took 45.7742s]
15/01/24 18:27:12| INFO d_mul_sld_lr_a finished [took 45.6657s]
15/01/24 18:27:13| INFO ref finished [took 29.4818s]
15/01/24 18:27:14| INFO d_m3w_sld_lr_a finished [took 45.4034s]
15/01/24 18:27:22| INFO d_bin_sld_lr_ne finished [took 107.0099s]
15/01/24 18:27:39| INFO doc finished [took 29.8247s]
15/01/24 18:27:41| INFO d_bin_sld_lr finished [took 125.9775s]
15/01/24 18:27:45| INFO atc_mc finished [took 35.3106s]
15/01/24 18:27:51| INFO d_bin_sld_lr_c finished [took 135.8770s]
15/01/24 18:27:55| INFO d_bin_sld_lr_mc finished [took 139.3955s]
15/01/24 18:28:29| INFO d_bin_sld_lr_a finished [took 123.1343s]
15/01/24 18:28:35| INFO d_bin_sld_lr_is finished [took 132.8137s]
15/01/24 18:28:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01200) [took 16.8176s]
15/01/24 18:29:16| INFO d_bin_sld_lr_gs finished [took 39.9236s]
15/01/24 18:29:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 14.1491s]
15/01/24 18:29:58| INFO d_mul_sld_lr_gs finished [took 40.7316s]
15/01/24 18:30:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00859) [took 19.2080s]
15/01/24 18:30:39| INFO d_m3w_sld_lr_gs finished [took 40.1948s]
15/01/24 18:30:39| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 305.1727s]
----------------------------------------------------------------------------------------------------
15/01/24 18:34:34| INFO dataset imdb [pool size: 10]
15/01/24 18:34:34| INFO Dataset sample [0.1 0.9] of dataset imdb started
15/01/24 18:35:11| INFO d_bin_sld_lr finished [took 32.1577s]
15/01/24 18:35:20| INFO d_m3w_sld_lr_c finished [took 42.7347s]
15/01/24 18:35:22| INFO d_mul_sld_lr_c finished [took 43.7385s]
15/01/24 18:35:22| INFO d_mul_sld_lr_ne finished [took 43.8990s]
15/01/24 18:35:25| INFO d_mul_sld_lr_mc finished [took 46.2045s]
15/01/24 18:35:25| INFO d_m3w_sld_lr_mc finished [took 46.3944s]
15/01/24 18:35:27| INFO d_mul_sld_lr finished [took 48.7370s]
15/01/24 18:35:28| INFO d_m3w_sld_lr finished [took 49.4940s]
15/01/24 18:35:34| INFO d_bin_sld_lr_ne finished [took 55.2592s]
15/01/24 18:35:45| INFO d_bin_sld_lr_mc finished [took 66.7221s]
15/01/24 18:35:46| INFO d_bin_sld_lr_c finished [took 67.8742s]
15/01/24 18:35:50| INFO d_m3w_sld_lr_ne finished [took 38.6304s]
15/01/24 18:35:55| INFO ref finished [took 26.7075s]
15/01/24 18:35:58| INFO d_mul_sld_lr_is finished [took 34.6392s]
15/01/24 18:36:02| INFO d_m3w_sld_lr_is finished [took 38.8160s]
15/01/24 18:36:04| INFO d_m3w_sld_lr_a finished [took 36.1268s]
15/01/24 18:36:06| INFO d_mul_sld_lr_a finished [took 39.8205s]
15/01/24 18:36:09| INFO atc_mc finished [took 33.9463s]
15/01/24 18:36:18| INFO doc finished [took 32.4040s]
15/01/24 18:36:31| INFO d_bin_sld_lr_is finished [took 70.3496s]
15/01/24 18:36:36| INFO d_bin_sld_lr_a finished [took 70.6016s]
15/01/24 18:36:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01022) [took 16.6239s]
15/01/24 18:37:21| INFO d_bin_sld_lr_gs finished [took 43.3655s]
15/01/24 18:37:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00922) [took 14.9151s]
15/01/24 18:38:01| INFO d_mul_sld_lr_gs finished [took 39.4561s]
15/01/24 18:38:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00928) [took 22.0910s]
15/01/24 18:38:43| INFO d_m3w_sld_lr_gs finished [took 41.6837s]
15/01/24 18:38:43| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 249.1108s]
15/01/24 18:38:43| INFO Dataset sample [0.2 0.8] of dataset imdb started
15/01/24 18:39:25| INFO d_m3w_sld_lr_mc finished [took 39.8727s]
15/01/24 18:39:27| INFO d_m3w_sld_lr_c finished [took 41.2345s]
15/01/24 18:39:28| INFO d_m3w_sld_lr finished [took 41.9770s]
15/01/24 18:39:37| INFO d_mul_sld_lr_c finished [took 50.8611s]
15/01/24 18:39:38| INFO d_mul_sld_lr_mc finished [took 51.8605s]
15/01/24 18:39:38| INFO d_mul_sld_lr_ne finished [took 51.9405s]
15/01/24 18:39:39| INFO d_mul_sld_lr finished [took 53.0883s]
15/01/24 18:40:06| INFO d_m3w_sld_lr_ne finished [took 40.3898s]
15/01/24 18:40:10| INFO d_mul_sld_lr_a finished [took 31.5318s]
15/01/24 18:40:18| INFO d_m3w_sld_lr_is finished [took 40.2267s]
15/01/24 18:40:19| INFO d_mul_sld_lr_is finished [took 49.6607s]
15/01/24 18:40:21| INFO d_m3w_sld_lr_a finished [took 40.7133s]
15/01/24 18:40:28| INFO d_bin_sld_lr_mc finished [took 101.7781s]
15/01/24 18:40:36| INFO ref finished [took 28.3312s]
15/01/24 18:40:40| INFO d_bin_sld_lr_c finished [took 114.0710s]
15/01/24 18:40:44| INFO atc_mc finished [took 33.2823s]
15/01/24 18:40:49| INFO doc finished [took 30.1633s]
15/01/24 18:40:52| INFO d_bin_sld_lr_a finished [took 72.7693s]
15/01/24 18:40:54| INFO d_bin_sld_lr_is finished [took 85.8695s]
15/01/24 18:40:57| INFO d_bin_sld_lr_ne finished [took 131.3437s]
15/01/24 18:41:06| INFO d_bin_sld_lr finished [took 139.8420s]
15/01/24 18:41:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00883) [took 22.7952s]
15/01/24 18:42:20| INFO d_bin_sld_lr_gs finished [took 73.2544s]
15/01/24 18:42:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 27.0072s]
15/01/24 18:43:12| INFO d_mul_sld_lr_gs finished [took 50.9008s]
15/01/24 18:43:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00795) [took 23.8934s]
15/01/24 18:43:57| INFO d_m3w_sld_lr_gs finished [took 43.8165s]
15/01/24 18:43:57| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 313.9182s]
15/01/24 18:43:57| INFO Dataset sample [0.3 0.7] of dataset imdb started
15/01/24 18:44:36| INFO d_mul_sld_lr finished [took 36.8581s]
15/01/24 18:44:41| INFO d_m3w_sld_lr_c finished [took 41.8309s]
15/01/24 18:44:42| INFO d_m3w_sld_lr_mc finished [took 41.9685s]
15/01/24 18:44:42| INFO d_m3w_sld_lr finished [took 42.1691s]
15/01/24 18:44:57| INFO d_mul_sld_lr_mc finished [took 57.1844s]
15/01/24 18:44:57| INFO d_mul_sld_lr_ne finished [took 57.5740s]
15/01/24 18:44:57| INFO d_mul_sld_lr_c finished [took 57.6689s]
15/01/24 18:45:04| INFO d_m3w_sld_lr_ne finished [took 27.3062s]
15/01/24 18:45:07| INFO d_bin_sld_lr_mc finished [took 67.8917s]
15/01/24 18:45:08| INFO d_bin_sld_lr_c finished [took 68.8561s]
15/01/24 18:45:10| INFO d_bin_sld_lr_ne finished [took 70.3036s]
15/01/24 18:45:12| INFO d_bin_sld_lr finished [took 72.4829s]
15/01/24 18:45:25| INFO d_m3w_sld_lr_is finished [took 42.2707s]
15/01/24 18:45:26| INFO d_m3w_sld_lr_a finished [took 27.7115s]
15/01/24 18:45:32| INFO ref finished [took 26.6420s]
15/01/24 18:45:34| INFO d_mul_sld_lr_is finished [took 51.2219s]
15/01/24 18:45:35| INFO atc_mc finished [took 26.7110s]
15/01/24 18:45:36| INFO d_mul_sld_lr_a finished [took 37.7215s]
15/01/24 18:45:39| INFO d_bin_sld_lr_is finished [took 56.3956s]
15/01/24 18:45:47| INFO doc finished [took 37.4463s]
15/01/24 18:45:49| INFO d_bin_sld_lr_a finished [took 50.6244s]
15/01/24 18:46:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.03389) [took 27.6038s]
15/01/24 18:46:47| INFO d_bin_sld_lr_gs finished [took 56.4629s]
15/01/24 18:47:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01501) [took 26.2942s]
15/01/24 18:47:45| INFO d_mul_sld_lr_gs finished [took 56.4787s]
15/01/24 18:48:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01155) [took 19.2311s]
15/01/24 18:48:25| INFO d_m3w_sld_lr_gs finished [took 39.4888s]
15/01/24 18:48:25| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 267.8387s]
15/01/24 18:48:25| INFO Dataset sample [0.4 0.6] of dataset imdb started
15/01/24 18:49:06| INFO d_mul_sld_lr_mc finished [took 39.1843s]
15/01/24 18:49:08| INFO d_m3w_sld_lr finished [took 41.0821s]
15/01/24 18:49:09| INFO d_m3w_sld_lr_mc finished [took 41.8350s]
15/01/24 18:49:09| INFO d_m3w_sld_lr_c finished [took 42.3297s]
15/01/24 18:49:28| INFO d_mul_sld_lr_c finished [took 60.8728s]
15/01/24 18:49:29| INFO d_bin_sld_lr_c finished [took 62.0108s]
15/01/24 18:49:29| INFO d_mul_sld_lr_ne finished [took 62.3603s]
15/01/24 18:49:30| INFO d_bin_sld_lr_mc finished [took 63.1341s]
15/01/24 18:49:31| INFO d_bin_sld_lr_ne finished [took 63.8160s]
15/01/24 18:49:32| INFO d_bin_sld_lr finished [took 65.4807s]
15/01/24 18:49:33| INFO d_mul_sld_lr finished [took 65.8173s]
15/01/24 18:49:41| INFO d_m3w_sld_lr_is finished [took 30.3034s]
15/01/24 18:49:47| INFO d_m3w_sld_lr_ne finished [took 41.3102s]
15/01/24 18:49:54| INFO d_bin_sld_lr_is finished [took 44.8911s]
15/01/24 18:49:55| INFO d_mul_sld_lr_is finished [took 45.3673s]
15/01/24 18:49:58| INFO ref finished [took 27.4118s]
15/01/24 18:50:02| INFO d_m3w_sld_lr_a finished [took 32.0603s]
15/01/24 18:50:05| INFO atc_mc finished [took 33.7537s]
15/01/24 18:50:09| INFO d_mul_sld_lr_a finished [took 39.4782s]
15/01/24 18:50:11| INFO doc finished [took 38.2392s]
15/01/24 18:50:13| INFO d_bin_sld_lr_a finished [took 44.4331s]
15/01/24 18:50:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01348) [took 28.9589s]
15/01/24 18:51:14| INFO d_bin_sld_lr_gs finished [took 59.1600s]
15/01/24 18:51:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01057) [took 24.2487s]
15/01/24 18:52:07| INFO d_mul_sld_lr_gs finished [took 52.9713s]
15/01/24 18:52:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01195) [took 18.6022s]
15/01/24 18:52:47| INFO d_m3w_sld_lr_gs finished [took 38.7649s]
15/01/24 18:52:47| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 261.5910s]
15/01/24 18:52:47| INFO Dataset sample [0.5 0.5] of dataset imdb started
15/01/24 18:53:30| INFO d_m3w_sld_lr finished [took 41.4769s]
15/01/24 18:53:31| INFO d_m3w_sld_lr_mc finished [took 41.7188s]
15/01/24 18:53:31| INFO d_bin_sld_lr_mc finished [took 42.3647s]
15/01/24 18:53:32| INFO d_m3w_sld_lr_c finished [took 43.0951s]
15/01/24 18:53:40| INFO d_bin_sld_lr finished [took 51.9476s]
15/01/24 18:53:45| INFO d_mul_sld_lr_ne finished [took 56.0549s]
15/01/24 18:53:48| INFO d_bin_sld_lr_c finished [took 58.8193s]
15/01/24 18:53:49| INFO d_bin_sld_lr_ne finished [took 59.6243s]
15/01/24 18:53:51| INFO d_mul_sld_lr_c finished [took 62.4757s]
15/01/24 18:53:52| INFO d_mul_sld_lr_mc finished [took 63.2305s]
15/01/24 18:53:57| INFO d_mul_sld_lr finished [took 68.3207s]
15/01/24 18:54:06| INFO d_m3w_sld_lr_ne finished [took 35.0579s]
15/01/24 18:54:12| INFO d_m3w_sld_lr_is finished [took 39.1817s]
15/01/24 18:54:18| INFO ref finished [took 28.7904s]
15/01/24 18:54:19| INFO d_bin_sld_lr_a finished [took 38.0173s]
15/01/24 18:54:19| INFO d_mul_sld_lr_is finished [took 46.9757s]
15/01/24 18:54:25| INFO d_bin_sld_lr_is finished [took 53.2082s]
15/01/24 18:54:25| INFO atc_mc finished [took 32.9632s]
15/01/24 18:54:26| INFO d_m3w_sld_lr_a finished [took 37.2188s]
15/01/24 18:54:32| INFO d_mul_sld_lr_a finished [took 46.2094s]
15/01/24 18:54:33| INFO doc finished [took 39.5646s]
15/01/24 18:55:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01228) [took 27.9626s]
15/01/24 18:55:29| INFO d_bin_sld_lr_gs finished [took 54.7993s]
15/01/24 18:55:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00976) [took 23.5369s]
15/01/24 18:56:22| INFO d_mul_sld_lr_gs finished [took 52.1586s]
15/01/24 18:56:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01011) [took 17.2703s]
15/01/24 18:57:01| INFO d_m3w_sld_lr_gs finished [took 37.4483s]
15/01/24 18:57:01| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 253.6532s]
15/01/24 18:57:01| INFO Dataset sample [0.6 0.4] of dataset imdb started
15/01/24 18:57:44| INFO d_m3w_sld_lr finished [took 41.5123s]
15/01/24 18:57:45| INFO d_m3w_sld_lr_mc finished [took 42.3593s]
15/01/24 18:57:46| INFO d_m3w_sld_lr_c finished [took 42.9203s]
15/01/24 18:57:53| INFO d_mul_sld_lr_ne finished [took 50.9599s]
15/01/24 18:57:53| INFO d_bin_sld_lr_mc finished [took 50.1640s]
15/01/24 18:57:56| INFO d_bin_sld_lr finished [took 53.3476s]
15/01/24 18:58:03| INFO d_bin_sld_lr_c finished [took 60.5709s]
15/01/24 18:58:04| INFO d_bin_sld_lr_ne finished [took 61.3628s]
15/01/24 18:58:05| INFO d_mul_sld_lr_c finished [took 62.1935s]
15/01/24 18:58:05| INFO d_mul_sld_lr_mc finished [took 62.9587s]
15/01/24 18:58:11| INFO d_mul_sld_lr finished [took 68.4265s]
15/01/24 18:58:21| INFO d_bin_sld_lr_is finished [took 35.0409s]
15/01/24 18:58:27| INFO d_m3w_sld_lr_ne finished [took 42.0723s]
15/01/24 18:58:32| INFO d_m3w_sld_lr_is finished [took 38.6544s]
15/01/24 18:58:33| INFO d_mul_sld_lr_is finished [took 46.4674s]
15/01/24 18:58:34| INFO ref finished [took 29.0591s]
15/01/24 18:58:38| INFO d_bin_sld_lr_a finished [took 44.3785s]
15/01/24 18:58:41| INFO d_m3w_sld_lr_a finished [took 37.0304s]
15/01/24 18:58:42| INFO atc_mc finished [took 35.8854s]
15/01/24 18:58:42| INFO doc finished [took 35.7585s]
15/01/24 18:58:46| INFO d_mul_sld_lr_a finished [took 49.4510s]
15/01/24 18:59:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01218) [took 29.3870s]
15/01/24 18:59:44| INFO d_bin_sld_lr_gs finished [took 55.7561s]
15/01/24 19:00:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 23.5204s]
15/01/24 19:00:36| INFO d_mul_sld_lr_gs finished [took 50.8689s]
15/01/24 19:00:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01393) [took 17.8263s]
15/01/24 19:01:15| INFO d_m3w_sld_lr_gs finished [took 38.2069s]
15/01/24 19:01:15| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 254.5978s]
15/01/24 19:01:15| INFO Dataset sample [0.7 0.3] of dataset imdb started
15/01/24 19:01:57| INFO d_bin_sld_lr finished [took 39.7398s]
15/01/24 19:02:00| INFO d_m3w_sld_lr_c finished [took 42.0386s]
15/01/24 19:02:01| INFO d_m3w_sld_lr finished [took 42.5958s]
15/01/24 19:02:01| INFO d_m3w_sld_lr_mc finished [took 42.7251s]
15/01/24 19:02:16| INFO d_mul_sld_lr_c finished [took 58.2881s]
15/01/24 19:02:17| INFO d_mul_sld_lr_ne finished [took 58.8384s]
15/01/24 19:02:19| INFO d_mul_sld_lr_mc finished [took 61.0459s]
15/01/24 19:02:21| INFO d_bin_sld_lr_mc finished [took 63.1003s]
15/01/24 19:02:22| INFO d_bin_sld_lr_c finished [took 63.8069s]
15/01/24 19:02:24| INFO d_mul_sld_lr finished [took 65.5960s]
15/01/24 19:02:26| INFO d_bin_sld_lr_ne finished [took 67.9602s]
15/01/24 19:02:29| INFO d_m3w_sld_lr_ne finished [took 30.7806s]
15/01/24 19:02:42| INFO ref finished [took 19.4905s]
15/01/24 19:02:46| INFO d_m3w_sld_lr_is finished [took 42.9246s]
15/01/24 19:02:51| INFO atc_mc finished [took 27.2073s]
15/01/24 19:02:53| INFO d_mul_sld_lr_is finished [took 50.7620s]
15/01/24 19:02:54| INFO d_m3w_sld_lr_a finished [took 33.6643s]
15/01/24 19:02:56| INFO d_bin_sld_lr_a finished [took 37.7163s]
15/01/24 19:02:56| INFO d_bin_sld_lr_is finished [took 54.4468s]
15/01/24 19:02:59| INFO d_mul_sld_lr_a finished [took 41.1762s]
15/01/24 19:03:04| INFO doc finished [took 38.7801s]
15/01/24 19:03:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01080) [took 24.7753s]
15/01/24 19:03:57| INFO d_bin_sld_lr_gs finished [took 51.0081s]
15/01/24 19:04:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01032) [took 25.2376s]
15/01/24 19:04:47| INFO d_mul_sld_lr_gs finished [took 48.4700s]
15/01/24 19:05:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01037) [took 19.1590s]
15/01/24 19:05:29| INFO d_m3w_sld_lr_gs finished [took 39.6059s]
15/01/24 19:05:29| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 253.5598s]
15/01/24 19:05:29| INFO Dataset sample [0.8 0.2] of dataset imdb started
15/01/24 19:06:12| INFO d_m3w_sld_lr_c finished [took 41.1145s]
15/01/24 19:06:12| INFO d_m3w_sld_lr_mc finished [took 41.3899s]
15/01/24 19:06:12| INFO d_m3w_sld_lr finished [took 41.6376s]
15/01/24 19:06:24| INFO d_mul_sld_lr_mc finished [took 53.1263s]
15/01/24 19:06:26| INFO d_mul_sld_lr finished [took 55.0014s]
15/01/24 19:06:32| INFO d_mul_sld_lr_c finished [took 61.7021s]
15/01/24 19:06:36| INFO d_mul_sld_lr_ne finished [took 65.0075s]
15/01/24 19:06:54| INFO d_m3w_sld_lr_ne finished [took 41.1112s]
15/01/24 19:07:05| INFO d_m3w_sld_lr_is finished [took 40.6172s]
15/01/24 19:07:13| INFO d_mul_sld_lr_is finished [took 60.1591s]
15/01/24 19:07:18| INFO d_m3w_sld_lr_a finished [took 41.2881s]
15/01/24 19:07:23| INFO d_mul_sld_lr_a finished [took 49.7899s]
15/01/24 19:07:24| INFO ref finished [took 29.9179s]
15/01/24 19:07:35| INFO d_bin_sld_lr_is finished [took 82.4203s]
15/01/24 19:07:37| INFO atc_mc finished [took 31.2370s]
15/01/24 19:07:47| INFO d_bin_sld_lr finished [took 136.7709s]
15/01/24 19:07:48| INFO d_bin_sld_lr_mc finished [took 137.7988s]
15/01/24 19:07:49| INFO d_bin_sld_lr_c finished [took 138.0314s]
15/01/24 19:07:51| INFO d_bin_sld_lr_a finished [took 84.8377s]
15/01/24 19:07:52| INFO doc finished [took 37.6957s]
15/01/24 19:07:57| INFO d_bin_sld_lr_ne finished [took 146.8655s]
15/01/24 19:08:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01069) [took 23.0298s]
15/01/24 19:09:15| INFO d_bin_sld_lr_gs finished [took 76.5549s]
15/01/24 19:09:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01038) [took 27.5261s]
15/01/24 19:10:09| INFO d_mul_sld_lr_gs finished [took 52.2236s]
15/01/24 19:10:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00976) [took 22.5253s]
15/01/24 19:10:53| INFO d_m3w_sld_lr_gs finished [took 43.2509s]
15/01/24 19:10:53| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 323.8944s]
15/01/24 19:10:53| INFO Dataset sample [0.9 0.1] of dataset imdb started
15/01/24 19:11:25| INFO d_mul_sld_lr_mc finished [took 31.1781s]
15/01/24 19:11:41| INFO d_mul_sld_lr_c finished [took 46.2286s]
15/01/24 19:11:41| INFO d_mul_sld_lr_ne finished [took 46.7431s]
15/01/24 19:11:42| INFO d_m3w_sld_lr_c finished [took 47.2842s]
15/01/24 19:11:46| INFO d_m3w_sld_lr_mc finished [took 51.1598s]
15/01/24 19:11:48| INFO d_m3w_sld_lr finished [took 54.0732s]
15/01/24 19:11:49| INFO d_mul_sld_lr finished [took 54.9646s]
15/01/24 19:11:56| INFO d_m3w_sld_lr_ne finished [took 30.7533s]
15/01/24 19:12:18| INFO ref finished [took 20.8612s]
15/01/24 19:12:28| INFO d_mul_sld_lr_is finished [took 45.8350s]
15/01/24 19:12:29| INFO d_m3w_sld_lr_is finished [took 46.1377s]
15/01/24 19:12:34| INFO d_mul_sld_lr_a finished [took 45.3248s]
15/01/24 19:12:36| INFO d_m3w_sld_lr_a finished [took 45.8586s]
15/01/24 19:12:40| INFO d_bin_sld_lr_ne finished [took 105.1314s]
15/01/24 19:12:48| INFO atc_mc finished [took 29.9007s]
15/01/24 19:12:50| INFO d_bin_sld_lr finished [took 115.5340s]
15/01/24 19:13:00| INFO doc finished [took 31.8195s]
15/01/24 19:13:08| INFO d_bin_sld_lr_c finished [took 133.5277s]
15/01/24 19:13:10| INFO d_bin_sld_lr_mc finished [took 136.1058s]
15/01/24 19:13:57| INFO d_bin_sld_lr_is finished [took 135.3215s]
15/01/24 19:14:01| INFO d_bin_sld_lr_a finished [took 134.5122s]
15/01/24 19:14:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01200) [took 16.8533s]
15/01/24 19:14:42| INFO d_bin_sld_lr_gs finished [took 39.9054s]
15/01/24 19:14:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01135) [took 14.2076s]
15/01/24 19:15:24| INFO d_mul_sld_lr_gs finished [took 40.9663s]
15/01/24 19:15:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00859) [took 19.2065s]
15/01/24 19:16:05| INFO d_m3w_sld_lr_gs finished [took 40.2685s]
15/01/24 19:16:05| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 312.0999s]
----------------------------------------------------------------------------------------------------
15/01/24 20:09:29| INFO dataset imdb [pool size: 10]
15/01/24 20:09:29| INFO Dataset sample [0.1 0.9] of dataset imdb started
15/01/24 20:13:25| INFO d_bin_sld_rbf_c finished [took 231.3796s]
15/01/24 20:13:29| INFO d_bin_sld_rbf finished [took 236.0029s]
15/01/24 20:13:37| INFO d_bin_sld_rbf_ne finished [took 244.4186s]
15/01/24 20:14:02| INFO d_m3w_sld_rbf_c finished [took 269.2107s]
15/01/24 20:14:09| INFO d_m3w_sld_rbf finished [took 276.1863s]
15/01/24 20:14:16| INFO d_m3w_sld_rbf_mc finished [took 284.4529s]
15/01/24 20:14:20| INFO d_bin_sld_rbf_mc finished [took 286.5538s]
15/01/24 20:14:21| INFO d_mul_sld_rbf_mc finished [took 287.5719s]
15/01/24 20:14:24| INFO d_mul_sld_rbf finished [took 290.3827s]
15/01/24 20:14:38| INFO d_mul_sld_rbf_ne finished [took 304.5868s]
15/01/24 20:14:45| INFO d_mul_sld_rbf_c finished [took 311.7274s]
15/01/24 20:14:47| INFO ref finished [took 25.4663s]
15/01/24 20:14:59| INFO atc_mc finished [took 35.2420s]
15/01/24 20:15:08| INFO doc finished [took 29.6500s]
15/01/24 20:16:22| INFO d_bin_sld_rbf_is finished [took 172.6201s]
15/01/24 20:16:51| INFO d_m3w_sld_rbf_ne finished [took 205.6547s]
15/01/24 20:17:06| INFO d_m3w_sld_rbf_is finished [took 182.9942s]
15/01/24 20:17:18| INFO d_bin_sld_rbf_a finished [took 187.8335s]
15/01/24 20:17:22| INFO d_mul_sld_rbf_is finished [took 224.6946s]
15/01/24 20:18:02| INFO d_m3w_sld_rbf_a finished [took 221.7800s]
15/01/24 20:18:06| INFO d_mul_sld_rbf_a finished [took 228.8881s]
15/01/24 20:20:49| DEBUG [size=11,place=1] best score = 0.01061031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 161.867s]
15/01/24 20:20:49| DEBUG [size=11,place=2] best score = 0.01425990; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 161.868s]
15/01/24 20:30:18| DEBUG [size=28,place=1] best score = 0.01057331; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 569.743s]
15/01/24 20:30:18| DEBUG [size=28,place=2] best score = 0.01058780; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 569.744s]
15/01/24 20:40:26| DEBUG [size=16,place=1] best score = 0.01083626; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.785s]
15/01/24 20:40:26| DEBUG [size=16,place=2] best score = 0.01138828; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.786s]
15/01/24 20:40:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01057) [took 1339.5093s]
15/01/24 20:44:10| INFO d_bin_sld_rbf_gs finished [took 1562.9548s]
15/01/24 20:46:53| DEBUG [size=11,place=1] best score = 0.04488865; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029181048223630993, 'quantifier__recalib': None, 'confidence': None} [took 162.575s]
15/01/24 20:46:53| DEBUG [size=11,place=2] best score = 0.05576869; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 162.576s]
15/01/24 20:48:06| DEBUG [size=28,place=1] best score = 0.02455147; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 72.912s]
15/01/24 20:48:06| DEBUG [size=28,place=2] best score = 0.02601943; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': None} [took 72.912s]
15/01/24 20:49:02| DEBUG [size=19,place=1] best score = 0.02972597; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 56.389s]
15/01/24 20:49:02| DEBUG [size=19,place=2] best score = 0.04139759; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} [took 56.390s]
15/01/24 20:49:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': None} (score=0.02455) [took 291.9850s]
15/01/24 20:52:22| INFO d_mul_sld_rbf_gs finished [took 491.8754s]
15/01/24 20:55:42| DEBUG [size=11,place=1] best score = 0.00938343; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 198.846s]
15/01/24 20:55:42| DEBUG [size=11,place=2] best score = 0.00951703; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 198.847s]
15/01/24 21:01:12| DEBUG [size=29,place=1] best score = 0.00940930; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 330.485s]
15/01/24 21:01:12| DEBUG [size=29,place=2] best score = 0.00954015; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 330.485s]
15/01/24 21:01:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00938) [took 529.4378s]
15/01/24 21:04:12| INFO d_m3w_sld_rbf_gs finished [took 708.8891s]
15/01/24 21:04:12| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 3282.7991s]
15/01/24 21:04:12| INFO Dataset sample [0.2 0.8] of dataset imdb started
15/01/24 21:07:45| INFO d_bin_sld_rbf_mc finished [took 210.1918s]
15/01/24 21:09:54| INFO d_bin_sld_rbf_ne finished [took 337.6636s]
15/01/24 21:10:41| INFO d_bin_sld_rbf_c finished [took 385.0782s]
15/01/24 21:11:08| INFO d_m3w_sld_rbf_c finished [took 411.6073s]
15/01/24 21:11:11| INFO d_m3w_sld_rbf_mc finished [took 413.9939s]
15/01/24 21:11:15| INFO d_m3w_sld_rbf finished [took 418.6203s]
15/01/24 21:11:42| INFO d_bin_sld_rbf finished [took 448.8263s]
15/01/24 21:11:49| INFO d_mul_sld_rbf_c finished [took 452.5389s]
15/01/24 21:12:01| INFO d_mul_sld_rbf finished [took 464.8266s]
15/01/24 21:12:09| INFO d_mul_sld_rbf_ne finished [took 472.2265s]
15/01/24 21:12:14| INFO d_mul_sld_rbf_mc finished [took 477.9129s]
15/01/24 21:12:15| INFO ref finished [took 25.6493s]
15/01/24 21:12:36| INFO atc_mc finished [took 34.2209s]
15/01/24 21:12:51| INFO doc finished [took 41.1077s]
15/01/24 21:12:57| INFO d_m3w_sld_rbf_ne finished [took 311.7470s]
15/01/24 21:14:22| INFO d_bin_sld_rbf_is finished [took 266.7121s]
15/01/24 21:15:28| INFO d_m3w_sld_rbf_is finished [took 259.0616s]
15/01/24 21:15:34| INFO d_mul_sld_rbf_is finished [took 292.0247s]
15/01/24 21:16:00| INFO d_bin_sld_rbf_a finished [took 288.6877s]
15/01/24 21:16:15| INFO d_m3w_sld_rbf_a finished [took 272.5662s]
15/01/24 21:16:56| INFO d_mul_sld_rbf_a finished [took 340.8771s]
15/01/24 21:20:38| DEBUG [size=11,place=1] best score = 0.00810192; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 219.925s]
15/01/24 21:20:38| DEBUG [size=11,place=2] best score = 0.01023330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 219.925s]
15/01/24 21:30:37| DEBUG [size=28,place=1] best score = 0.00751022; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 598.795s]
15/01/24 21:30:37| DEBUG [size=28,place=2] best score = 0.00759012; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 598.795s]
15/01/24 21:31:29| DEBUG [size=18,place=1] best score = 0.00780784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 51.991s]
15/01/24 21:31:29| DEBUG [size=18,place=2] best score = 0.00786499; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 51.991s]
15/01/24 21:31:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00751) [took 870.8211s]
15/01/24 21:35:45| INFO d_bin_sld_rbf_gs finished [took 1126.8081s]
15/01/24 21:39:45| DEBUG [size=11,place=1] best score = 0.04041187; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': None} [took 239.193s]
15/01/24 21:39:45| DEBUG [size=11,place=2] best score = 0.04105509; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 239.193s]
15/01/24 21:41:15| DEBUG [size=30,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 90.059s]
15/01/24 21:41:15| DEBUG [size=30,place=2] best score = 0.00789787; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 90.060s]
15/01/24 21:42:44| DEBUG [size=22,place=1] best score = 0.00776952; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 89.073s]
15/01/24 21:42:44| DEBUG [size=22,place=2] best score = 0.00873368; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.074s]
15/01/24 21:42:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00738) [took 418.4351s]
15/01/24 21:47:58| INFO d_mul_sld_rbf_gs finished [took 732.4728s]
15/01/24 21:53:36| DEBUG [size=11,place=1] best score = 0.01306382; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 337.191s]
15/01/24 21:53:36| DEBUG [size=11,place=2] best score = 0.01356594; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 337.191s]
15/01/24 22:03:18| DEBUG [size=28,place=1] best score = 0.00972432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 581.186s]
15/01/24 22:03:18| DEBUG [size=28,place=2] best score = 0.00991719; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 581.187s]
15/01/24 22:05:15| DEBUG [size=24,place=1] best score = 0.00811156; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 117.217s]
15/01/24 22:05:15| DEBUG [size=24,place=2] best score = 0.00824270; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 117.218s]
15/01/24 22:06:47| DEBUG [size=16,place=1] best score = 0.00818411; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.137s]
15/01/24 22:06:47| DEBUG [size=16,place=2] best score = 0.00842756; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 92.137s]
15/01/24 22:06:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00811) [took 1127.8442s]
15/01/24 22:12:40| INFO d_m3w_sld_rbf_gs finished [took 1480.4983s]
15/01/24 22:12:40| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 4107.8351s]
15/01/24 22:12:40| INFO Dataset sample [0.3 0.7] of dataset imdb started
15/01/24 22:17:53| INFO d_bin_sld_rbf_ne finished [took 308.1615s]
15/01/24 22:17:53| INFO d_bin_sld_rbf finished [took 308.5150s]
15/01/24 22:18:12| INFO d_bin_sld_rbf_c finished [took 327.3847s]
15/01/24 22:18:30| INFO d_bin_sld_rbf_mc finished [took 344.9881s]
15/01/24 22:19:39| INFO d_m3w_sld_rbf_c finished [took 416.8868s]
15/01/24 22:20:25| INFO d_mul_sld_rbf finished [took 460.5717s]
15/01/24 22:20:41| INFO d_m3w_sld_rbf finished [took 477.0460s]
15/01/24 22:20:50| INFO d_m3w_sld_rbf_mc finished [took 485.6153s]
15/01/24 22:21:12| INFO d_mul_sld_rbf_ne finished [took 507.6574s]
15/01/24 22:21:15| INFO ref finished [took 24.2248s]
15/01/24 22:21:23| INFO d_mul_sld_rbf_mc finished [took 518.7192s]
15/01/24 22:21:29| INFO d_mul_sld_rbf_c finished [took 524.9035s]
15/01/24 22:21:42| INFO atc_mc finished [took 29.0101s]
15/01/24 22:21:57| INFO doc finished [took 40.7184s]
15/01/24 22:23:58| INFO d_m3w_sld_rbf_is finished [took 327.4871s]
15/01/24 22:24:01| INFO d_bin_sld_rbf_is finished [took 366.8100s]
15/01/24 22:24:07| INFO d_bin_sld_rbf_a finished [took 266.8928s]
15/01/24 22:25:05| INFO d_m3w_sld_rbf_ne finished [took 431.6678s]
15/01/24 22:25:06| INFO d_mul_sld_rbf_is finished [took 413.4720s]
15/01/24 22:25:45| INFO d_m3w_sld_rbf_a finished [took 302.2094s]
15/01/24 22:26:08| INFO d_mul_sld_rbf_a finished [took 341.6172s]
15/01/24 22:31:21| DEBUG [size=11,place=1] best score = 0.02218664; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 311.896s]
15/01/24 22:31:21| DEBUG [size=11,place=2] best score = 0.02245042; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 311.897s]
15/01/24 22:54:29| DEBUG [size=25,place=1] best score = 0.02074756; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1387.678s]
15/01/24 22:54:29| DEBUG [size=25,place=2] best score = 0.02086561; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1387.679s]
15/01/24 23:23:46| DEBUG [size=21,place=1] best score = 0.02102792; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1757.386s]
15/01/24 23:23:46| DEBUG [size=21,place=2] best score = 0.02128869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 1757.387s]
15/01/24 23:23:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02075) [took 3457.0739s]
15/01/24 23:25:49| INFO d_bin_sld_rbf_gs finished [took 3579.4816s]
15/01/24 23:31:04| DEBUG [size=11,place=1] best score = 0.02246721; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': None} [took 313.960s]
15/01/24 23:31:04| DEBUG [size=11,place=2] best score = 0.02373321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 313.960s]
15/01/24 23:38:52| DEBUG [size=29,place=1] best score = 0.01696765; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 468.473s]
15/01/24 23:38:52| DEBUG [size=29,place=2] best score = 0.01976945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 468.474s]
15/01/24 23:57:47| DEBUG [size=25,place=1] best score = 0.01922043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1134.277s]
15/01/24 23:57:47| DEBUG [size=25,place=2] best score = 0.02007543; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1134.277s]
15/01/24 23:57:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01697) [took 1916.8213s]
16/01/24 00:00:51| INFO d_mul_sld_rbf_gs finished [took 2101.2488s]
16/01/24 00:08:02| DEBUG [size=11,place=1] best score = 0.01984012; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 429.661s]
16/01/24 00:08:02| DEBUG [size=11,place=2] best score = 0.02512589; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 429.662s]
16/01/24 00:38:31| DEBUG [size=27,place=1] best score = 0.01943661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1828.478s]
16/01/24 00:38:31| DEBUG [size=27,place=2] best score = 0.02018945; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 1828.479s]
16/01/24 01:04:20| DEBUG [size=23,place=1] best score = 0.01826359; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1549.028s]
16/01/24 01:04:20| DEBUG [size=23,place=2] best score = 0.01995016; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 1549.029s]
16/01/24 01:49:08| DEBUG [size=20,place=1] best score = 0.01590004; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2688.598s]
16/01/24 01:49:08| DEBUG [size=20,place=2] best score = 0.01593517; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 2688.598s]
16/01/24 01:50:52| DEBUG [size=16,place=1] best score = 0.01573004; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 103.364s]
16/01/24 01:50:52| DEBUG [size=16,place=2] best score = 0.01573720; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 103.364s]
16/01/24 02:23:23| DEBUG [size=19,place=1] best score = 0.01820929; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1951.246s]
16/01/24 02:23:23| DEBUG [size=19,place=2] best score = 0.01824085; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': None} [took 1951.247s]
16/01/24 02:23:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01573) [took 8550.5015s]
16/01/24 02:30:12| INFO d_m3w_sld_rbf_gs finished [took 8959.5257s]
16/01/24 02:30:12| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 15452.1603s]
16/01/24 02:30:12| INFO Dataset sample [0.4 0.6] of dataset imdb started
16/01/24 02:35:11| INFO d_bin_sld_rbf finished [took 295.1938s]
16/01/24 02:35:26| INFO d_bin_sld_rbf_ne finished [took 309.6718s]
16/01/24 02:35:34| INFO d_bin_sld_rbf_c finished [took 319.7371s]
16/01/24 02:35:41| INFO d_bin_sld_rbf_mc finished [took 324.6622s]
16/01/24 02:36:32| INFO d_m3w_sld_rbf finished [took 376.0469s]
16/01/24 02:38:07| INFO d_m3w_sld_rbf_mc finished [took 470.4913s]
16/01/24 02:38:23| INFO d_mul_sld_rbf finished [took 486.5659s]
16/01/24 02:38:29| INFO d_mul_sld_rbf_ne finished [took 492.0906s]
16/01/24 02:38:50| INFO d_mul_sld_rbf_c finished [took 514.0856s]
16/01/24 02:38:53| INFO ref finished [took 23.7774s]
16/01/24 02:39:04| INFO d_mul_sld_rbf_mc finished [took 527.3124s]
16/01/24 02:39:10| INFO d_m3w_sld_rbf_c finished [took 533.7390s]
16/01/24 02:39:21| INFO atc_mc finished [took 30.1657s]
16/01/24 02:39:22| INFO doc finished [took 28.9489s]
16/01/24 02:40:38| INFO d_bin_sld_rbf_is finished [took 311.6414s]
16/01/24 02:41:45| INFO d_m3w_sld_rbf_ne finished [took 392.8900s]
16/01/24 02:42:37| INFO d_mul_sld_rbf_is finished [took 422.2123s]
16/01/24 02:42:53| INFO d_m3w_sld_rbf_is finished [took 431.0260s]
16/01/24 02:43:00| INFO d_bin_sld_rbf_a finished [took 386.7586s]
16/01/24 02:43:25| INFO d_mul_sld_rbf_a finished [took 317.2251s]
16/01/24 02:44:05| INFO d_m3w_sld_rbf_a finished [took 341.7210s]
16/01/24 02:46:36| DEBUG [size=11,place=1] best score = 0.01353168; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 149.608s]
16/01/24 02:46:36| DEBUG [size=11,place=2] best score = 0.01408674; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 149.608s]
16/01/24 02:50:12| DEBUG [size=29,place=1] best score = 0.01260201; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.762s]
16/01/24 02:50:12| DEBUG [size=29,place=2] best score = 0.01275466; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.762s]
16/01/24 02:50:55| DEBUG [size=19,place=1] best score = 0.01302436; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 43.412s]
16/01/24 02:50:55| DEBUG [size=19,place=2] best score = 0.01302761; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.413s]
16/01/24 02:50:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01260) [took 408.8914s]
16/01/24 02:54:36| INFO d_bin_sld_rbf_gs finished [took 629.4825s]
16/01/24 02:57:24| DEBUG [size=11,place=1] best score = 0.01432084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.118s]
16/01/24 02:57:24| DEBUG [size=11,place=2] best score = 0.01783593; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 167.119s]
16/01/24 03:02:19| DEBUG [size=29,place=1] best score = 0.01211217; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 295.512s]
16/01/24 03:02:19| DEBUG [size=29,place=2] best score = 0.01250329; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 295.513s]
16/01/24 03:14:49| DEBUG [size=28,place=1] best score = 0.01044623; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 749.540s]
16/01/24 03:14:49| DEBUG [size=28,place=2] best score = 0.01091837; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 749.540s]
16/01/24 03:16:27| DEBUG [size=15,place=1] best score = 0.01003787; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 97.968s]
16/01/24 03:16:27| DEBUG [size=15,place=2] best score = 0.01093424; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 97.968s]
16/01/24 03:18:24| DEBUG [size=15,place=1] best score = 0.00973304; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 117.378s]
16/01/24 03:18:24| DEBUG [size=15,place=2] best score = 0.01003787; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 117.378s]
16/01/24 03:30:53| DEBUG [size=15,place=1] best score = 0.00959273; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 749.083s]
16/01/24 03:30:53| DEBUG [size=15,place=2] best score = 0.01141254; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 749.083s]
16/01/24 03:45:26| DEBUG [size=16,place=1] best score = 0.01295791; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 872.439s]
16/01/24 03:45:26| DEBUG [size=16,place=2] best score = 0.01378680; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 872.439s]
16/01/24 03:45:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 67.3607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00959) [took 3049.1656s]
16/01/24 03:53:54| INFO d_mul_sld_rbf_gs finished [took 3557.6770s]
16/01/24 03:58:00| DEBUG [size=11,place=1] best score = 0.03005637; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 244.411s]
16/01/24 03:58:00| DEBUG [size=11,place=2] best score = 0.03420652; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': None, 'confidence': None} [took 244.412s]
16/01/24 04:02:33| DEBUG [size=30,place=1] best score = 0.02269558; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 272.978s]
16/01/24 04:02:33| DEBUG [size=30,place=2] best score = 0.02323580; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': 'bcts', 'confidence': None} [took 272.978s]
16/01/24 04:19:26| DEBUG [size=22,place=1] best score = 0.02002699; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1013.739s]
16/01/24 04:19:26| DEBUG [size=22,place=2] best score = 0.02066562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1013.739s]
16/01/24 04:43:57| DEBUG [size=24,place=1] best score = 0.01526441; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1470.730s]
16/01/24 04:43:57| DEBUG [size=24,place=2] best score = 0.01539353; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1470.730s]
16/01/24 04:46:33| DEBUG [size=16,place=1] best score = 0.01509006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 156.460s]
16/01/24 04:46:33| DEBUG [size=16,place=2] best score = 0.01546223; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 156.461s]
16/01/24 04:50:26| DEBUG [size=20,place=1] best score = 0.01663355; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 232.861s]
16/01/24 04:50:26| DEBUG [size=20,place=2] best score = 0.01759916; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 232.862s]
16/01/24 04:50:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 673.607030301003, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01509) [took 3391.3000s]
16/01/24 04:59:42| INFO d_m3w_sld_rbf_gs finished [took 3946.9736s]
16/01/24 04:59:42| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 8970.1516s]
16/01/24 04:59:42| INFO Dataset sample [0.5 0.5] of dataset imdb started
16/01/24 05:02:52| INFO d_bin_sld_rbf_ne finished [took 185.2195s]
16/01/24 05:04:14| INFO d_bin_sld_rbf_c finished [took 269.1970s]
16/01/24 05:05:57| INFO d_bin_sld_rbf_mc finished [took 370.6358s]
16/01/24 05:07:31| INFO d_mul_sld_rbf finished [took 464.0222s]
16/01/24 05:07:46| INFO d_m3w_sld_rbf_mc finished [took 479.0155s]
16/01/24 05:07:46| INFO d_m3w_sld_rbf finished [took 479.6098s]
16/01/24 05:07:59| INFO d_bin_sld_rbf finished [took 492.0009s]
16/01/24 05:08:11| INFO d_m3w_sld_rbf_c finished [took 504.5978s]
16/01/24 05:08:37| INFO ref finished [took 24.8311s]
16/01/24 05:08:48| INFO d_m3w_sld_rbf_ne finished [took 355.1146s]
16/01/24 05:08:58| INFO d_mul_sld_rbf_ne finished [took 551.4621s]
16/01/24 05:09:12| INFO atc_mc finished [took 34.8918s]
16/01/24 05:09:26| INFO doc finished [took 37.7448s]
16/01/24 05:09:51| INFO d_bin_sld_rbf_is finished [took 336.1183s]
16/01/24 05:09:53| INFO d_mul_sld_rbf_mc finished [took 606.3312s]
16/01/24 05:10:48| INFO d_mul_sld_rbf_c finished [took 661.1245s]
16/01/24 05:11:33| INFO d_bin_sld_rbf_a finished [took 226.2391s]
16/01/24 05:12:59| INFO d_m3w_sld_rbf_is finished [took 327.6759s]
16/01/24 05:13:11| INFO d_m3w_sld_rbf_a finished [took 311.5553s]
16/01/24 05:13:23| INFO d_mul_sld_rbf_a finished [took 335.5755s]
16/01/24 05:14:17| INFO d_mul_sld_rbf_is finished [took 498.7864s]
16/01/24 05:18:27| DEBUG [size=11,place=1] best score = 0.01199423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 249.104s]
16/01/24 05:18:27| DEBUG [size=11,place=2] best score = 0.01354740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 249.105s]
16/01/24 05:20:34| DEBUG [size=30,place=1] best score = 0.01241309; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 126.173s]
16/01/24 05:20:34| DEBUG [size=30,place=2] best score = 0.01258853; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 126.174s]
16/01/24 05:20:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01199) [took 375.3835s]
16/01/24 05:23:27| INFO d_bin_sld_rbf_gs finished [took 548.2787s]
16/01/24 05:27:34| DEBUG [size=11,place=1] best score = 0.01335946; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 246.314s]
16/01/24 05:27:34| DEBUG [size=11,place=2] best score = 0.01411504; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 246.315s]
16/01/24 05:30:08| DEBUG [size=30,place=1] best score = 0.01169761; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 153.779s]
16/01/24 05:30:08| DEBUG [size=30,place=2] best score = 0.01171499; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 153.779s]
16/01/24 05:35:13| DEBUG [size=22,place=1] best score = 0.01063267; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 305.605s]
16/01/24 05:35:13| DEBUG [size=22,place=2] best score = 0.01158544; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 305.606s]
16/01/24 05:37:09| DEBUG [size=19,place=1] best score = 0.01064511; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 115.939s]
16/01/24 05:37:09| DEBUG [size=19,place=2] best score = 0.01068476; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 115.939s]
16/01/24 05:37:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.07510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01063) [took 821.7504s]
16/01/24 05:45:34| INFO d_mul_sld_rbf_gs finished [took 1326.2177s]
16/01/24 05:51:54| DEBUG [size=11,place=1] best score = 0.01830419; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 378.628s]
16/01/24 05:51:54| DEBUG [size=11,place=2] best score = 0.01885374; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': None, 'confidence': None} [took 378.628s]
16/01/24 05:53:49| DEBUG [size=29,place=1] best score = 0.01497389; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 115.593s]
16/01/24 05:53:49| DEBUG [size=29,place=2] best score = 0.01623575; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 115.593s]
16/01/24 05:58:07| DEBUG [size=23,place=1] best score = 0.01448919; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': None} [took 257.793s]
16/01/24 05:58:07| DEBUG [size=23,place=2] best score = 0.01651087; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 257.794s]
16/01/24 06:02:49| DEBUG [size=18,place=1] best score = 0.00811426; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 281.640s]
16/01/24 06:02:49| DEBUG [size=18,place=2] best score = 0.00991096; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 281.640s]
16/01/24 06:04:56| DEBUG [size=22,place=1] best score = 0.01080148; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 127.211s]
16/01/24 06:04:56| DEBUG [size=22,place=2] best score = 0.01101142; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 127.212s]
16/01/24 06:04:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 1160.9852s]
16/01/24 06:13:23| INFO d_m3w_sld_rbf_gs finished [took 1668.1288s]
16/01/24 06:13:23| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4421.0459s]
16/01/24 06:13:23| INFO Dataset sample [0.6 0.4] of dataset imdb started
16/01/24 06:17:54| INFO d_bin_sld_rbf_c finished [took 266.5002s]
16/01/24 06:18:29| INFO d_bin_sld_rbf_ne finished [took 300.9358s]
16/01/24 06:19:03| INFO d_bin_sld_rbf_mc finished [took 334.9764s]
16/01/24 06:19:50| INFO d_m3w_sld_rbf finished [took 382.4623s]
16/01/24 06:20:03| INFO d_bin_sld_rbf finished [took 395.5661s]
16/01/24 06:20:37| INFO d_m3w_sld_rbf_mc finished [took 431.0024s]
16/01/24 06:20:49| INFO d_m3w_sld_rbf_c finished [took 441.3961s]
16/01/24 06:21:01| INFO d_mul_sld_rbf_mc finished [took 452.7338s]
16/01/24 06:21:23| INFO ref finished [took 21.7572s]
16/01/24 06:21:43| INFO d_mul_sld_rbf_c finished [took 495.0103s]
16/01/24 06:21:51| INFO d_mul_sld_rbf finished [took 503.6550s]
16/01/24 06:21:59| INFO atc_mc finished [took 34.8118s]
16/01/24 06:22:25| INFO doc finished [took 41.4586s]
16/01/24 06:23:18| INFO d_mul_sld_rbf_ne finished [took 590.5550s]
16/01/24 06:23:30| INFO d_bin_sld_rbf_is finished [took 300.7899s]
16/01/24 06:24:14| INFO d_m3w_sld_rbf_ne finished [took 378.6133s]
16/01/24 06:24:57| INFO d_m3w_sld_rbf_is finished [took 306.6387s]
16/01/24 06:25:01| INFO d_bin_sld_rbf_a finished [took 297.1114s]
16/01/24 06:26:05| INFO d_mul_sld_rbf_is finished [took 421.8061s]
16/01/24 06:26:20| INFO d_m3w_sld_rbf_a finished [took 329.8874s]
16/01/24 06:26:49| INFO d_mul_sld_rbf_a finished [took 371.3321s]
16/01/24 06:30:40| DEBUG [size=11,place=1] best score = 0.01526059; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 229.318s]
16/01/24 06:30:40| DEBUG [size=11,place=2] best score = 0.01527407; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 229.318s]
16/01/24 06:36:17| DEBUG [size=29,place=1] best score = 0.01471017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 337.525s]
16/01/24 06:36:17| DEBUG [size=29,place=2] best score = 0.01501290; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 337.525s]
16/01/24 06:42:06| DEBUG [size=21,place=1] best score = 0.01487551; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 348.548s]
16/01/24 06:42:06| DEBUG [size=21,place=2] best score = 0.01496889; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 348.549s]
16/01/24 06:42:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01471) [took 915.4999s]
16/01/24 06:45:45| INFO d_bin_sld_rbf_gs finished [took 1134.9590s]
16/01/24 06:49:48| DEBUG [size=11,place=1] best score = 0.01316072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 241.545s]
16/01/24 06:49:48| DEBUG [size=11,place=2] best score = 0.01445684; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 241.545s]
16/01/24 06:52:06| DEBUG [size=28,place=1] best score = 0.01148093; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 137.213s]
16/01/24 06:52:06| DEBUG [size=28,place=2] best score = 0.01183380; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 137.213s]
16/01/24 06:53:50| DEBUG [size=19,place=1] best score = 0.01187920; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 104.564s]
16/01/24 06:53:50| DEBUG [size=19,place=2] best score = 0.01224123; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 104.565s]
16/01/24 06:53:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01148) [took 483.4309s]
16/01/24 07:00:48| INFO d_mul_sld_rbf_gs finished [took 901.6632s]
16/01/24 07:06:12| DEBUG [size=11,place=1] best score = 0.01866630; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': None, 'confidence': None} [took 322.740s]
16/01/24 07:06:12| DEBUG [size=11,place=2] best score = 0.02163574; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': None, 'confidence': None} [took 322.741s]
16/01/24 07:08:41| DEBUG [size=28,place=1] best score = 0.01753880; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.069182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 148.783s]
16/01/24 07:08:41| DEBUG [size=28,place=2] best score = 0.01777690; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 148.784s]
16/01/24 07:14:50| DEBUG [size=26,place=1] best score = 0.01156748; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 691.82142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 368.960s]
16/01/24 07:14:50| DEBUG [size=26,place=2] best score = 0.01284253; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 368.961s]
16/01/24 07:55:10| DEBUG [size=18,place=1] best score = 0.01094724; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2420.185s]
16/01/24 07:55:10| DEBUG [size=18,place=2] best score = 0.01097855; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2420.185s]
16/01/24 07:56:41| DEBUG [size=14,place=1] best score = 0.01116083; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 91.201s]
16/01/24 07:56:41| DEBUG [size=14,place=2] best score = 0.01123757; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 91.201s]
16/01/24 07:56:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01095) [took 3351.9857s]
16/01/24 08:00:32| INFO d_m3w_sld_rbf_gs finished [took 3582.2752s]
16/01/24 08:00:32| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 6428.5401s]
16/01/24 08:00:32| INFO Dataset sample [0.7 0.3] of dataset imdb started
16/01/24 08:05:02| INFO d_bin_sld_rbf_c finished [took 266.8914s]
16/01/24 08:05:20| INFO d_bin_sld_rbf_mc finished [took 286.8575s]
16/01/24 08:05:43| INFO d_bin_sld_rbf finished [took 308.1664s]
16/01/24 08:07:00| INFO d_bin_sld_rbf_ne finished [took 385.5925s]
16/01/24 08:08:08| INFO d_m3w_sld_rbf finished [took 452.9701s]
16/01/24 08:08:15| INFO d_mul_sld_rbf finished [took 460.6056s]
16/01/24 08:08:37| INFO d_mul_sld_rbf_ne finished [took 482.5788s]
16/01/24 08:08:40| INFO d_m3w_sld_rbf_mc finished [took 485.3217s]
16/01/24 08:09:02| INFO d_mul_sld_rbf_mc finished [took 507.5963s]
16/01/24 08:09:03| INFO d_m3w_sld_rbf_c finished [took 508.0224s]
16/01/24 08:09:07| INFO ref finished [took 25.5081s]
16/01/24 08:09:10| INFO d_mul_sld_rbf_c finished [took 514.9825s]
16/01/24 08:09:39| INFO atc_mc finished [took 35.5525s]
16/01/24 08:09:43| INFO doc finished [took 38.9916s]
16/01/24 08:10:46| INFO d_bin_sld_rbf_is finished [took 324.4724s]
16/01/24 08:11:38| INFO d_m3w_sld_rbf_ne finished [took 395.3707s]
16/01/24 08:12:06| INFO d_mul_sld_rbf_is finished [took 381.5760s]
16/01/24 08:12:30| INFO d_bin_sld_rbf_a finished [took 261.0973s]
16/01/24 08:13:06| INFO d_m3w_sld_rbf_is finished [took 364.2172s]
16/01/24 08:13:27| INFO d_m3w_sld_rbf_a finished [took 288.5026s]
16/01/24 08:14:12| INFO d_mul_sld_rbf_a finished [took 355.4226s]
16/01/24 08:19:41| DEBUG [size=11,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 327.110s]
16/01/24 08:19:41| DEBUG [size=11,place=2] best score = 0.01158162; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 327.111s]
16/01/24 08:22:35| DEBUG [size=30,place=1] best score = 0.01094839; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 173.534s]
16/01/24 08:22:35| DEBUG [size=30,place=2] best score = 0.01114888; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 173.534s]
16/01/24 08:23:10| DEBUG [size=18,place=1] best score = 0.01102642; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 35.465s]
16/01/24 08:23:10| DEBUG [size=18,place=2] best score = 0.01117822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 35.465s]
16/01/24 08:23:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} (score=0.01095) [took 536.2204s]
16/01/24 08:25:56| INFO d_bin_sld_rbf_gs finished [took 702.3017s]
16/01/24 08:31:33| DEBUG [size=11,place=1] best score = 0.01547060; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 335.071s]
16/01/24 08:31:33| DEBUG [size=11,place=2] best score = 0.01653021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 335.072s]
16/01/24 08:37:17| DEBUG [size=30,place=1] best score = 0.01128646; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 344.024s]
16/01/24 08:37:17| DEBUG [size=30,place=2] best score = 0.01164915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 344.025s]
16/01/24 08:43:14| DEBUG [size=22,place=1] best score = 0.01062950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 356.398s]
16/01/24 08:43:14| DEBUG [size=22,place=2] best score = 0.01088580; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 356.399s]
16/01/24 08:49:33| DEBUG [size=20,place=1] best score = 0.01069064; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 379.265s]
16/01/24 08:49:33| DEBUG [size=20,place=2] best score = 0.01090400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 379.265s]
16/01/24 08:49:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01063) [took 1414.8757s]
16/01/24 08:53:48| INFO d_mul_sld_rbf_gs finished [took 1669.5994s]
16/01/24 09:00:35| DEBUG [size=11,place=1] best score = 0.01391680; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 405.653s]
16/01/24 09:00:35| DEBUG [size=11,place=2] best score = 0.01461321; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': None} [took 405.654s]
16/01/24 09:06:24| DEBUG [size=30,place=1] best score = 0.01054868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 348.560s]
16/01/24 09:06:24| DEBUG [size=30,place=2] best score = 0.01091417; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 348.561s]
16/01/24 09:14:20| DEBUG [size=25,place=1] best score = 0.00941015; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 476.281s]
16/01/24 09:14:20| DEBUG [size=25,place=2] best score = 0.01006222; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 476.282s]
16/01/24 09:54:56| DEBUG [size=17,place=1] best score = 0.01003394; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2436.261s]
16/01/24 09:54:56| DEBUG [size=17,place=2] best score = 0.01038517; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} [took 2436.262s]
16/01/24 09:54:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.05528348289771292, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00941) [took 3666.8687s]
16/01/24 09:58:30| INFO d_m3w_sld_rbf_gs finished [took 3880.2938s]
16/01/24 09:58:30| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 7077.9560s]
16/01/24 09:58:30| INFO Dataset sample [0.8 0.2] of dataset imdb started
16/01/24 10:03:56| INFO d_bin_sld_rbf finished [took 325.5880s]
16/01/24 10:04:29| INFO d_bin_sld_rbf_ne finished [took 354.4210s]
16/01/24 10:04:37| INFO d_m3w_sld_rbf finished [took 362.7483s]
16/01/24 10:04:38| INFO d_bin_sld_rbf_c finished [took 363.4804s]
16/01/24 10:04:38| INFO d_mul_sld_rbf_mc finished [took 364.1836s]
16/01/24 10:05:30| INFO d_m3w_sld_rbf_mc finished [took 416.2620s]
16/01/24 10:06:07| INFO d_mul_sld_rbf finished [took 452.6772s]
16/01/24 10:06:18| INFO d_m3w_sld_rbf_c finished [took 463.4946s]
16/01/24 10:06:21| INFO d_mul_sld_rbf_ne finished [took 466.5919s]
16/01/24 10:06:43| INFO ref finished [took 24.5546s]
16/01/24 10:06:58| INFO d_mul_sld_rbf_c finished [took 503.6233s]
16/01/24 10:06:58| INFO atc_mc finished [took 36.7255s]
16/01/24 10:07:20| INFO doc finished [took 36.2208s]
16/01/24 10:07:51| INFO d_bin_sld_rbf_mc finished [took 556.9966s]
16/01/24 10:09:09| INFO d_m3w_sld_rbf_ne finished [took 311.5960s]
16/01/24 10:09:46| INFO d_bin_sld_rbf_a finished [took 307.1805s]
16/01/24 10:10:05| INFO d_m3w_sld_rbf_is finished [took 326.4113s]
16/01/24 10:10:16| INFO d_mul_sld_rbf_is finished [took 338.0647s]
16/01/24 10:10:45| INFO d_m3w_sld_rbf_a finished [took 277.8321s]
16/01/24 10:11:01| INFO d_mul_sld_rbf_a finished [took 329.4486s]
16/01/24 10:11:28| INFO d_bin_sld_rbf_is finished [took 418.5830s]
16/01/24 10:17:30| DEBUG [size=11,place=1] best score = 0.01106246; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': None} [took 360.357s]
16/01/24 10:17:30| DEBUG [size=11,place=2] best score = 0.01326243; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 360.358s]
16/01/24 10:20:17| DEBUG [size=30,place=1] best score = 0.00933879; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 167.782s]
16/01/24 10:20:17| DEBUG [size=30,place=2] best score = 0.01022002; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.782s]
16/01/24 10:22:24| DEBUG [size=26,place=1] best score = 0.00926167; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 126.182s]
16/01/24 10:22:24| DEBUG [size=26,place=2] best score = 0.00929441; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 126.182s]
16/01/24 10:23:53| DEBUG [size=18,place=1] best score = 0.00906605; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 89.799s]
16/01/24 10:23:53| DEBUG [size=18,place=2] best score = 0.00920415; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 89.799s]
16/01/24 10:24:52| DEBUG [size=13,place=1] best score = 0.00903199; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 58.485s]
16/01/24 10:24:52| DEBUG [size=13,place=2] best score = 0.00935207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 58.485s]
16/01/24 10:25:40| DEBUG [size=19,place=1] best score = 0.00914097; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 48.114s]
16/01/24 10:25:40| DEBUG [size=19,place=2] best score = 0.00947578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 48.115s]
16/01/24 10:25:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00903) [took 850.8433s]
16/01/24 10:28:48| INFO d_bin_sld_rbf_gs finished [took 1039.1877s]
16/01/24 10:35:00| DEBUG [size=11,place=1] best score = 0.01836046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 370.603s]
16/01/24 10:35:00| DEBUG [size=11,place=2] best score = 0.02315989; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 370.604s]
16/01/24 10:42:00| DEBUG [size=30,place=1] best score = 0.01271953; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 419.199s]
16/01/24 10:42:00| DEBUG [size=30,place=2] best score = 0.01318057; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 419.200s]
16/01/24 11:05:04| DEBUG [size=24,place=1] best score = 0.01280191; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1384.270s]
16/01/24 11:05:04| DEBUG [size=24,place=2] best score = 0.01375053; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 1384.271s]
16/01/24 11:05:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01272) [took 2174.1843s]
16/01/24 11:10:44| INFO d_mul_sld_rbf_gs finished [took 2514.3974s]
16/01/24 11:16:18| DEBUG [size=11,place=1] best score = 0.01113561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': None} [took 332.837s]
16/01/24 11:16:18| DEBUG [size=11,place=2] best score = 0.01225560; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 332.838s]
16/01/24 11:25:16| DEBUG [size=29,place=1] best score = 0.01013668; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 538.454s]
16/01/24 11:25:16| DEBUG [size=29,place=2] best score = 0.01095320; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': None} [took 538.455s]
16/01/24 11:35:06| DEBUG [size=18,place=1] best score = 0.01019217; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 589.946s]
16/01/24 11:35:06| DEBUG [size=18,place=2] best score = 0.01056782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 589.947s]
16/01/24 11:35:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04151780520243354, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01014) [took 1461.3473s]
16/01/24 11:38:31| INFO d_m3w_sld_rbf_gs finished [took 1666.1367s]
16/01/24 11:38:31| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 6001.4092s]
16/01/24 11:38:31| INFO Dataset sample [0.9 0.1] of dataset imdb started
16/01/24 11:41:51| INFO d_bin_sld_rbf finished [took 199.2329s]
16/01/24 11:42:49| INFO d_bin_sld_rbf_mc finished [took 253.8906s]
16/01/24 11:42:59| INFO d_m3w_sld_rbf finished [took 263.8287s]
16/01/24 11:43:12| INFO d_m3w_sld_rbf_mc finished [took 277.1914s]
16/01/24 11:43:15| INFO d_bin_sld_rbf_c finished [took 279.6862s]
16/01/24 11:43:18| INFO d_bin_sld_rbf_ne finished [took 284.6091s]
16/01/24 11:43:19| INFO d_m3w_sld_rbf_c finished [took 283.6815s]
16/01/24 11:43:26| INFO d_mul_sld_rbf_ne finished [took 290.1739s]
16/01/24 11:43:27| INFO d_mul_sld_rbf finished [took 291.3743s]
16/01/24 11:43:50| INFO d_mul_sld_rbf_mc finished [took 314.6740s]
16/01/24 11:43:51| INFO d_mul_sld_rbf_c finished [took 316.0080s]
16/01/24 11:43:52| INFO ref finished [took 25.7492s]
16/01/24 11:44:03| INFO atc_mc finished [took 35.3934s]
16/01/24 11:44:19| INFO doc finished [took 28.4945s]
16/01/24 11:46:02| INFO d_bin_sld_rbf_is finished [took 192.3197s]
16/01/24 11:46:12| INFO d_m3w_sld_rbf_is finished [took 179.3905s]
16/01/24 11:46:16| INFO d_m3w_sld_rbf_ne finished [took 264.1500s]
16/01/24 11:46:20| INFO d_bin_sld_rbf_a finished [took 184.0656s]
16/01/24 11:46:23| INFO d_mul_sld_rbf_is finished [took 203.4104s]
16/01/24 11:46:43| INFO d_mul_sld_rbf_a finished [took 203.9266s]
16/01/24 11:47:08| INFO d_m3w_sld_rbf_a finished [took 228.7695s]
16/01/24 11:49:48| DEBUG [size=11,place=1] best score = 0.01292455; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 158.543s]
16/01/24 11:49:48| DEBUG [size=11,place=2] best score = 0.01624608; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 158.543s]
16/01/24 12:00:19| DEBUG [size=30,place=1] best score = 0.01073827; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': None} [took 631.044s]
16/01/24 12:00:19| DEBUG [size=30,place=2] best score = 0.01255025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 631.045s]
16/01/24 12:01:24| DEBUG [size=23,place=1] best score = 0.01166563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 64.912s]
16/01/24 12:01:24| DEBUG [size=23,place=2] best score = 0.01293980; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 64.913s]
16/01/24 12:01:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 29.330309131685347, 'quantifier__recalib': None, 'confidence': None} (score=0.01074) [took 854.6108s]
16/01/24 12:09:02| INFO d_bin_sld_rbf_gs finished [took 1312.5975s]
16/01/24 12:11:49| DEBUG [size=11,place=1] best score = 0.24195820; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 166.213s]
16/01/24 12:11:49| DEBUG [size=11,place=2] best score = 0.27879781; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 166.213s]
16/01/24 12:16:26| DEBUG [size=29,place=1] best score = 0.06164482; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 276.734s]
16/01/24 12:16:26| DEBUG [size=29,place=2] best score = 0.19809992; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 276.734s]
16/01/24 12:18:09| DEBUG [size=22,place=1] best score = 0.09775856; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} [took 103.126s]
16/01/24 12:18:09| DEBUG [size=22,place=2] best score = 0.13831309; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 103.127s]
16/01/24 12:18:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9330309131685346, 'quantifier__recalib': None, 'confidence': None} (score=0.06164) [took 546.1817s]
16/01/24 12:21:20| INFO d_mul_sld_rbf_gs finished [took 737.6605s]
16/01/24 12:24:09| DEBUG [size=11,place=1] best score = 0.00903860; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 167.576s]
16/01/24 12:24:09| DEBUG [size=11,place=2] best score = 0.01080314; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 293.30309131685345, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.577s]
16/01/24 12:32:38| DEBUG [size=28,place=1] best score = 0.00835145; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 509.521s]
16/01/24 12:32:38| DEBUG [size=28,place=2] best score = 0.00877281; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 509.522s]
16/01/24 12:33:59| DEBUG [size=22,place=1] best score = 0.00828585; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 80.521s]
16/01/24 12:33:59| DEBUG [size=22,place=2] best score = 0.00853948; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 80.521s]
16/01/24 12:35:36| DEBUG [size=16,place=1] best score = 0.00809235; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 96.817s]
16/01/24 12:35:36| DEBUG [size=16,place=2] best score = 0.00819828; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29330309131685345, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 96.818s]
16/01/24 12:37:01| DEBUG [size=18,place=1] best score = 0.00844601; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.471s]
16/01/24 12:37:01| DEBUG [size=18,place=2] best score = 0.00862933; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 85.472s]
16/01/24 12:37:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.029330309131685346, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00809) [took 940.0268s]
16/01/24 12:40:27| INFO d_m3w_sld_rbf_gs finished [took 1145.6478s]
16/01/24 12:40:27| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 3715.5478s]
----------------------------------------------------------------------------------------------------
16/01/24 13:53:49| INFO dataset imdb [pool size: 10]
16/01/24 13:53:49| INFO Dataset sample [0.1 0.9] of dataset imdb started
16/01/24 13:53:53| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/01/24 13:53:53| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/01/24 13:53:54| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/01/24 13:53:54| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/01/24 13:53:54| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/01/24 13:53:55| WARNING Method d_bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
16/01/24 14:22:26| INFO d_m3w_kde_lr finished [took 1712.7360s]
16/01/24 14:22:28| INFO d_m3w_kde_lr_is finished [took 1713.7410s]
16/01/24 14:22:49| INFO ref finished [took 20.4937s]
16/01/24 14:22:52| INFO d_m3w_kde_lr_mc finished [took 1740.0818s]
16/01/24 14:23:00| INFO d_m3w_kde_lr_ne finished [took 1746.1236s]
16/01/24 14:23:06| INFO d_m3w_kde_lr_c finished [took 1752.6071s]
16/01/24 14:23:24| INFO atc_mc finished [took 33.8018s]
16/01/24 14:23:25| INFO doc finished [took 31.7482s]
16/01/24 14:23:32| INFO d_mul_kde_lr_c finished [took 1778.9115s]
16/01/24 14:23:45| INFO d_mul_kde_lr_ne finished [took 1791.6367s]
16/01/24 14:24:03| INFO d_mul_kde_lr finished [took 1809.3353s]
16/01/24 14:24:28| INFO d_mul_kde_lr_mc finished [took 1834.2829s]
16/01/24 14:24:57| INFO d_mul_kde_lr_a finished [took 1861.2210s]
16/01/24 14:25:14| INFO d_mul_kde_lr_is finished [took 1879.4664s]
16/01/24 14:42:04| INFO d_m3w_kde_lr_a finished [took 1177.7494s]
16/01/24 14:42:28| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
16/01/24 14:43:19| DEBUG [size=11,place=1] best score = 0.01299232; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.675s]
16/01/24 14:43:19| DEBUG [size=11,place=2] best score = 0.01684236; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.676s]
16/01/24 14:47:40| DEBUG [size=56,place=1] best score = 0.01057939; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 260.675s]
16/01/24 14:47:40| DEBUG [size=56,place=2] best score = 0.01058431; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 260.675s]
16/01/24 14:49:17| DEBUG [size=18,place=1] best score = 0.01062124; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 96.918s]
16/01/24 14:49:17| DEBUG [size=18,place=2] best score = 0.01065268; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 96.918s]
16/01/24 14:49:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01058) [took 407.3795s]
16/01/24 15:01:33| INFO d_mul_kde_lr_gs finished [took 1144.2388s]
16/01/24 15:02:22| DEBUG [size=11,place=1] best score = 0.01582473; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 47.810s]
16/01/24 15:02:22| DEBUG [size=11,place=2] best score = 0.01637261; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.811s]
16/01/24 15:06:19| DEBUG [size=56,place=1] best score = 0.01227872; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 237.010s]
16/01/24 15:06:19| DEBUG [size=56,place=2] best score = 0.01246526; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 237.011s]
16/01/24 15:07:48| DEBUG [size=18,place=1] best score = 0.01227061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.208s]
16/01/24 15:07:48| DEBUG [size=18,place=2] best score = 0.01244143; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 89.208s]
16/01/24 15:10:57| DEBUG [size=43,place=1] best score = 0.01167103; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 188.676s]
16/01/24 15:10:57| DEBUG [size=43,place=2] best score = 0.01168875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 188.677s]
16/01/24 15:13:02| DEBUG [size=26,place=1] best score = 0.01160017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 124.360s]
16/01/24 15:13:02| DEBUG [size=26,place=2] best score = 0.01192728; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 124.360s]
16/01/24 15:14:16| DEBUG [size=13,place=1] best score = 0.01262094; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 74.701s]
16/01/24 15:14:16| DEBUG [size=13,place=2] best score = 0.01263828; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 74.702s]
16/01/24 15:14:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01160) [took 761.8931s]
16/01/24 15:25:34| INFO d_m3w_kde_lr_gs finished [took 1439.3166s]
16/01/24 15:25:34| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 5504.4267s]
16/01/24 15:25:34| INFO Dataset sample [0.2 0.8] of dataset imdb started
16/01/24 15:47:33| INFO d_bin_kde_lr_ne finished [took 1314.6880s]
16/01/24 15:47:40| INFO d_bin_kde_lr_mc finished [took 1320.8901s]
16/01/24 15:48:19| INFO d_bin_kde_lr finished [took 1360.2539s]
16/01/24 15:48:22| INFO d_bin_kde_lr_c finished [took 1363.8031s]
16/01/24 15:52:53| INFO d_m3w_kde_lr_mc finished [took 1635.9732s]
16/01/24 15:52:53| INFO d_m3w_kde_lr finished [took 1634.1442s]
16/01/24 15:52:56| INFO d_m3w_kde_lr_c finished [took 1637.2163s]
16/01/24 15:54:48| INFO d_mul_kde_lr finished [took 1749.6181s]
16/01/24 15:54:49| INFO d_mul_kde_lr_c finished [took 1750.0105s]
16/01/24 15:54:49| INFO d_mul_kde_lr_mc finished [took 1750.3249s]
16/01/24 15:55:14| INFO ref finished [took 25.0821s]
16/01/24 15:55:24| INFO atc_mc finished [took 34.2265s]
16/01/24 15:55:28| INFO d_mul_kde_lr_ne finished [took 1788.7721s]
16/01/24 15:55:30| INFO doc finished [took 40.1176s]
16/01/24 16:05:33| INFO d_bin_kde_lr_is finished [took 1072.8564s]
16/01/24 16:08:53| INFO d_m3w_kde_lr_ne finished [took 1278.3538s]
16/01/24 16:09:15| INFO d_m3w_kde_lr_is finished [took 1252.1630s]
16/01/24 16:10:24| INFO d_mul_kde_lr_is finished [took 1323.8609s]
16/01/24 16:10:27| INFO d_bin_kde_lr_a finished [took 1053.7669s]
16/01/24 16:13:57| INFO d_m3w_kde_lr_a finished [took 1260.0703s]
16/01/24 16:16:32| INFO d_mul_kde_lr_a finished [took 1418.4211s]
16/01/24 16:17:10| DEBUG [size=11,place=1] best score = 0.00861523; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 36.765s]
16/01/24 16:17:10| DEBUG [size=11,place=2] best score = 0.00877095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 36.766s]
16/01/24 16:20:07| DEBUG [size=56,place=1] best score = 0.00819457; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 177.509s]
16/01/24 16:20:07| DEBUG [size=56,place=2] best score = 0.00847180; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 177.510s]
16/01/24 16:22:34| DEBUG [size=44,place=1] best score = 0.00815196; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 146.478s]
16/01/24 16:22:34| DEBUG [size=44,place=2] best score = 0.00817557; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.479s]
16/01/24 16:24:10| DEBUG [size=28,place=1] best score = 0.00815966; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 96.084s]
16/01/24 16:24:10| DEBUG [size=28,place=2] best score = 0.00824998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 96.085s]
16/01/24 16:24:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00815) [took 456.9533s]
16/01/24 16:31:57| INFO d_bin_kde_lr_gs finished [took 924.1993s]
16/01/24 16:32:49| DEBUG [size=11,place=1] best score = 0.00873410; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 50.586s]
16/01/24 16:32:49| DEBUG [size=11,place=2] best score = 0.00954326; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.586s]
16/01/24 16:36:42| DEBUG [size=54,place=1] best score = 0.00869793; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 232.781s]
16/01/24 16:36:42| DEBUG [size=54,place=2] best score = 0.00873530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 232.781s]
16/01/24 16:38:00| DEBUG [size=16,place=1] best score = 0.00885294; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.457s]
16/01/24 16:38:00| DEBUG [size=16,place=2] best score = 0.00895916; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 78.458s]
16/01/24 16:38:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} (score=0.00870) [took 361.9342s]
16/01/24 16:48:54| INFO d_mul_kde_lr_gs finished [took 1016.0714s]
16/01/24 16:49:42| DEBUG [size=11,place=1] best score = 0.00860071; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.672s]
16/01/24 16:49:42| DEBUG [size=11,place=2] best score = 0.00922505; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 46.673s]
16/01/24 16:53:09| DEBUG [size=54,place=1] best score = 0.00843250; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.169s]
16/01/24 16:53:09| DEBUG [size=54,place=2] best score = 0.00865742; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 207.170s]
16/01/24 16:56:09| DEBUG [size=45,place=1] best score = 0.00870824; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 179.908s]
16/01/24 16:56:09| DEBUG [size=45,place=2] best score = 0.00893140; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 179.909s]
16/01/24 16:56:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00843) [took 433.8660s]
16/01/24 17:03:56| INFO d_m3w_kde_lr_gs finished [took 900.8640s]
16/01/24 17:03:56| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5902.5582s]
16/01/24 17:03:56| INFO Dataset sample [0.3 0.7] of dataset imdb started
16/01/24 17:19:54| INFO d_bin_kde_lr_c finished [took 952.8428s]
16/01/24 17:20:08| INFO d_bin_kde_lr_ne finished [took 966.6821s]
16/01/24 17:20:16| INFO d_bin_kde_lr_mc finished [took 975.0898s]
16/01/24 17:20:34| INFO d_bin_kde_lr finished [took 993.0069s]
16/01/24 17:27:03| INFO d_m3w_kde_lr_c finished [took 1383.5826s]
16/01/24 17:27:30| INFO d_m3w_kde_lr finished [took 1408.5153s]
16/01/24 17:27:33| INFO d_m3w_kde_lr_mc finished [took 1412.1303s]
16/01/24 17:28:36| INFO d_mul_kde_lr finished [took 1474.8569s]
16/01/24 17:28:50| INFO d_mul_kde_lr_ne finished [took 1488.1913s]
16/01/24 17:29:01| INFO ref finished [took 24.3639s]
16/01/24 17:29:05| INFO d_mul_kde_lr_c finished [took 1503.7899s]
16/01/24 17:29:24| INFO atc_mc finished [took 33.6095s]
16/01/24 17:29:42| INFO doc finished [took 40.2610s]
16/01/24 17:29:45| INFO d_mul_kde_lr_mc finished [took 1543.9746s]
16/01/24 17:34:34| INFO d_bin_kde_lr_is finished [took 865.3479s]
16/01/24 17:38:10| INFO d_m3w_kde_lr_ne finished [took 1095.0969s]
16/01/24 17:40:38| INFO d_bin_kde_lr_a finished [took 814.3673s]
16/01/24 17:40:39| INFO d_mul_kde_lr_is finished [took 1221.4336s]
16/01/24 17:40:50| INFO d_m3w_kde_lr_is finished [took 1214.6067s]
16/01/24 17:44:16| INFO d_m3w_kde_lr_a finished [took 1001.9135s]
16/01/24 17:44:57| INFO d_mul_kde_lr_a finished [took 1046.5486s]
16/01/24 17:45:29| DEBUG [size=11,place=1] best score = 0.02312771; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 30.972s]
16/01/24 17:45:29| DEBUG [size=11,place=2] best score = 0.02587217; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 30.972s]
16/01/24 17:47:55| DEBUG [size=56,place=1] best score = 0.01909495; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 145.280s]
16/01/24 17:47:55| DEBUG [size=56,place=2] best score = 0.02064875; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.281s]
16/01/24 17:49:12| DEBUG [size=28,place=1] best score = 0.02055537; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.375s]
16/01/24 17:49:12| DEBUG [size=28,place=2] best score = 0.02091965; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.375s]
16/01/24 17:49:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01909) [took 253.7399s]
16/01/24 17:55:10| INFO d_bin_kde_lr_gs finished [took 611.2015s]
16/01/24 17:56:01| DEBUG [size=11,place=1] best score = 0.02050422; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.688s]
16/01/24 17:56:01| DEBUG [size=11,place=2] best score = 0.02144078; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 50.688s]
16/01/24 17:59:47| DEBUG [size=54,place=1] best score = 0.02012811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 225.419s]
16/01/24 17:59:47| DEBUG [size=54,place=2] best score = 0.02029226; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 225.419s]
16/01/24 18:00:51| DEBUG [size=15,place=1] best score = 0.02133049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 64.454s]
16/01/24 18:00:51| DEBUG [size=15,place=2] best score = 0.02153347; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 64.455s]
16/01/24 18:00:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.02013) [took 340.6732s]
16/01/24 18:08:27| INFO d_mul_kde_lr_gs finished [took 796.4487s]
16/01/24 18:09:15| DEBUG [size=11,place=1] best score = 0.02212950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.511s]
16/01/24 18:09:15| DEBUG [size=11,place=2] best score = 0.02570023; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 46.511s]
16/01/24 18:12:37| DEBUG [size=54,place=1] best score = 0.02032777; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 202.189s]
16/01/24 18:12:37| DEBUG [size=54,place=2] best score = 0.02162442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 202.189s]
16/01/24 18:15:40| DEBUG [size=45,place=1] best score = 0.02111457; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.761s]
16/01/24 18:15:40| DEBUG [size=45,place=2] best score = 0.02221776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.762s]
16/01/24 18:15:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02033) [took 432.5734s]
16/01/24 18:22:09| INFO d_m3w_kde_lr_gs finished [took 820.6812s]
16/01/24 18:22:09| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 4692.3463s]
16/01/24 18:22:09| INFO Dataset sample [0.4 0.6] of dataset imdb started
16/01/24 18:36:08| INFO d_bin_kde_lr_ne finished [took 835.0552s]
16/01/24 18:36:38| INFO d_bin_kde_lr_mc finished [took 864.6850s]
16/01/24 18:37:08| INFO d_bin_kde_lr_c finished [took 895.4922s]
16/01/24 18:37:22| INFO d_bin_kde_lr finished [took 909.0953s]
16/01/24 18:46:56| INFO d_mul_kde_lr_ne finished [took 1482.5346s]
16/01/24 18:47:18| INFO d_m3w_kde_lr_mc finished [took 1504.4904s]
16/01/24 18:47:22| INFO d_m3w_kde_lr_c finished [took 1509.2144s]
16/01/24 18:47:29| INFO d_m3w_kde_lr finished [took 1515.5199s]
16/01/24 18:47:53| INFO ref finished [took 23.8721s]
16/01/24 18:48:01| INFO d_mul_kde_lr finished [took 1548.9346s]
16/01/24 18:48:11| INFO d_mul_kde_lr_mc finished [took 1558.1342s]
16/01/24 18:48:13| INFO d_mul_kde_lr_c finished [took 1560.1561s]
16/01/24 18:48:23| INFO atc_mc finished [took 29.1516s]
16/01/24 18:48:36| INFO doc finished [took 34.5420s]
16/01/24 18:50:41| INFO d_bin_kde_lr_is finished [took 842.8423s]
16/01/24 18:57:09| INFO d_m3w_kde_lr_ne finished [took 1260.5236s]
16/01/24 18:57:46| INFO d_m3w_kde_lr_is finished [took 1223.1773s]
16/01/24 18:57:48| INFO d_bin_kde_lr_a finished [took 651.1182s]
16/01/24 18:58:25| INFO d_mul_kde_lr_is finished [took 1275.7564s]
16/01/24 19:05:08| INFO d_m3w_kde_lr_a finished [took 1064.7977s]
16/01/24 19:06:02| INFO d_mul_kde_lr_a finished [took 1123.6226s]
16/01/24 19:06:28| DEBUG [size=11,place=1] best score = 0.01237457; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.273s]
16/01/24 19:06:28| DEBUG [size=11,place=2] best score = 0.01456114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 25.273s]
16/01/24 19:08:20| DEBUG [size=54,place=1] best score = 0.01185206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 111.418s]
16/01/24 19:08:20| DEBUG [size=54,place=2] best score = 0.01185547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 111.418s]
16/01/24 19:09:16| DEBUG [size=24,place=1] best score = 0.01194507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.400s]
16/01/24 19:09:16| DEBUG [size=24,place=2] best score = 0.01213868; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 56.400s]
16/01/24 19:09:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01185) [took 193.2036s]
16/01/24 19:13:54| INFO d_bin_kde_lr_gs finished [took 471.3872s]
16/01/24 19:14:36| DEBUG [size=11,place=1] best score = 0.01259414; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 41.160s]
16/01/24 19:14:36| DEBUG [size=11,place=2] best score = 0.01388087; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 41.160s]
16/01/24 19:17:54| DEBUG [size=54,place=1] best score = 0.01115449; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 197.220s]
16/01/24 19:17:54| DEBUG [size=54,place=2] best score = 0.01218226; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 197.220s]
16/01/24 19:19:27| DEBUG [size=24,place=1] best score = 0.01146148; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.391s]
16/01/24 19:19:27| DEBUG [size=24,place=2] best score = 0.01226814; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 93.392s]
16/01/24 19:19:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01115) [took 331.8843s]
16/01/24 19:25:33| INFO d_mul_kde_lr_gs finished [took 698.0193s]
16/01/24 19:26:16| DEBUG [size=11,place=1] best score = 0.03038157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 41.621s]
16/01/24 19:26:16| DEBUG [size=11,place=2] best score = 0.03117303; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 41.621s]
16/01/24 19:29:27| DEBUG [size=56,place=1] best score = 0.02345694; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 190.781s]
16/01/24 19:29:27| DEBUG [size=56,place=2] best score = 0.02810741; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 190.781s]
16/01/24 19:32:30| DEBUG [size=44,place=1] best score = 0.01950316; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.371s]
16/01/24 19:32:30| DEBUG [size=44,place=2] best score = 0.02285566; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 183.371s]
16/01/24 19:34:32| DEBUG [size=29,place=1] best score = 0.02030727; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 122.013s]
16/01/24 19:34:32| DEBUG [size=29,place=2] best score = 0.02162956; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 122.013s]
16/01/24 19:34:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01950) [took 537.9092s]
16/01/24 19:45:27| INFO d_m3w_kde_lr_gs finished [took 1192.7197s]
16/01/24 19:45:27| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4998.1274s]
16/01/24 19:45:27| INFO Dataset sample [0.5 0.5] of dataset imdb started
16/01/24 19:58:45| INFO d_bin_kde_lr_mc finished [took 793.9428s]
16/01/24 19:59:43| INFO d_bin_kde_lr_c finished [took 851.0395s]
16/01/24 20:00:00| INFO d_bin_kde_lr finished [took 868.7921s]
16/01/24 20:00:36| INFO d_bin_kde_lr_ne finished [took 904.0669s]
16/01/24 20:11:31| INFO d_m3w_kde_lr_mc finished [took 1559.6283s]
16/01/24 20:11:35| INFO d_m3w_kde_lr finished [took 1563.7090s]
16/01/24 20:12:26| INFO d_m3w_kde_lr_c finished [took 1614.1599s]
16/01/24 20:13:07| INFO d_mul_kde_lr_c finished [took 1655.4866s]
16/01/24 20:13:10| INFO d_mul_kde_lr_mc finished [took 1660.1641s]
16/01/24 20:13:34| INFO ref finished [took 26.2471s]
16/01/24 20:13:47| INFO d_mul_kde_lr finished [took 1695.9405s]
16/01/24 20:13:48| INFO atc_mc finished [took 37.3128s]
16/01/24 20:13:54| INFO d_mul_kde_lr_ne finished [took 1702.6779s]
16/01/24 20:14:09| INFO doc finished [took 34.4948s]
16/01/24 20:14:37| INFO d_bin_kde_lr_is finished [took 893.1942s]
16/01/24 20:22:03| INFO d_m3w_kde_lr_ne finished [took 1396.8990s]
16/01/24 20:22:29| INFO d_bin_kde_lr_a finished [took 657.2108s]
16/01/24 20:23:27| INFO d_m3w_kde_lr_is finished [took 1370.7770s]
16/01/24 20:24:05| INFO d_mul_kde_lr_is finished [took 1443.8466s]
16/01/24 20:31:03| INFO d_m3w_kde_lr_a finished [took 1116.8128s]
16/01/24 20:31:53| INFO d_mul_kde_lr_a finished [took 1216.7621s]
16/01/24 20:32:19| DEBUG [size=11,place=1] best score = 0.01227994; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 24.989s]
16/01/24 20:32:19| DEBUG [size=11,place=2] best score = 0.01269927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 24.989s]
16/01/24 20:34:13| DEBUG [size=54,place=1] best score = 0.01200764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 113.408s]
16/01/24 20:34:13| DEBUG [size=54,place=2] best score = 0.01204172; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 113.408s]
16/01/24 20:35:58| DEBUG [size=49,place=1] best score = 0.01193887; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 105.725s]
16/01/24 20:35:58| DEBUG [size=49,place=2] best score = 0.01200819; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.725s]
16/01/24 20:37:43| DEBUG [size=46,place=1] best score = 0.01251636; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 104.063s]
16/01/24 20:37:43| DEBUG [size=46,place=2] best score = 0.01305037; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 104.064s]
16/01/24 20:37:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01194) [took 348.3005s]
16/01/24 20:43:29| INFO d_bin_kde_lr_gs finished [took 694.3836s]
16/01/24 20:44:16| DEBUG [size=11,place=1] best score = 0.01380829; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.558s]
16/01/24 20:44:16| DEBUG [size=11,place=2] best score = 0.01495692; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 46.559s]
16/01/24 20:47:45| DEBUG [size=54,place=1] best score = 0.01360795; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 208.632s]
16/01/24 20:47:45| DEBUG [size=54,place=2] best score = 0.01388322; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 208.632s]
16/01/24 20:50:42| DEBUG [size=45,place=1] best score = 0.01324470; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 176.905s]
16/01/24 20:50:42| DEBUG [size=45,place=2] best score = 0.01375573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 176.906s]
16/01/24 20:52:20| DEBUG [size=26,place=1] best score = 0.01386648; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 98.589s]
16/01/24 20:52:20| DEBUG [size=26,place=2] best score = 0.01418519; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 98.590s]
16/01/24 20:52:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01324) [took 530.8012s]
16/01/24 20:58:08| INFO d_mul_kde_lr_gs finished [took 878.6687s]
16/01/24 20:58:55| DEBUG [size=11,place=1] best score = 0.02240841; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 45.135s]
16/01/24 20:58:55| DEBUG [size=11,place=2] best score = 0.02369939; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 45.136s]
16/01/24 21:02:12| DEBUG [size=54,place=1] best score = 0.01721279; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 196.912s]
16/01/24 21:02:12| DEBUG [size=54,place=2] best score = 0.01723208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 196.913s]
16/01/24 21:03:36| DEBUG [size=16,place=1] best score = 0.01712448; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.854s]
16/01/24 21:03:36| DEBUG [size=16,place=2] best score = 0.01713287; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.855s]
16/01/24 21:05:59| DEBUG [size=31,place=1] best score = 0.01727887; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.049s]
16/01/24 21:05:59| DEBUG [size=31,place=2] best score = 0.01752306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.049s]
16/01/24 21:06:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01712) [took 470.0680s]
16/01/24 21:17:49| INFO d_m3w_kde_lr_gs finished [took 1179.5657s]
16/01/24 21:17:49| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 5542.2176s]
16/01/24 21:17:49| INFO Dataset sample [0.6 0.4] of dataset imdb started
16/01/24 21:31:59| INFO d_bin_kde_lr_c finished [took 845.4392s]
16/01/24 21:32:17| INFO d_bin_kde_lr finished [took 863.0733s]
16/01/24 21:32:28| INFO d_bin_kde_lr_mc finished [took 874.3695s]
16/01/24 21:32:39| INFO d_bin_kde_lr_ne finished [took 885.4318s]
16/01/24 21:41:42| INFO d_m3w_kde_lr finished [took 1430.2833s]
16/01/24 21:42:30| INFO d_m3w_kde_lr_c finished [took 1476.5890s]
16/01/24 21:43:05| INFO d_mul_kde_lr_ne finished [took 1510.8907s]
16/01/24 21:43:21| INFO d_m3w_kde_lr_mc finished [took 1527.0473s]
16/01/24 21:43:21| INFO d_mul_kde_lr finished [took 1527.7446s]
16/01/24 21:43:46| INFO ref finished [took 24.4853s]
16/01/24 21:43:57| INFO atc_mc finished [took 34.5364s]
16/01/24 21:44:11| INFO d_mul_kde_lr_c finished [took 1576.8133s]
16/01/24 21:44:27| INFO doc finished [took 39.9166s]
16/01/24 21:44:40| INFO d_mul_kde_lr_mc finished [took 1606.4108s]
16/01/24 21:45:31| INFO d_bin_kde_lr_is finished [took 792.9648s]
16/01/24 21:52:33| INFO d_bin_kde_lr_a finished [took 650.1767s]
16/01/24 21:53:17| INFO d_m3w_kde_lr_ne finished [took 1276.9138s]
16/01/24 21:54:04| INFO d_m3w_kde_lr_is finished [took 1284.1221s]
16/01/24 21:54:28| INFO d_mul_kde_lr_is finished [took 1318.6763s]
16/01/24 22:00:53| INFO d_m3w_kde_lr_a finished [took 1067.0911s]
16/01/24 22:01:29| INFO d_mul_kde_lr_a finished [took 1137.9256s]
16/01/24 22:01:57| DEBUG [size=11,place=1] best score = 0.01683228; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 26.639s]
16/01/24 22:01:57| DEBUG [size=11,place=2] best score = 0.01814601; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 26.640s]
16/01/24 22:04:00| DEBUG [size=56,place=1] best score = 0.01497173; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.159s]
16/01/24 22:04:00| DEBUG [size=56,place=2] best score = 0.01575528; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 123.159s]
16/01/24 22:05:40| DEBUG [size=42,place=1] best score = 0.01361574; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 99.917s]
16/01/24 22:05:40| DEBUG [size=42,place=2] best score = 0.01367236; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 99.917s]
16/01/24 22:06:13| DEBUG [size=12,place=1] best score = 0.01529907; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 32.633s]
16/01/24 22:06:13| DEBUG [size=12,place=2] best score = 0.01564006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 32.633s]
16/01/24 22:06:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01362) [took 282.4640s]
16/01/24 22:10:54| INFO d_bin_kde_lr_gs finished [took 563.7965s]
16/01/24 22:11:39| DEBUG [size=11,place=1] best score = 0.01903567; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.847s]
16/01/24 22:11:39| DEBUG [size=11,place=2] best score = 0.02007474; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.847s]
16/01/24 22:15:10| DEBUG [size=54,place=1] best score = 0.01613967; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 210.989s]
16/01/24 22:15:10| DEBUG [size=54,place=2] best score = 0.01885854; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 210.990s]
16/01/24 22:16:13| DEBUG [size=16,place=1] best score = 0.01543220; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 62.884s]
16/01/24 22:16:13| DEBUG [size=16,place=2] best score = 0.01569212; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 62.885s]
16/01/24 22:19:24| DEBUG [size=49,place=1] best score = 0.01583485; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.063s]
16/01/24 22:19:24| DEBUG [size=49,place=2] best score = 0.01611697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 191.064s]
16/01/24 22:19:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01543) [took 508.8994s]
16/01/24 22:25:49| INFO d_mul_kde_lr_gs finished [took 894.2111s]
16/01/24 22:26:35| DEBUG [size=11,place=1] best score = 0.02199701; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 44.613s]
16/01/24 22:26:35| DEBUG [size=11,place=2] best score = 0.02204801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 44.614s]
16/01/24 22:30:04| DEBUG [size=56,place=1] best score = 0.01963287; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 208.515s]
16/01/24 22:30:04| DEBUG [size=56,place=2] best score = 0.01965614; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 208.515s]
16/01/24 22:32:17| DEBUG [size=30,place=1] best score = 0.01899730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 133.262s]
16/01/24 22:32:17| DEBUG [size=30,place=2] best score = 0.01903873; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 133.262s]
16/01/24 22:33:18| DEBUG [size=14,place=1] best score = 0.01863826; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.182s]
16/01/24 22:33:18| DEBUG [size=14,place=2] best score = 0.01877095; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.183s]
16/01/24 22:35:18| DEBUG [size=29,place=1] best score = 0.01864794; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 120.175s]
16/01/24 22:35:18| DEBUG [size=29,place=2] best score = 0.01877684; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 120.175s]
16/01/24 22:35:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01864) [took 567.8670s]
16/01/24 22:45:45| INFO d_m3w_kde_lr_gs finished [took 1195.1303s]
16/01/24 22:45:45| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 5276.3787s]
16/01/24 22:45:45| INFO Dataset sample [0.7 0.3] of dataset imdb started
16/01/24 23:01:06| INFO d_bin_kde_lr_mc finished [took 914.5014s]
16/01/24 23:01:39| INFO d_bin_kde_lr_c finished [took 947.9313s]
16/01/24 23:02:08| INFO d_bin_kde_lr finished [took 979.5745s]
16/01/24 23:02:26| INFO d_bin_kde_lr_ne finished [took 995.2707s]
16/01/24 23:08:15| INFO d_m3w_kde_lr_c finished [took 1344.3409s]
16/01/24 23:08:53| INFO d_m3w_kde_lr_mc finished [took 1381.7527s]
16/01/24 23:09:46| INFO d_m3w_kde_lr finished [took 1435.1448s]
16/01/24 23:10:50| INFO d_mul_kde_lr_c finished [took 1499.0716s]
16/01/24 23:11:15| INFO ref finished [took 23.8317s]
16/01/24 23:11:25| INFO d_mul_kde_lr_ne finished [took 1533.4939s]
16/01/24 23:11:46| INFO atc_mc finished [took 30.1472s]
16/01/24 23:11:47| INFO d_mul_kde_lr finished [took 1555.4654s]
16/01/24 23:12:07| INFO doc finished [took 40.7542s]
16/01/24 23:12:11| INFO d_mul_kde_lr_mc finished [took 1579.6452s]
16/01/24 23:17:53| INFO d_bin_kde_lr_is finished [took 973.0017s]
16/01/24 23:20:56| INFO d_bin_kde_lr_a finished [took 759.5849s]
16/01/24 23:20:57| INFO d_m3w_kde_lr_ne finished [took 1190.3664s]
16/01/24 23:21:43| INFO d_m3w_kde_lr_is finished [took 1154.9607s]
16/01/24 23:23:04| INFO d_mul_kde_lr_is finished [took 1255.3315s]
16/01/24 23:27:29| INFO d_mul_kde_lr_a finished [took 1115.3875s]
16/01/24 23:27:43| INFO d_m3w_kde_lr_a finished [took 1075.4176s]
16/01/24 23:28:17| DEBUG [size=11,place=1] best score = 0.01090240; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 31.722s]
16/01/24 23:28:17| DEBUG [size=11,place=2] best score = 0.01117432; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 31.722s]
16/01/24 23:30:47| DEBUG [size=56,place=1] best score = 0.01094987; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 150.502s]
16/01/24 23:30:47| DEBUG [size=56,place=2] best score = 0.01101072; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.502s]
16/01/24 23:30:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01090) [took 182.3316s]
16/01/24 23:36:49| INFO d_bin_kde_lr_gs finished [took 544.2784s]
16/01/24 23:37:40| DEBUG [size=11,place=1] best score = 0.01140454; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.834s]
16/01/24 23:37:40| DEBUG [size=11,place=2] best score = 0.01201201; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.834s]
16/01/24 23:41:35| DEBUG [size=56,place=1] best score = 0.01130230; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 234.793s]
16/01/24 23:41:35| DEBUG [size=56,place=2] best score = 0.01137749; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 234.793s]
16/01/24 23:43:48| DEBUG [size=29,place=1] best score = 0.01129377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 133.435s]
16/01/24 23:43:48| DEBUG [size=29,place=2] best score = 0.01139869; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 133.436s]
16/01/24 23:47:04| DEBUG [size=42,place=1] best score = 0.01134791; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 195.944s]
16/01/24 23:47:04| DEBUG [size=42,place=2] best score = 0.01150284; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 195.944s]
16/01/24 23:47:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01129) [took 614.1180s]
16/01/24 23:54:22| INFO d_mul_kde_lr_gs finished [took 1051.1854s]
16/01/24 23:55:11| DEBUG [size=11,place=1] best score = 0.01137540; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.479s]
16/01/24 23:55:11| DEBUG [size=11,place=2] best score = 0.01270582; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.480s]
16/01/24 23:58:40| DEBUG [size=54,place=1] best score = 0.01115020; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 209.581s]
16/01/24 23:58:40| DEBUG [size=54,place=2] best score = 0.01141607; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 209.581s]
17/01/24 00:00:26| DEBUG [size=28,place=1] best score = 0.01157209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 105.309s]
17/01/24 00:00:26| DEBUG [size=28,place=2] best score = 0.01171997; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.309s]
17/01/24 00:00:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 362.4819s]
17/01/24 00:07:02| INFO d_m3w_kde_lr_gs finished [took 758.8156s]
17/01/24 00:07:02| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 4876.6860s]
17/01/24 00:07:02| INFO Dataset sample [0.8 0.2] of dataset imdb started
17/01/24 00:28:54| INFO d_bin_kde_lr finished [took 1307.8396s]
17/01/24 00:29:59| INFO d_bin_kde_lr_mc finished [took 1372.7031s]
17/01/24 00:30:08| INFO d_bin_kde_lr_c finished [took 1381.0399s]
17/01/24 00:30:09| INFO d_bin_kde_lr_ne finished [took 1384.0641s]
17/01/24 00:33:05| INFO d_m3w_kde_lr_c finished [took 1558.7949s]
17/01/24 00:34:49| INFO d_m3w_kde_lr_mc finished [took 1662.4337s]
17/01/24 00:35:07| INFO d_m3w_kde_lr finished [took 1680.1278s]
17/01/24 00:37:36| INFO d_mul_kde_lr_ne finished [took 1829.2092s]
17/01/24 00:37:56| INFO d_mul_kde_lr_mc finished [took 1848.9650s]
17/01/24 00:38:01| INFO ref finished [took 23.7898s]
17/01/24 00:38:04| INFO d_mul_kde_lr finished [took 1856.9602s]
17/01/24 00:38:18| INFO d_mul_kde_lr_c finished [took 1871.1871s]
17/01/24 00:38:30| INFO atc_mc finished [took 33.4839s]
17/01/24 00:38:41| INFO doc finished [took 39.5479s]
17/01/24 00:48:25| INFO d_bin_kde_lr_is finished [took 1105.2425s]
17/01/24 00:50:52| INFO d_bin_kde_lr_a finished [took 1065.8448s]
17/01/24 00:50:56| INFO d_m3w_kde_lr_ne finished [took 1321.3303s]
17/01/24 00:52:32| INFO d_m3w_kde_lr_is finished [took 1342.7117s]
17/01/24 00:53:39| INFO d_mul_kde_lr_is finished [took 1410.3013s]
17/01/24 00:57:29| INFO d_m3w_kde_lr_a finished [took 1342.0411s]
17/01/24 00:58:38| INFO d_mul_kde_lr_a finished [took 1427.9293s]
17/01/24 00:59:17| DEBUG [size=11,place=1] best score = 0.00992434; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.898s]
17/01/24 00:59:17| DEBUG [size=11,place=2] best score = 0.01104820; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 37.899s]
17/01/24 01:02:07| DEBUG [size=54,place=1] best score = 0.00990534; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 169.958s]
17/01/24 01:02:07| DEBUG [size=54,place=2] best score = 0.01003389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.958s]
17/01/24 01:04:33| DEBUG [size=45,place=1] best score = 0.01002810; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 145.536s]
17/01/24 01:04:33| DEBUG [size=45,place=2] best score = 0.01006582; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.537s]
17/01/24 01:04:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00991) [took 353.5035s]
17/01/24 01:11:52| INFO d_bin_kde_lr_gs finished [took 792.4804s]
17/01/24 01:12:42| DEBUG [size=11,place=1] best score = 0.01046577; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.581s]
17/01/24 01:12:42| DEBUG [size=11,place=2] best score = 0.01217430; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.581s]
17/01/24 01:16:33| DEBUG [size=54,place=1] best score = 0.01016588; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 230.678s]
17/01/24 01:16:33| DEBUG [size=54,place=2] best score = 0.01070274; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 230.679s]
17/01/24 01:19:04| DEBUG [size=34,place=1] best score = 0.00972739; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 151.293s]
17/01/24 01:19:04| DEBUG [size=34,place=2] best score = 0.01059127; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 151.294s]
17/01/24 01:21:23| DEBUG [size=32,place=1] best score = 0.00969686; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 139.107s]
17/01/24 01:21:23| DEBUG [size=32,place=2] best score = 0.01058915; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 139.107s]
17/01/24 01:23:23| DEBUG [size=25,place=1] best score = 0.01122019; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 119.413s]
17/01/24 01:23:23| DEBUG [size=25,place=2] best score = 0.01211972; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 119.414s]
17/01/24 01:23:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00970) [took 690.1894s]
17/01/24 01:32:03| INFO d_mul_kde_lr_gs finished [took 1210.3171s]
17/01/24 01:32:51| DEBUG [size=11,place=1] best score = 0.00947145; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.282s]
17/01/24 01:32:51| DEBUG [size=11,place=2] best score = 0.00986256; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 47.282s]
17/01/24 01:36:27| DEBUG [size=54,place=1] best score = 0.00917678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 215.694s]
17/01/24 01:36:27| DEBUG [size=54,place=2] best score = 0.00935714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 215.695s]
17/01/24 01:39:36| DEBUG [size=49,place=1] best score = 0.00893980; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 189.432s]
17/01/24 01:39:36| DEBUG [size=49,place=2] best score = 0.00908884; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 189.432s]
17/01/24 01:40:12| DEBUG [size=9,place=1] best score = 0.00909583; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 35.624s]
17/01/24 01:40:12| DEBUG [size=9,place=2] best score = 0.00946370; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 35.624s]
17/01/24 01:40:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00894) [took 488.1469s]
17/01/24 01:48:10| INFO d_m3w_kde_lr_gs finished [took 966.3752s]
17/01/24 01:48:10| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 6067.9090s]
17/01/24 01:48:10| INFO Dataset sample [0.9 0.1] of dataset imdb started
17/01/24 02:13:24| INFO d_m3w_kde_lr_mc finished [took 1509.5435s]
17/01/24 02:15:19| INFO d_bin_kde_lr_ne finished [took 1624.6952s]
17/01/24 02:15:31| INFO d_bin_kde_lr_mc finished [took 1636.0424s]
17/01/24 02:15:44| INFO d_bin_kde_lr_c finished [took 1649.4106s]
17/01/24 02:15:46| INFO d_bin_kde_lr finished [took 1651.2307s]
17/01/24 02:16:25| INFO d_m3w_kde_lr finished [took 1690.3548s]
17/01/24 02:16:28| INFO d_m3w_kde_lr_c finished [took 1694.8955s]
17/01/24 02:17:23| INFO d_mul_kde_lr_ne finished [took 1748.0623s]
17/01/24 02:17:39| INFO ref finished [took 16.3416s]
17/01/24 02:18:03| INFO atc_mc finished [took 22.9380s]
17/01/24 02:18:31| INFO doc finished [took 27.8407s]
17/01/24 02:19:01| INFO d_mul_kde_lr_mc finished [took 1846.7447s]
17/01/24 02:19:08| INFO d_mul_kde_lr finished [took 1853.1850s]
17/01/24 02:19:28| INFO d_mul_kde_lr_c finished [took 1874.1520s]
17/01/24 02:35:04| INFO d_bin_kde_lr_is finished [took 1184.1655s]
17/01/24 02:35:41| INFO d_bin_kde_lr_a finished [took 1195.0389s]
17/01/24 02:37:00| INFO d_m3w_kde_lr_is finished [took 1276.0146s]
17/01/24 02:37:26| INFO d_m3w_kde_lr_a finished [took 1257.6028s]
17/01/24 02:38:46| INFO d_mul_kde_lr_a finished [took 1340.2308s]
17/01/24 02:39:53| INFO d_m3w_kde_lr_ne finished [took 1588.1555s]
17/01/24 02:42:48| INFO d_mul_kde_lr_is finished [took 1636.6164s]
17/01/24 02:43:24| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
17/01/24 02:44:14| DEBUG [size=11,place=1] best score = 0.01455450; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 49.112s]
17/01/24 02:44:14| DEBUG [size=11,place=2] best score = 0.01900036; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 49.113s]
17/01/24 02:48:15| DEBUG [size=53,place=1] best score = 0.00865364; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 240.997s]
17/01/24 02:48:15| DEBUG [size=53,place=2] best score = 0.01088000; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 240.998s]
17/01/24 02:49:30| DEBUG [size=16,place=1] best score = 0.01168638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 74.962s]
17/01/24 02:49:30| DEBUG [size=16,place=2] best score = 0.01728812; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 74.963s]
17/01/24 02:49:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00865) [took 365.1839s]
17/01/24 02:58:17| INFO d_mul_kde_lr_gs finished [took 891.6035s]
17/01/24 02:59:05| DEBUG [size=11,place=1] best score = 0.00922996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.839s]
17/01/24 02:59:05| DEBUG [size=11,place=2] best score = 0.01119038; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 47.840s]
17/01/24 03:02:48| DEBUG [size=55,place=1] best score = 0.00983987; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 222.328s]
17/01/24 03:02:48| DEBUG [size=55,place=2] best score = 0.01049583; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 222.328s]
17/01/24 03:02:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00923) [took 270.2747s]
17/01/24 03:11:24| INFO d_m3w_kde_lr_gs finished [took 786.5885s]
17/01/24 03:11:24| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 4993.7722s]
----------------------------------------------------------------------------------------------------
17/01/24 08:07:12| INFO dataset imdb [pool size: 10]
17/01/24 08:07:13| INFO Dataset sample [0.1 0.9] of dataset imdb started
17/01/24 08:07:17| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
17/01/24 08:07:18| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
17/01/24 08:07:18| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
17/01/24 08:07:18| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
17/01/24 08:07:20| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
17/01/24 08:07:23| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
17/01/24 08:37:51| INFO m3w_kde_lr_c finished [took 1835.9724s]
17/01/24 08:38:00| INFO m3w_kde_lr_ne finished [took 1840.9201s]
17/01/24 08:38:07| INFO m3w_kde_lr finished [took 1850.0103s]
17/01/24 08:38:21| INFO ref finished [took 20.3059s]
17/01/24 08:38:32| INFO m3w_kde_lr_is finished [took 1872.8284s]
17/01/24 08:38:42| INFO atc_mc finished [took 34.2464s]
17/01/24 08:38:57| INFO m3w_kde_lr_mc finished [took 1900.2387s]
17/01/24 08:38:59| INFO doc finished [took 36.9955s]
17/01/24 08:39:35| INFO mul_kde_lr_a finished [took 1929.1477s]
17/01/24 08:39:58| INFO mul_kde_lr_mc finished [took 1961.1607s]
17/01/24 08:40:30| INFO mul_kde_lr_c finished [took 1992.4933s]
17/01/24 08:40:30| INFO mul_kde_lr_ne finished [took 1992.8539s]
17/01/24 08:40:40| INFO mul_kde_lr finished [took 2003.5211s]
17/01/24 08:40:49| INFO mul_kde_lr_is finished [took 2008.8193s]
17/01/24 08:57:48| INFO m3w_kde_lr_a finished [took 1196.2849s]
17/01/24 09:02:51| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
17/01/24 09:06:07| DEBUG [size=11,place=1] best score = 0.00992778; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 195.505s]
17/01/24 09:06:07| DEBUG [size=11,place=2] best score = 0.01005685; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 195.505s]
17/01/24 09:24:09| DEBUG [size=54,place=1] best score = 0.00882471; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1081.983s]
17/01/24 09:24:09| DEBUG [size=54,place=2] best score = 0.00958286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1081.984s]
17/01/24 09:39:15| DEBUG [size=44,place=1] best score = 0.00835096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 905.534s]
17/01/24 09:39:15| DEBUG [size=44,place=2] best score = 0.00872431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 905.535s]
17/01/24 09:49:02| DEBUG [size=30,place=1] best score = 0.00833409; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 586.772s]
17/01/24 09:49:02| DEBUG [size=30,place=2] best score = 0.00844302; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 586.773s]
17/01/24 09:51:12| DEBUG [size=8,place=1] best score = 0.00897248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.476s]
17/01/24 09:51:12| DEBUG [size=8,place=2] best score = 0.00979283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 130.476s]
17/01/24 09:51:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00833) [took 2900.3919s]
17/01/24 10:02:37| INFO mul_kde_lr_gs finished [took 3585.5631s]
17/01/24 10:05:08| DEBUG [size=11,place=1] best score = 0.01077512; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 149.526s]
17/01/24 10:05:08| DEBUG [size=11,place=2] best score = 0.01174785; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 149.527s]
17/01/24 10:15:54| DEBUG [size=56,place=1] best score = 0.00880193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 646.185s]
17/01/24 10:15:54| DEBUG [size=56,place=2] best score = 0.00947233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 646.186s]
17/01/24 10:22:21| DEBUG [size=31,place=1] best score = 0.00789609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 386.743s]
17/01/24 10:22:21| DEBUG [size=31,place=2] best score = 0.00867569; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 386.743s]
17/01/24 10:28:41| DEBUG [size=28,place=1] best score = 0.00805206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 380.582s]
17/01/24 10:28:41| DEBUG [size=28,place=2] best score = 0.00812860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 380.582s]
17/01/24 10:28:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00790) [took 1563.1524s]
17/01/24 10:38:20| INFO m3w_kde_lr_gs finished [took 2141.4284s]
17/01/24 10:38:20| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 9066.8899s]
17/01/24 10:38:20| INFO Dataset sample [0.2 0.8] of dataset imdb started
17/01/24 11:00:57| INFO bin_kde_lr_c finished [took 1352.2142s]
17/01/24 11:01:27| INFO bin_kde_lr_mc finished [took 1381.9205s]
17/01/24 11:01:35| INFO bin_kde_lr_ne finished [took 1390.1622s]
17/01/24 11:01:51| INFO bin_kde_lr finished [took 1405.7207s]
17/01/24 11:05:19| INFO m3w_kde_lr_mc finished [took 1614.2361s]
17/01/24 11:07:46| INFO m3w_kde_lr_c finished [took 1761.3127s]
17/01/24 11:08:05| INFO m3w_kde_lr finished [took 1779.6586s]
17/01/24 11:09:34| INFO mul_kde_lr finished [took 1869.6798s]
17/01/24 11:09:37| INFO mul_kde_lr_ne finished [took 1873.8614s]
17/01/24 11:09:49| INFO mul_kde_lr_mc finished [took 1884.3932s]
17/01/24 11:10:00| INFO ref finished [took 25.1008s]
17/01/24 11:10:12| INFO atc_mc finished [took 33.9471s]
17/01/24 11:10:18| INFO mul_kde_lr_c finished [took 1913.5879s]
17/01/24 11:10:30| INFO doc finished [took 39.7053s]
17/01/24 11:19:51| INFO bin_kde_lr_is finished [took 1102.6156s]
17/01/24 11:22:58| INFO m3w_kde_lr_is finished [took 1266.1512s]
17/01/24 11:23:30| INFO m3w_kde_lr_ne finished [took 1352.0918s]
17/01/24 11:25:14| INFO bin_kde_lr_a finished [took 1193.6928s]
17/01/24 11:25:17| INFO mul_kde_lr_is finished [took 1420.8833s]
17/01/24 11:27:40| INFO m3w_kde_lr_a finished [took 1174.6296s]
17/01/24 11:31:49| INFO mul_kde_lr_a finished [took 1442.1891s]
17/01/24 11:33:01| DEBUG [size=11,place=1] best score = 0.00923744; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 70.270s]
17/01/24 11:33:01| DEBUG [size=11,place=2] best score = 0.01019348; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 70.271s]
17/01/24 11:37:53| DEBUG [size=56,place=1] best score = 0.00816100; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 292.373s]
17/01/24 11:37:53| DEBUG [size=56,place=2] best score = 0.00820026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 292.373s]
17/01/24 11:41:00| DEBUG [size=44,place=1] best score = 0.00811391; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 186.966s]
17/01/24 11:41:00| DEBUG [size=44,place=2] best score = 0.00815097; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 186.966s]
17/01/24 11:42:10| DEBUG [size=13,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 69.890s]
17/01/24 11:42:10| DEBUG [size=13,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 69.890s]
17/01/24 11:42:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00811) [took 619.6234s]
17/01/24 11:50:00| INFO bin_kde_lr_gs finished [took 1088.8237s]
17/01/24 11:53:28| DEBUG [size=11,place=1] best score = 0.01125368; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.640s]
17/01/24 11:53:28| DEBUG [size=11,place=2] best score = 0.01132341; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 207.640s]
17/01/24 12:12:53| DEBUG [size=56,place=1] best score = 0.00745611; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1165.171s]
17/01/24 12:12:53| DEBUG [size=56,place=2] best score = 0.00842643; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1165.172s]
17/01/24 12:26:37| DEBUG [size=44,place=1] best score = 0.00741641; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 823.062s]
17/01/24 12:26:37| DEBUG [size=44,place=2] best score = 0.00793287; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 823.062s]
17/01/24 12:36:36| DEBUG [size=28,place=1] best score = 0.00774443; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 599.514s]
17/01/24 12:36:36| DEBUG [size=28,place=2] best score = 0.00834688; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 599.515s]
17/01/24 12:36:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00742) [took 2795.5047s]
17/01/24 12:45:11| INFO mul_kde_lr_gs finished [took 3310.5164s]
17/01/24 12:47:46| DEBUG [size=11,place=1] best score = 0.01075525; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 153.467s]
17/01/24 12:47:46| DEBUG [size=11,place=2] best score = 0.01115909; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 153.467s]
17/01/24 12:58:01| DEBUG [size=54,place=1] best score = 0.00863327; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 615.162s]
17/01/24 12:58:01| DEBUG [size=54,place=2] best score = 0.00903841; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 615.162s]
17/01/24 13:08:56| DEBUG [size=45,place=1] best score = 0.00881912; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 655.257s]
17/01/24 13:08:56| DEBUG [size=45,place=2] best score = 0.00899843; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 655.257s]
17/01/24 13:08:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00863) [took 1423.9967s]
17/01/24 13:16:43| INFO m3w_kde_lr_gs finished [took 1890.9184s]
17/01/24 13:16:43| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 9503.5735s]
17/01/24 13:16:43| INFO Dataset sample [0.3 0.7] of dataset imdb started
17/01/24 13:32:56| INFO bin_kde_lr finished [took 967.9690s]
17/01/24 13:33:39| INFO bin_kde_lr_mc finished [took 1009.9615s]
17/01/24 13:34:12| INFO bin_kde_lr_c finished [took 1042.8947s]
17/01/24 13:34:24| INFO bin_kde_lr_ne finished [took 1054.9447s]
17/01/24 13:41:14| INFO m3w_kde_lr finished [took 1466.1205s]
17/01/24 13:41:44| INFO m3w_kde_lr_c finished [took 1495.0997s]
17/01/24 13:42:46| INFO m3w_kde_lr_mc finished [took 1559.5153s]
17/01/24 13:43:25| INFO mul_kde_lr finished [took 1595.9016s]
17/01/24 13:43:35| INFO mul_kde_lr_mc finished [took 1605.9379s]
17/01/24 13:43:51| INFO ref finished [took 25.7833s]
17/01/24 13:43:53| INFO mul_kde_lr_c finished [took 1625.0436s]
17/01/24 13:44:10| INFO atc_mc finished [took 34.4939s]
17/01/24 13:44:13| INFO mul_kde_lr_ne finished [took 1644.8920s]
17/01/24 13:44:29| INFO doc finished [took 36.7820s]
17/01/24 13:48:47| INFO bin_kde_lr_is finished [took 907.1609s]
17/01/24 13:53:25| INFO m3w_kde_lr_ne finished [took 1228.3357s]
17/01/24 13:54:10| INFO m3w_kde_lr_is finished [took 1184.9214s]
17/01/24 13:54:57| INFO bin_kde_lr_a finished [took 822.0728s]
17/01/24 13:56:09| INFO mul_kde_lr_is finished [took 1316.2117s]
17/01/24 13:59:57| INFO mul_kde_lr_a finished [took 1091.9368s]
17/01/24 14:00:00| INFO m3w_kde_lr_a finished [took 1033.2961s]
17/01/24 14:01:16| DEBUG [size=11,place=1] best score = 0.01820783; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 73.810s]
17/01/24 14:01:16| DEBUG [size=11,place=2] best score = 0.02005246; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 73.810s]
17/01/24 14:07:58| DEBUG [size=54,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 402.633s]
17/01/24 14:07:58| DEBUG [size=54,place=2] best score = 0.01711240; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 402.634s]
17/01/24 14:12:07| DEBUG [size=35,place=1] best score = 0.01786725; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 248.927s]
17/01/24 14:12:07| DEBUG [size=35,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 248.927s]
17/01/24 14:12:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 725.4828s]
17/01/24 14:18:40| INFO bin_kde_lr_gs finished [took 1118.6322s]
17/01/24 14:22:02| DEBUG [size=11,place=1] best score = 0.01368451; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 200.405s]
17/01/24 14:22:02| DEBUG [size=11,place=2] best score = 0.01844811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 200.406s]
17/01/24 14:40:50| DEBUG [size=54,place=1] best score = 0.01280631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1128.149s]
17/01/24 14:40:50| DEBUG [size=54,place=2] best score = 0.01415096; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1128.149s]
17/01/24 14:51:12| DEBUG [size=28,place=1] best score = 0.01263090; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 621.651s]
17/01/24 14:51:12| DEBUG [size=28,place=2] best score = 0.01414849; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 621.651s]
17/01/24 15:06:47| DEBUG [size=44,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 935.116s]
17/01/24 15:06:47| DEBUG [size=44,place=2] best score = 0.01486032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 935.117s]
17/01/24 15:12:02| DEBUG [size=26,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 315.502s]
17/01/24 15:12:02| DEBUG [size=26,place=2] best score = 0.01491392; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 315.503s]
17/01/24 15:12:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 3200.9459s]
17/01/24 15:19:17| INFO mul_kde_lr_gs finished [took 3635.7264s]
17/01/24 15:21:50| DEBUG [size=11,place=1] best score = 0.01570446; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.540s]
17/01/24 15:21:50| DEBUG [size=11,place=2] best score = 0.02670393; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 151.541s]
17/01/24 15:35:19| DEBUG [size=55,place=1] best score = 0.01243688; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 809.189s]
17/01/24 15:35:19| DEBUG [size=55,place=2] best score = 0.01415238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 809.190s]
17/01/24 15:47:18| DEBUG [size=48,place=1] best score = 0.01393026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 718.703s]
17/01/24 15:47:18| DEBUG [size=48,place=2] best score = 0.01440463; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 718.703s]
17/01/24 15:47:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01244) [took 1679.5437s]
17/01/24 15:55:06| INFO m3w_kde_lr_gs finished [took 2148.0344s]
17/01/24 15:55:06| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 9503.1785s]
17/01/24 15:55:06| INFO Dataset sample [0.4 0.6] of dataset imdb started
17/01/24 16:10:53| INFO bin_kde_lr_c finished [took 941.7376s]
17/01/24 16:10:53| INFO bin_kde_lr finished [took 941.9164s]
17/01/24 16:11:05| INFO bin_kde_lr_ne finished [took 953.8076s]
17/01/24 16:11:08| INFO bin_kde_lr_mc finished [took 957.1133s]
17/01/24 16:20:35| INFO m3w_kde_lr_c finished [took 1523.6153s]
17/01/24 16:20:39| INFO mul_kde_lr finished [took 1528.5344s]
17/01/24 16:20:53| INFO m3w_kde_lr finished [took 1541.5821s]
17/01/24 16:21:30| INFO m3w_kde_lr_mc finished [took 1578.7994s]
17/01/24 16:21:57| INFO ref finished [took 25.7666s]
17/01/24 16:22:28| INFO mul_kde_lr_c finished [took 1638.0541s]
17/01/24 16:22:31| INFO atc_mc finished [took 33.3518s]
17/01/24 16:22:34| INFO mul_kde_lr_ne finished [took 1642.9002s]
17/01/24 16:22:48| INFO mul_kde_lr_mc finished [took 1658.8541s]
17/01/24 16:23:07| INFO doc finished [took 38.5034s]
17/01/24 16:24:56| INFO bin_kde_lr_is finished [took 842.2234s]
17/01/24 16:31:37| INFO m3w_kde_lr_ne finished [took 1243.2343s]
17/01/24 16:31:39| INFO bin_kde_lr_a finished [took 663.6217s]
17/01/24 16:32:04| INFO m3w_kde_lr_is finished [took 1254.3693s]
17/01/24 16:33:32| INFO mul_kde_lr_is finished [took 1346.0952s]
17/01/24 16:38:16| INFO m3w_kde_lr_a finished [took 1042.9097s]
17/01/24 16:39:34| INFO mul_kde_lr_a finished [took 1133.8155s]
17/01/24 16:40:47| DEBUG [size=11,place=1] best score = 0.01437626; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 71.288s]
17/01/24 16:40:47| DEBUG [size=11,place=2] best score = 0.01471292; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 71.288s]
17/01/24 16:47:35| DEBUG [size=54,place=1] best score = 0.01107811; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 408.391s]
17/01/24 16:47:35| DEBUG [size=54,place=2] best score = 0.01124432; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 408.392s]
17/01/24 16:52:09| DEBUG [size=44,place=1] best score = 0.01072005; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 274.168s]
17/01/24 16:52:09| DEBUG [size=44,place=2] best score = 0.01081383; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 274.168s]
17/01/24 16:54:06| DEBUG [size=30,place=1] best score = 0.01048550; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 116.553s]
17/01/24 16:54:06| DEBUG [size=30,place=2] best score = 0.01065180; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 116.553s]
17/01/24 16:56:10| DEBUG [size=29,place=1] best score = 0.01066180; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 124.115s]
17/01/24 16:56:10| DEBUG [size=29,place=2] best score = 0.01153340; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 124.115s]
17/01/24 16:56:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01049) [took 994.6350s]
17/01/24 17:00:56| INFO bin_kde_lr_gs finished [took 1280.2923s]
17/01/24 17:04:14| DEBUG [size=11,place=1] best score = 0.01152770; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 197.120s]
17/01/24 17:04:14| DEBUG [size=11,place=2] best score = 0.01566664; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 197.120s]
17/01/24 17:18:49| DEBUG [size=56,place=1] best score = 0.01083922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 875.185s]
17/01/24 17:18:49| DEBUG [size=56,place=2] best score = 0.01085886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 875.185s]
17/01/24 17:25:02| DEBUG [size=32,place=1] best score = 0.01058267; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 372.779s]
17/01/24 17:25:02| DEBUG [size=32,place=2] best score = 0.01091785; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 372.780s]
17/01/24 17:37:53| DEBUG [size=44,place=1] best score = 0.01053663; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 771.700s]
17/01/24 17:37:53| DEBUG [size=44,place=2] best score = 0.01109070; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 771.701s]
17/01/24 17:47:44| DEBUG [size=27,place=1] best score = 0.01103744; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 590.618s]
17/01/24 17:47:44| DEBUG [size=27,place=2] best score = 0.01204184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 590.619s]
17/01/24 17:47:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01054) [took 2807.5283s]
17/01/24 17:53:43| INFO mul_kde_lr_gs finished [took 3166.1334s]
17/01/24 17:56:10| DEBUG [size=11,place=1] best score = 0.01788423; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.620s]
17/01/24 17:56:10| DEBUG [size=11,place=2] best score = 0.01913728; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 146.621s]
17/01/24 18:09:23| DEBUG [size=54,place=1] best score = 0.01431430; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 793.045s]
17/01/24 18:09:23| DEBUG [size=54,place=2] best score = 0.01612110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 793.046s]
17/01/24 18:12:20| DEBUG [size=15,place=1] best score = 0.01372238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 176.885s]
17/01/24 18:12:20| DEBUG [size=15,place=2] best score = 0.01489021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 176.886s]
17/01/24 18:23:45| DEBUG [size=42,place=1] best score = 0.01433691; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 685.149s]
17/01/24 18:23:45| DEBUG [size=42,place=2] best score = 0.01487264; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 685.150s]
17/01/24 18:23:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01372) [took 1801.8154s]
17/01/24 18:30:47| INFO m3w_kde_lr_gs finished [took 2223.5015s]
17/01/24 18:30:47| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 9340.5929s]
17/01/24 18:30:47| INFO Dataset sample [0.5 0.5] of dataset imdb started
17/01/24 18:46:16| INFO bin_kde_lr_c finished [took 923.8849s]
17/01/24 18:46:19| INFO bin_kde_lr_ne finished [took 926.6455s]
17/01/24 18:46:52| INFO bin_kde_lr_mc finished [took 959.4719s]
17/01/24 18:46:56| INFO bin_kde_lr finished [took 964.0416s]
17/01/24 18:57:02| INFO m3w_kde_lr_mc finished [took 1569.4670s]
17/01/24 18:57:18| INFO m3w_kde_lr_c finished [took 1588.1372s]
17/01/24 18:57:28| INFO m3w_kde_lr finished [took 1595.3821s]
17/01/24 18:58:28| INFO mul_kde_lr_mc finished [took 1655.5582s]
17/01/24 18:58:52| INFO ref finished [took 23.3253s]
17/01/24 18:59:26| INFO atc_mc finished [took 33.0813s]
17/01/24 18:59:41| INFO mul_kde_lr finished [took 1728.6773s]
17/01/24 18:59:44| INFO mul_kde_lr_ne finished [took 1731.6685s]
17/01/24 18:59:55| INFO doc finished [took 28.0262s]
17/01/24 19:01:01| INFO mul_kde_lr_c finished [took 1808.8910s]
17/01/24 19:01:07| INFO bin_kde_lr_is finished [took 886.7654s]
17/01/24 19:07:58| INFO m3w_kde_lr_is finished [took 1260.9314s]
17/01/24 19:08:03| INFO m3w_kde_lr_ne finished [took 1306.0447s]
17/01/24 19:08:39| INFO bin_kde_lr_a finished [took 696.5691s]
17/01/24 19:10:24| INFO mul_kde_lr_is finished [took 1411.8727s]
17/01/24 19:15:17| INFO m3w_kde_lr_a finished [took 1068.1511s]
17/01/24 19:17:54| INFO mul_kde_lr_a finished [took 1234.9447s]
17/01/24 19:19:08| DEBUG [size=11,place=1] best score = 0.01038404; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 72.290s]
17/01/24 19:19:08| DEBUG [size=11,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 72.291s]
17/01/24 19:24:14| DEBUG [size=56,place=1] best score = 0.00935040; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 306.665s]
17/01/24 19:24:14| DEBUG [size=56,place=2] best score = 0.00963462; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 306.666s]
17/01/24 19:27:37| DEBUG [size=28,place=1] best score = 0.00970461; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 202.979s]
17/01/24 19:27:37| DEBUG [size=28,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 202.979s]
17/01/24 19:27:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00935) [took 582.0471s]
17/01/24 19:32:57| INFO bin_kde_lr_gs finished [took 902.0602s]
17/01/24 19:36:18| DEBUG [size=11,place=1] best score = 0.01020322; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 199.682s]
17/01/24 19:36:18| DEBUG [size=11,place=2] best score = 0.01074703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 199.683s]
17/01/24 19:54:44| DEBUG [size=54,place=1] best score = 0.00981962; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1105.658s]
17/01/24 19:54:44| DEBUG [size=54,place=2] best score = 0.01014938; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1105.659s]
17/01/24 20:04:44| DEBUG [size=28,place=1] best score = 0.00982137; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 599.840s]
17/01/24 20:04:44| DEBUG [size=28,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 599.840s]
17/01/24 20:04:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00982) [took 1905.2929s]
17/01/24 20:13:16| INFO mul_kde_lr_gs finished [took 2417.7476s]
17/01/24 20:15:41| DEBUG [size=11,place=1] best score = 0.01628076; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 143.242s]
17/01/24 20:15:41| DEBUG [size=11,place=2] best score = 0.02202844; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.243s]
17/01/24 20:29:17| DEBUG [size=54,place=1] best score = 0.01130187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 815.963s]
17/01/24 20:29:17| DEBUG [size=54,place=2] best score = 0.01503585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 815.964s]
17/01/24 20:41:10| DEBUG [size=45,place=1] best score = 0.01178913; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 713.671s]
17/01/24 20:41:10| DEBUG [size=45,place=2] best score = 0.01252628; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 713.672s]
17/01/24 20:41:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01130) [took 1672.9874s]
17/01/24 20:47:22| INFO m3w_kde_lr_gs finished [took 2044.3728s]
17/01/24 20:47:22| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 8194.6605s]
17/01/24 20:47:22| INFO Dataset sample [0.6 0.4] of dataset imdb started
17/01/24 21:02:22| INFO bin_kde_lr_mc finished [took 895.1023s]
17/01/24 21:02:41| INFO bin_kde_lr_ne finished [took 913.4996s]
17/01/24 21:02:43| INFO bin_kde_lr_c finished [took 915.9908s]
17/01/24 21:02:57| INFO bin_kde_lr finished [took 930.5829s]
17/01/24 21:11:37| INFO m3w_kde_lr_mc finished [took 1449.9776s]
17/01/24 21:12:10| INFO m3w_kde_lr finished [took 1483.5281s]
17/01/24 21:12:45| INFO m3w_kde_lr_c finished [took 1518.4564s]
17/01/24 21:13:15| INFO mul_kde_lr finished [took 1548.7085s]
17/01/24 21:13:35| INFO ref finished [took 18.5795s]
17/01/24 21:13:56| INFO mul_kde_lr_mc finished [took 1591.7146s]
17/01/24 21:14:04| INFO atc_mc finished [took 28.2202s]
17/01/24 21:14:11| INFO mul_kde_lr_ne finished [took 1603.1937s]
17/01/24 21:14:37| INFO doc finished [took 40.0035s]
17/01/24 21:14:44| INFO mul_kde_lr_c finished [took 1636.5745s]
17/01/24 21:16:27| INFO bin_kde_lr_is finished [took 824.6199s]
17/01/24 21:22:42| INFO bin_kde_lr_a finished [took 664.9756s]
17/01/24 21:23:22| INFO m3w_kde_lr_is finished [took 1223.4219s]
17/01/24 21:24:00| INFO m3w_kde_lr_ne finished [took 1297.0437s]
17/01/24 21:24:51| INFO mul_kde_lr_is finished [took 1327.2438s]
17/01/24 21:29:57| INFO m3w_kde_lr_a finished [took 1030.8561s]
17/01/24 21:31:32| INFO mul_kde_lr_a finished [took 1160.9769s]
17/01/24 21:32:43| DEBUG [size=11,place=1] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 69.745s]
17/01/24 21:32:43| DEBUG [size=11,place=2] best score = 0.01291804; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 69.746s]
17/01/24 21:39:24| DEBUG [size=54,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 400.474s]
17/01/24 21:39:24| DEBUG [size=54,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 400.474s]
17/01/24 21:43:24| DEBUG [size=33,place=1] best score = 0.01207882; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 240.295s]
17/01/24 21:43:24| DEBUG [size=33,place=2] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 240.295s]
17/01/24 21:43:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 710.6254s]
17/01/24 21:49:04| INFO bin_kde_lr_gs finished [took 1050.1435s]
17/01/24 21:52:33| DEBUG [size=11,place=1] best score = 0.01408324; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.725s]
17/01/24 21:52:33| DEBUG [size=11,place=2] best score = 0.01444173; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.726s]
17/01/24 22:11:00| DEBUG [size=54,place=1] best score = 0.01277063; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1107.478s]
17/01/24 22:11:00| DEBUG [size=54,place=2] best score = 0.01298169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1107.479s]
17/01/24 22:23:48| DEBUG [size=42,place=1] best score = 0.01292352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 768.186s]
17/01/24 22:23:48| DEBUG [size=42,place=2] best score = 0.01303466; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 768.186s]
17/01/24 22:23:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01277) [took 2083.4992s]
17/01/24 22:31:23| INFO mul_kde_lr_gs finished [took 2538.0483s]
17/01/24 22:33:55| DEBUG [size=11,place=1] best score = 0.01225382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.388s]
17/01/24 22:33:55| DEBUG [size=11,place=2] best score = 0.01589585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 151.388s]
17/01/24 22:47:26| DEBUG [size=54,place=1] best score = 0.01162915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 810.818s]
17/01/24 22:47:26| DEBUG [size=54,place=2] best score = 0.01271927; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 810.818s]
17/01/24 22:55:49| DEBUG [size=33,place=1] best score = 0.01366879; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 503.100s]
17/01/24 22:55:49| DEBUG [size=33,place=2] best score = 0.01417705; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 503.100s]
17/01/24 22:55:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01163) [took 1465.4173s]
17/01/24 23:02:32| INFO m3w_kde_lr_gs finished [took 1868.2701s]
17/01/24 23:02:32| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 8110.6390s]
17/01/24 23:02:32| INFO Dataset sample [0.7 0.3] of dataset imdb started
17/01/24 23:17:24| INFO bin_kde_lr finished [took 884.9817s]
17/01/24 23:20:09| INFO bin_kde_lr_mc finished [took 1050.8617s]
17/01/24 23:20:18| INFO bin_kde_lr_c finished [took 1059.3772s]
17/01/24 23:20:19| INFO bin_kde_lr_ne finished [took 1060.0327s]
17/01/24 23:27:31| INFO m3w_kde_lr finished [took 1491.6668s]
17/01/24 23:28:04| INFO m3w_kde_lr_mc finished [took 1524.8825s]
17/01/24 23:28:08| INFO m3w_kde_lr_c finished [took 1530.1611s]
17/01/24 23:29:27| INFO mul_kde_lr_ne finished [took 1608.1322s]
17/01/24 23:29:42| INFO mul_kde_lr finished [took 1623.4664s]
17/01/24 23:29:53| INFO ref finished [took 24.3841s]
17/01/24 23:30:11| INFO mul_kde_lr_mc finished [took 1654.7611s]
17/01/24 23:30:17| INFO atc_mc finished [took 33.8622s]
17/01/24 23:30:19| INFO mul_kde_lr_c finished [took 1660.5928s]
17/01/24 23:30:34| INFO doc finished [took 40.2158s]
17/01/24 23:35:05| INFO bin_kde_lr_is finished [took 894.8019s]
17/01/24 23:37:52| INFO m3w_kde_lr_ne finished [took 1226.7294s]
17/01/24 23:41:21| INFO bin_kde_lr_a finished [took 829.4033s]
17/01/24 23:41:32| INFO m3w_kde_lr_is finished [took 1271.6506s]
17/01/24 23:41:40| INFO mul_kde_lr_is finished [took 1280.5999s]
17/01/24 23:45:09| INFO m3w_kde_lr_a finished [took 1019.1984s]
17/01/24 23:46:44| INFO mul_kde_lr_a finished [took 1118.7555s]
17/01/24 23:47:57| DEBUG [size=11,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 71.410s]
17/01/24 23:47:57| DEBUG [size=11,place=2] best score = 0.01439531; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 71.410s]
17/01/24 23:52:52| DEBUG [size=54,place=1] best score = 0.01122031; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 294.905s]
17/01/24 23:52:52| DEBUG [size=54,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 294.905s]
17/01/24 23:52:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 366.4213s]
17/01/24 23:59:09| INFO bin_kde_lr_gs finished [took 743.1434s]
18/01/24 00:02:30| DEBUG [size=11,place=1] best score = 0.01257454; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 199.471s]
18/01/24 00:02:30| DEBUG [size=11,place=2] best score = 0.01747229; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 199.471s]
18/01/24 00:15:25| DEBUG [size=56,place=1] best score = 0.01030154; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 775.102s]
18/01/24 00:15:25| DEBUG [size=56,place=2] best score = 0.01052497; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 775.102s]
18/01/24 00:28:08| DEBUG [size=47,place=1] best score = 0.00963076; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 763.286s]
18/01/24 00:28:08| DEBUG [size=47,place=2] best score = 0.00972438; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 763.287s]
18/01/24 00:43:14| DEBUG [size=43,place=1] best score = 0.00994201; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 905.207s]
18/01/24 00:43:14| DEBUG [size=43,place=2] best score = 0.01025309; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 905.208s]
18/01/24 00:43:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00963) [took 2643.1811s]
18/01/24 00:51:02| INFO mul_kde_lr_gs finished [took 3111.5048s]
18/01/24 00:53:35| DEBUG [size=11,place=1] best score = 0.01486987; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 151.559s]
18/01/24 00:53:35| DEBUG [size=11,place=2] best score = 0.01576481; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 151.559s]
18/01/24 01:01:51| DEBUG [size=56,place=1] best score = 0.01098977; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 496.017s]
18/01/24 01:01:51| DEBUG [size=56,place=2] best score = 0.01184342; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 496.017s]
18/01/24 01:07:07| DEBUG [size=36,place=1] best score = 0.01026652; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 315.532s]
18/01/24 01:07:07| DEBUG [size=36,place=2] best score = 0.01045852; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 315.533s]
18/01/24 01:14:26| DEBUG [size=44,place=1] best score = 0.01198350; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 439.407s]
18/01/24 01:14:26| DEBUG [size=44,place=2] best score = 0.01236185; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 439.408s]
18/01/24 01:14:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1402.6295s]
18/01/24 01:21:16| INFO m3w_kde_lr_gs finished [took 1812.5700s]
18/01/24 01:21:16| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 8323.8284s]
18/01/24 01:21:16| INFO Dataset sample [0.8 0.2] of dataset imdb started
18/01/24 01:44:00| INFO bin_kde_lr_c finished [took 1358.8207s]
18/01/24 01:44:20| INFO bin_kde_lr_mc finished [took 1378.8881s]
18/01/24 01:45:01| INFO bin_kde_lr_ne finished [took 1419.8356s]
18/01/24 01:45:17| INFO bin_kde_lr finished [took 1436.3273s]
18/01/24 01:50:45| INFO m3w_kde_lr_mc finished [took 1765.0950s]
18/01/24 01:51:10| INFO m3w_kde_lr finished [took 1788.9102s]
18/01/24 01:51:20| INFO m3w_kde_lr_c finished [took 1799.2249s]
18/01/24 01:52:56| INFO mul_kde_lr_c finished [took 1895.0364s]
18/01/24 01:53:17| INFO ref finished [took 20.2562s]
18/01/24 01:53:46| INFO atc_mc finished [took 28.5050s]
18/01/24 01:53:49| INFO mul_kde_lr_ne finished [took 1947.3290s]
18/01/24 01:54:18| INFO mul_kde_lr_mc finished [took 1976.4060s]
18/01/24 01:54:18| INFO mul_kde_lr finished [took 1976.8280s]
18/01/24 01:54:19| INFO doc finished [took 32.2957s]
18/01/24 02:04:09| INFO bin_kde_lr_is finished [took 1188.6014s]
18/01/24 02:07:03| INFO m3w_kde_lr_ne finished [took 1382.0773s]
18/01/24 02:08:17| INFO bin_kde_lr_a finished [took 1051.1913s]
18/01/24 02:09:31| INFO m3w_kde_lr_is finished [took 1453.0139s]
18/01/24 02:10:01| INFO mul_kde_lr_is finished [took 1498.8578s]
18/01/24 02:13:12| INFO mul_kde_lr_a finished [took 1320.9431s]
18/01/24 02:14:05| INFO m3w_kde_lr_a finished [took 1364.7488s]
18/01/24 02:15:19| DEBUG [size=11,place=1] best score = 0.01234751; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 72.631s]
18/01/24 02:15:19| DEBUG [size=11,place=2] best score = 0.01517129; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 72.632s]
18/01/24 02:19:55| DEBUG [size=54,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 276.031s]
18/01/24 02:19:55| DEBUG [size=54,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 276.031s]
18/01/24 02:21:19| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 84.257s]
18/01/24 02:21:19| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 84.257s]
18/01/24 02:23:12| DEBUG [size=22,place=1] best score = 0.01205474; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 112.404s]
18/01/24 02:23:12| DEBUG [size=22,place=2] best score = 0.01210778; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 112.405s]
18/01/24 02:23:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 545.4411s]
18/01/24 02:30:26| INFO bin_kde_lr_gs finished [took 979.9920s]
18/01/24 02:33:51| DEBUG [size=11,place=1] best score = 0.01212637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 203.786s]
18/01/24 02:33:51| DEBUG [size=11,place=2] best score = 0.01320542; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.787s]
18/01/24 02:48:53| DEBUG [size=56,place=1] best score = 0.01233693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 901.874s]
18/01/24 02:48:53| DEBUG [size=56,place=2] best score = 0.01276257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 901.875s]
18/01/24 02:48:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01213) [took 1105.7680s]
18/01/24 02:57:10| INFO mul_kde_lr_gs finished [took 1602.3728s]
18/01/24 02:59:36| DEBUG [size=11,place=1] best score = 0.00995669; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 145.581s]
18/01/24 02:59:36| DEBUG [size=11,place=2] best score = 0.01485266; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.581s]
18/01/24 03:10:16| DEBUG [size=54,place=1] best score = 0.01009452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 639.889s]
18/01/24 03:10:16| DEBUG [size=54,place=2] best score = 0.01011275; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 639.889s]
18/01/24 03:10:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00996) [took 785.5774s]
18/01/24 03:17:58| INFO m3w_kde_lr_gs finished [took 1247.5697s]
18/01/24 03:17:58| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 7001.9815s]
18/01/24 03:17:58| INFO Dataset sample [0.9 0.1] of dataset imdb started
18/01/24 03:45:19| INFO bin_kde_lr_ne finished [took 1635.7759s]
18/01/24 03:45:38| INFO bin_kde_lr_mc finished [took 1654.9051s]
18/01/24 03:45:40| INFO bin_kde_lr finished [took 1657.1504s]
18/01/24 03:46:15| INFO bin_kde_lr_c finished [took 1691.6015s]
18/01/24 03:46:43| INFO m3w_kde_lr_c finished [took 1720.1541s]
18/01/24 03:47:44| INFO m3w_kde_lr finished [took 1781.2859s]
18/01/24 03:48:10| INFO m3w_kde_lr_mc finished [took 1808.3227s]
18/01/24 03:49:35| INFO mul_kde_lr finished [took 1891.8429s]
18/01/24 03:49:35| INFO mul_kde_lr_mc finished [took 1892.3407s]
18/01/24 03:49:45| INFO mul_kde_lr_ne finished [took 1901.2082s]
18/01/24 03:50:01| INFO ref finished [took 25.1816s]
18/01/24 03:50:11| INFO atc_mc finished [took 34.7619s]
18/01/24 03:50:15| INFO doc finished [took 29.2226s]
18/01/24 03:50:51| INFO mul_kde_lr_c finished [took 1969.3146s]
18/01/24 04:07:16| INFO m3w_kde_lr_ne finished [took 1316.4186s]
18/01/24 04:07:49| INFO m3w_kde_lr_is finished [took 1293.7616s]
18/01/24 04:09:01| INFO mul_kde_lr_is finished [took 1400.8747s]
18/01/24 04:09:46| INFO bin_kde_lr_is finished [took 1448.1253s]
18/01/24 04:09:57| INFO m3w_kde_lr_a finished [took 1306.6057s]
18/01/24 04:10:22| INFO mul_kde_lr_a finished [took 1358.3254s]
18/01/24 04:11:25| INFO bin_kde_lr_a finished [took 1480.7595s]
18/01/24 04:45:16| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
18/01/24 04:48:26| DEBUG [size=11,place=1] best score = 0.01709443; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 188.808s]
18/01/24 04:48:26| DEBUG [size=11,place=2] best score = 0.01849805; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 188.808s]
18/01/24 05:04:18| DEBUG [size=56,place=1] best score = 0.00883491; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 952.285s]
18/01/24 05:04:18| DEBUG [size=56,place=2] best score = 0.00903243; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 952.285s]
18/01/24 05:11:46| DEBUG [size=27,place=1] best score = 0.00855056; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 447.927s]
18/01/24 05:11:46| DEBUG [size=27,place=2] best score = 0.00866375; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 447.927s]
18/01/24 05:15:20| DEBUG [size=14,place=1] best score = 0.00873489; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 214.168s]
18/01/24 05:15:20| DEBUG [size=14,place=2] best score = 0.01082897; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 214.168s]
18/01/24 05:15:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00855) [took 1803.3044s]
18/01/24 05:24:13| INFO mul_kde_lr_gs finished [took 2335.9977s]
18/01/24 05:26:40| DEBUG [size=11,place=1] best score = 0.01045958; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 146.257s]
18/01/24 05:26:40| DEBUG [size=11,place=2] best score = 0.01903651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 146.257s]
18/01/24 05:37:27| DEBUG [size=56,place=1] best score = 0.00851448; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 646.678s]
18/01/24 05:37:27| DEBUG [size=56,place=2] best score = 0.00863766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 646.679s]
18/01/24 05:41:46| DEBUG [size=28,place=1] best score = 0.00824122; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 259.012s]
18/01/24 05:41:46| DEBUG [size=28,place=2] best score = 0.00825483; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 259.012s]
18/01/24 05:47:12| DEBUG [size=29,place=1] best score = 0.00824683; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 326.632s]
18/01/24 05:47:12| DEBUG [size=29,place=2] best score = 0.00829994; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 326.632s]
18/01/24 05:47:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00824) [took 1378.6927s]
18/01/24 05:58:48| INFO m3w_kde_lr_gs finished [took 2074.6488s]
18/01/24 05:58:48| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 9650.2246s]
----------------------------------------------------------------------------------------------------
18/01/24 12:13:32| INFO dataset imdb [pool size: 10]
18/01/24 12:13:32| INFO Dataset sample [0.1 0.9] of dataset imdb started
18/01/24 12:14:37| INFO bin_sld_lr_ne finished [took 60.2160s]
18/01/24 12:14:52| INFO m3w_sld_lr_c finished [took 75.2758s]
18/01/24 12:14:55| INFO mul_sld_lr_ne finished [took 78.7540s]
18/01/24 12:14:56| INFO mul_sld_lr_c finished [took 80.1676s]
18/01/24 12:14:57| INFO m3w_sld_lr_mc finished [took 79.7966s]
18/01/24 12:14:58| INFO m3w_sld_lr finished [took 81.4728s]
18/01/24 12:15:02| INFO mul_sld_lr_mc finished [took 85.5711s]
18/01/24 12:15:13| INFO bin_sld_lr_c finished [took 96.5596s]
18/01/24 12:15:17| INFO bin_sld_lr_mc finished [took 99.8403s]
18/01/24 12:15:17| INFO bin_sld_lr finished [took 100.0169s]
18/01/24 12:15:19| INFO mul_sld_lr finished [took 103.1084s]
18/01/24 12:15:21| INFO m3w_sld_lr_ne finished [took 43.3121s]
18/01/24 12:15:42| INFO ref finished [took 27.2936s]
18/01/24 12:15:51| INFO mul_sld_lr_a finished [took 51.3518s]
18/01/24 12:15:52| INFO doc finished [took 34.5803s]
18/01/24 12:15:54| INFO atc_mc finished [took 36.5444s]
18/01/24 12:15:58| INFO m3w_sld_lr_is finished [took 61.6447s]
18/01/24 12:15:58| INFO m3w_sld_lr_a finished [took 54.8289s]
18/01/24 12:16:00| INFO mul_sld_lr_is finished [took 64.7653s]
18/01/24 12:16:03| INFO bin_sld_lr_is finished [took 70.1273s]
18/01/24 12:16:10| INFO bin_sld_lr_a finished [took 72.2704s]
18/01/24 12:16:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 39.9624s]
18/01/24 12:17:36| INFO bin_sld_lr_gs finished [took 85.0448s]
18/01/24 12:26:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02581) [took 505.4639s]
18/01/24 12:26:32| INFO mul_sld_lr_gs finished [took 534.9016s]
18/01/24 12:32:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 382.7368s]
18/01/24 12:33:22| INFO m3w_sld_lr_gs finished [took 408.9131s]
18/01/24 12:33:22| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 1189.1301s]
18/01/24 12:33:22| INFO Dataset sample [0.2 0.8] of dataset imdb started
18/01/24 12:34:30| INFO m3w_sld_lr_mc finished [took 66.9016s]
18/01/24 12:34:33| INFO bin_sld_lr_ne finished [took 69.3264s]
18/01/24 12:34:36| INFO m3w_sld_lr_c finished [took 71.5925s]
18/01/24 12:34:36| INFO m3w_sld_lr finished [took 71.8968s]
18/01/24 12:34:53| INFO mul_sld_lr_c finished [took 89.2696s]
18/01/24 12:34:54| INFO mul_sld_lr_ne finished [took 89.5220s]
18/01/24 12:34:57| INFO mul_sld_lr_mc finished [took 92.8556s]
18/01/24 12:34:58| INFO mul_sld_lr finished [took 94.1037s]
18/01/24 12:35:01| INFO bin_sld_lr_mc finished [took 97.2318s]
18/01/24 12:35:16| INFO bin_sld_lr finished [took 112.4694s]
18/01/24 12:35:18| INFO bin_sld_lr_c finished [took 113.5055s]
18/01/24 12:35:32| INFO atc_mc finished [took 29.5165s]
18/01/24 12:35:34| INFO ref finished [took 34.0987s]
18/01/24 12:35:39| INFO m3w_sld_lr_ne finished [took 67.8459s]
18/01/24 12:35:39| INFO m3w_sld_lr_is finished [took 61.7964s]
18/01/24 12:35:48| INFO mul_sld_lr_is finished [took 70.5349s]
18/01/24 12:35:52| INFO m3w_sld_lr_a finished [took 53.5168s]
18/01/24 12:35:57| INFO mul_sld_lr_a finished [took 61.5738s]
18/01/24 12:35:59| INFO doc finished [took 40.9832s]
18/01/24 12:35:59| INFO bin_sld_lr_is finished [took 84.3985s]
18/01/24 12:36:04| INFO bin_sld_lr_a finished [took 68.9877s]
18/01/24 12:38:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01099) [took 145.1198s]
18/01/24 12:39:17| INFO bin_sld_lr_gs finished [took 191.3483s]
18/01/24 12:48:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 541.6487s]
18/01/24 12:48:47| INFO mul_sld_lr_gs finished [took 569.1334s]
18/01/24 12:55:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 385.4395s]
18/01/24 12:55:40| INFO m3w_sld_lr_gs finished [took 411.9632s]
18/01/24 12:55:40| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1338.6068s]
18/01/24 12:55:40| INFO Dataset sample [0.3 0.7] of dataset imdb started
18/01/24 12:56:57| INFO mul_sld_lr_ne finished [took 74.0317s]
18/01/24 12:56:57| INFO mul_sld_lr_mc finished [took 74.4214s]
18/01/24 12:56:58| INFO m3w_sld_lr_c finished [took 75.1007s]
18/01/24 12:56:59| INFO m3w_sld_lr finished [took 75.8519s]
18/01/24 12:57:00| INFO m3w_sld_lr_mc finished [took 77.1404s]
18/01/24 12:57:07| INFO bin_sld_lr finished [took 85.5542s]
18/01/24 12:57:16| INFO bin_sld_lr_mc finished [took 93.0715s]
18/01/24 12:57:18| INFO mul_sld_lr finished [took 94.8796s]
18/01/24 12:57:19| INFO bin_sld_lr_ne finished [took 96.5524s]
18/01/24 12:57:19| INFO mul_sld_lr_c finished [took 96.6535s]
18/01/24 12:57:20| INFO bin_sld_lr_c finished [took 97.0239s]
18/01/24 12:57:54| INFO ref finished [took 34.7329s]
18/01/24 12:57:57| INFO atc_mc finished [took 36.8749s]
18/01/24 12:57:57| INFO m3w_sld_lr_ne finished [took 58.9402s]
18/01/24 12:57:59| INFO bin_sld_lr_a finished [took 57.9151s]
18/01/24 12:58:01| INFO m3w_sld_lr_is finished [took 60.9622s]
18/01/24 12:58:09| INFO mul_sld_lr_is finished [took 69.2305s]
18/01/24 12:58:09| INFO doc finished [took 48.7811s]
18/01/24 12:58:11| INFO bin_sld_lr_is finished [took 73.3698s]
18/01/24 12:58:12| INFO m3w_sld_lr_a finished [took 54.6532s]
18/01/24 12:58:17| INFO mul_sld_lr_a finished [took 68.1518s]
18/01/24 13:00:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 158.1038s]
18/01/24 13:01:24| INFO bin_sld_lr_gs finished [took 185.6785s]
18/01/24 13:10:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 544.4851s]
18/01/24 13:11:04| INFO mul_sld_lr_gs finished [took 578.2058s]
18/01/24 13:17:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01139) [took 389.5902s]
18/01/24 13:18:02| INFO m3w_sld_lr_gs finished [took 416.5286s]
18/01/24 13:18:02| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1341.4834s]
18/01/24 13:18:02| INFO Dataset sample [0.4 0.6] of dataset imdb started
18/01/24 13:19:06| INFO mul_sld_lr finished [took 63.0171s]
18/01/24 13:19:13| INFO m3w_sld_lr_mc finished [took 70.2849s]
18/01/24 13:19:17| INFO m3w_sld_lr finished [took 73.3342s]
18/01/24 13:19:21| INFO m3w_sld_lr_c finished [took 77.2855s]
18/01/24 13:19:35| INFO bin_sld_lr_c finished [took 91.3597s]
18/01/24 13:19:35| INFO bin_sld_lr finished [took 91.3366s]
18/01/24 13:19:36| INFO bin_sld_lr_mc finished [took 92.2188s]
18/01/24 13:19:38| INFO bin_sld_lr_ne finished [took 93.9807s]
18/01/24 13:19:42| INFO mul_sld_lr_c finished [took 97.9799s]
18/01/24 13:19:43| INFO mul_sld_lr_mc finished [took 99.1492s]
18/01/24 13:19:43| INFO mul_sld_lr_ne finished [took 99.4085s]
18/01/24 13:20:05| INFO m3w_sld_lr_ne finished [took 57.9377s]
18/01/24 13:20:14| INFO ref finished [took 34.9192s]
18/01/24 13:20:17| INFO atc_mc finished [took 34.3419s]
18/01/24 13:20:20| INFO bin_sld_lr_is finished [took 66.0739s]
18/01/24 13:20:26| INFO m3w_sld_lr_is finished [took 64.2490s]
18/01/24 13:20:27| INFO doc finished [took 43.6208s]
18/01/24 13:20:30| INFO mul_sld_lr_is finished [took 72.2932s]
18/01/24 13:20:32| INFO m3w_sld_lr_a finished [took 54.5167s]
18/01/24 13:20:35| INFO bin_sld_lr_a finished [took 58.6370s]
18/01/24 13:20:38| INFO mul_sld_lr_a finished [took 61.7971s]
18/01/24 13:23:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01158) [took 166.7113s]
18/01/24 13:24:00| INFO bin_sld_lr_gs finished [took 201.4144s]
18/01/24 13:33:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00961) [took 544.4552s]
18/01/24 13:33:37| INFO mul_sld_lr_gs finished [took 575.4836s]
18/01/24 13:40:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01180) [took 386.1298s]
18/01/24 13:40:31| INFO m3w_sld_lr_gs finished [took 413.4487s]
18/01/24 13:40:31| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 1349.7281s]
18/01/24 13:40:31| INFO Dataset sample [0.5 0.5] of dataset imdb started
18/01/24 13:41:37| INFO mul_sld_lr_mc finished [took 64.4440s]
18/01/24 13:41:49| INFO m3w_sld_lr finished [took 75.0196s]
18/01/24 13:41:50| INFO m3w_sld_lr_c finished [took 76.3410s]
18/01/24 13:41:51| INFO m3w_sld_lr_mc finished [took 77.2060s]
18/01/24 13:42:01| INFO mul_sld_lr finished [took 87.4772s]
18/01/24 13:42:02| INFO bin_sld_lr_mc finished [took 88.7292s]
18/01/24 13:42:04| INFO bin_sld_lr_ne finished [took 90.4091s]
18/01/24 13:42:05| INFO bin_sld_lr_c finished [took 91.2785s]
18/01/24 13:42:06| INFO bin_sld_lr finished [took 92.3324s]
18/01/24 13:42:12| INFO mul_sld_lr_c finished [took 98.0413s]
18/01/24 13:42:14| INFO mul_sld_lr_ne finished [took 100.0799s]
18/01/24 13:42:39| INFO m3w_sld_lr_ne finished [took 60.2868s]
18/01/24 13:42:42| INFO ref finished [took 35.8792s]
18/01/24 13:42:48| INFO mul_sld_lr_is finished [took 57.5413s]
18/01/24 13:42:53| INFO atc_mc finished [took 45.4294s]
18/01/24 13:42:54| INFO doc finished [took 41.1189s]
18/01/24 13:42:57| INFO bin_sld_lr_is finished [took 66.8893s]
18/01/24 13:42:57| INFO m3w_sld_lr_is finished [took 64.7293s]
18/01/24 13:43:03| INFO m3w_sld_lr_a finished [took 57.8829s]
18/01/24 13:43:05| INFO bin_sld_lr_a finished [took 63.0537s]
18/01/24 13:43:08| INFO mul_sld_lr_a finished [took 64.3935s]
18/01/24 13:45:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 166.3501s]
18/01/24 13:46:27| INFO bin_sld_lr_gs finished [took 197.5962s]
18/01/24 13:55:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00887) [took 536.5534s]
18/01/24 13:55:58| INFO mul_sld_lr_gs finished [took 569.2479s]
18/01/24 14:02:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00994) [took 380.6770s]
18/01/24 14:02:46| INFO m3w_sld_lr_gs finished [took 407.0440s]
18/01/24 14:02:46| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 1334.4888s]
18/01/24 14:02:46| INFO Dataset sample [0.6 0.4] of dataset imdb started
18/01/24 14:03:51| INFO mul_sld_lr_mc finished [took 63.0662s]
18/01/24 14:03:58| INFO m3w_sld_lr finished [took 71.0538s]
18/01/24 14:04:02| INFO m3w_sld_lr_mc finished [took 74.1788s]
18/01/24 14:04:03| INFO m3w_sld_lr_c finished [took 75.1516s]
18/01/24 14:04:17| INFO bin_sld_lr_mc finished [took 88.4686s]
18/01/24 14:04:18| INFO bin_sld_lr_ne finished [took 89.9400s]
18/01/24 14:04:24| INFO bin_sld_lr_c finished [took 95.6875s]
18/01/24 14:04:25| INFO bin_sld_lr finished [took 96.4154s]
18/01/24 14:04:29| INFO mul_sld_lr_c finished [took 100.4106s]
18/01/24 14:04:30| INFO mul_sld_lr finished [took 102.2076s]
18/01/24 14:04:32| INFO mul_sld_lr_ne finished [took 103.4697s]
18/01/24 14:04:43| INFO m3w_sld_lr_ne finished [took 50.7129s]
18/01/24 14:04:54| INFO ref finished [took 27.5791s]
18/01/24 14:05:01| INFO m3w_sld_lr_is finished [took 55.9574s]
18/01/24 14:05:10| INFO mul_sld_lr_is finished [took 66.6663s]
18/01/24 14:05:13| INFO atc_mc finished [took 43.4147s]
18/01/24 14:05:13| INFO bin_sld_lr_is finished [took 73.8542s]
18/01/24 14:05:13| INFO doc finished [took 41.6950s]
18/01/24 14:05:16| INFO m3w_sld_lr_a finished [took 50.9053s]
18/01/24 14:05:21| INFO bin_sld_lr_a finished [took 62.7120s]
18/01/24 14:05:28| INFO mul_sld_lr_a finished [took 68.4344s]
18/01/24 14:08:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01176) [took 165.9394s]
18/01/24 14:08:46| INFO bin_sld_lr_gs finished [took 197.1922s]
18/01/24 14:17:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01017) [took 538.6074s]
18/01/24 14:18:17| INFO mul_sld_lr_gs finished [took 569.2516s]
18/01/24 14:24:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01265) [took 386.4548s]
18/01/24 14:25:11| INFO m3w_sld_lr_gs finished [took 412.6916s]
18/01/24 14:25:11| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 1344.5702s]
18/01/24 14:25:11| INFO Dataset sample [0.7 0.3] of dataset imdb started
18/01/24 14:26:18| INFO m3w_sld_lr finished [took 64.3185s]
18/01/24 14:26:27| INFO m3w_sld_lr_mc finished [took 73.4712s]
18/01/24 14:26:30| INFO m3w_sld_lr_c finished [took 76.2214s]
18/01/24 14:26:35| INFO bin_sld_lr_mc finished [took 80.4875s]
18/01/24 14:26:41| INFO bin_sld_lr_c finished [took 86.9205s]
18/01/24 14:26:45| INFO bin_sld_lr finished [took 91.9664s]
18/01/24 14:26:48| INFO mul_sld_lr_mc finished [took 94.1281s]
18/01/24 14:26:51| INFO mul_sld_lr_c finished [took 97.4398s]
18/01/24 14:26:54| INFO mul_sld_lr_ne finished [took 99.7309s]
18/01/24 14:26:55| INFO bin_sld_lr_ne finished [took 100.9974s]
18/01/24 14:26:56| INFO mul_sld_lr finished [took 103.1996s]
18/01/24 14:27:17| INFO m3w_sld_lr_ne finished [took 56.5055s]
18/01/24 14:27:28| INFO ref finished [took 34.2284s]
18/01/24 14:27:32| INFO bin_sld_lr_is finished [took 62.5695s]
18/01/24 14:27:37| INFO atc_mc finished [took 40.9507s]
18/01/24 14:27:39| INFO m3w_sld_lr_is finished [took 62.3920s]
18/01/24 14:27:40| INFO m3w_sld_lr_a finished [took 50.3499s]
18/01/24 14:27:42| INFO doc finished [took 45.1879s]
18/01/24 14:27:45| INFO bin_sld_lr_a finished [took 62.9905s]
18/01/24 14:27:46| INFO mul_sld_lr_is finished [took 74.4986s]
18/01/24 14:27:55| INFO mul_sld_lr_a finished [took 67.8720s]
18/01/24 14:30:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01032) [took 154.2265s]
18/01/24 14:31:03| INFO bin_sld_lr_gs finished [took 186.2234s]
18/01/24 14:40:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00921) [took 539.2892s]
18/01/24 14:40:35| INFO mul_sld_lr_gs finished [took 570.2751s]
18/01/24 14:47:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00992) [took 383.2295s]
18/01/24 14:47:27| INFO m3w_sld_lr_gs finished [took 409.5508s]
18/01/24 14:47:27| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 1336.3076s]
18/01/24 14:47:27| INFO Dataset sample [0.8 0.2] of dataset imdb started
18/01/24 14:48:16| INFO m3w_sld_lr_mc finished [took 47.3330s]
18/01/24 14:48:39| INFO m3w_sld_lr_c finished [took 70.4181s]
18/01/24 14:48:40| INFO m3w_sld_lr finished [took 71.2586s]
18/01/24 14:49:14| INFO mul_sld_lr_ne finished [took 105.0804s]
18/01/24 14:49:17| INFO m3w_sld_lr_ne finished [took 59.3969s]
18/01/24 14:49:20| INFO bin_sld_lr finished [took 110.6711s]
18/01/24 14:49:20| INFO bin_sld_lr_mc finished [took 111.2021s]
18/01/24 14:49:24| INFO bin_sld_lr_ne finished [took 116.0253s]
18/01/24 14:49:25| INFO mul_sld_lr_c finished [took 115.8748s]
18/01/24 14:49:26| INFO mul_sld_lr_mc finished [took 117.2840s]
18/01/24 14:49:32| INFO bin_sld_lr_c finished [took 123.2700s]
18/01/24 14:49:32| INFO mul_sld_lr finished [took 123.1412s]
18/01/24 14:49:49| INFO ref finished [took 23.3993s]
18/01/24 14:50:02| INFO atc_mc finished [took 36.5581s]
18/01/24 14:50:04| INFO m3w_sld_lr_a finished [took 42.7997s]
18/01/24 14:50:05| INFO doc finished [took 37.7403s]
18/01/24 14:50:06| INFO mul_sld_lr_is finished [took 85.2858s]
18/01/24 14:50:10| INFO m3w_sld_lr_is finished [took 55.5334s]
18/01/24 14:50:14| INFO bin_sld_lr_is finished [took 93.1708s]
18/01/24 14:50:31| INFO bin_sld_lr_a finished [took 73.6262s]
18/01/24 14:50:33| INFO mul_sld_lr_a finished [took 71.9835s]
18/01/24 14:52:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00907) [took 138.9484s]
18/01/24 14:53:31| INFO bin_sld_lr_gs finished [took 177.3538s]
18/01/24 15:02:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01212) [took 541.6414s]
18/01/24 15:03:03| INFO mul_sld_lr_gs finished [took 570.9833s]
18/01/24 15:09:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01140) [took 382.6711s]
18/01/24 15:09:53| INFO m3w_sld_lr_gs finished [took 408.7186s]
18/01/24 15:09:53| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 1346.0489s]
18/01/24 15:09:53| INFO Dataset sample [0.9 0.1] of dataset imdb started
18/01/24 15:11:05| INFO m3w_sld_lr_c finished [took 69.8827s]
18/01/24 15:11:05| INFO m3w_sld_lr_mc finished [took 70.4280s]
18/01/24 15:11:06| INFO mul_sld_lr_ne finished [took 70.7799s]
18/01/24 15:11:08| INFO m3w_sld_lr finished [took 73.7282s]
18/01/24 15:11:09| INFO mul_sld_lr_c finished [took 73.8342s]
18/01/24 15:11:25| INFO bin_sld_lr_c finished [took 90.6415s]
18/01/24 15:11:56| INFO mul_sld_lr_mc finished [took 122.1864s]
18/01/24 15:11:57| INFO bin_sld_lr_ne finished [took 121.9466s]
18/01/24 15:11:57| INFO bin_sld_lr finished [took 122.2906s]
18/01/24 15:11:58| INFO bin_sld_lr_mc finished [took 123.1468s]
18/01/24 15:12:13| INFO m3w_sld_lr_ne finished [took 67.8442s]
18/01/24 15:12:14| INFO m3w_sld_lr_is finished [took 64.7114s]
18/01/24 15:12:15| INFO bin_sld_lr_is finished [took 68.3533s]
18/01/24 15:12:15| INFO mul_sld_lr_is finished [took 68.6970s]
18/01/24 15:12:17| INFO mul_sld_lr finished [took 142.0860s]
18/01/24 15:12:25| INFO ref finished [took 26.6294s]
18/01/24 15:12:28| INFO mul_sld_lr_a finished [took 61.2125s]
18/01/24 15:12:32| INFO atc_mc finished [took 34.3591s]
18/01/24 15:12:37| INFO doc finished [took 37.8511s]
18/01/24 15:12:40| INFO m3w_sld_lr_a finished [took 42.2820s]
18/01/24 15:12:43| INFO bin_sld_lr_a finished [took 93.3025s]
18/01/24 15:14:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01720) [took 108.8139s]
18/01/24 15:15:21| INFO bin_sld_lr_gs finished [took 156.3918s]
18/01/24 15:23:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01821) [took 501.5651s]
18/01/24 15:24:12| INFO mul_sld_lr_gs finished [took 530.0632s]
18/01/24 15:30:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00902) [took 376.4360s]
18/01/24 15:30:55| INFO m3w_sld_lr_gs finished [took 402.5838s]
18/01/24 15:30:55| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 1261.9915s]
----------------------------------------------------------------------------------------------------
18/01/24 16:44:05| INFO dataset rcv1_CCAT [pool size: 10]
18/01/24 16:44:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
18/01/24 16:46:52| INFO m3w_sld_lr_mc finished [took 162.0952s]
18/01/24 16:46:59| INFO m3w_sld_lr_c finished [took 167.9527s]
18/01/24 16:47:00| INFO m3w_sld_lr finished [took 168.2818s]
18/01/24 16:47:11| INFO mul_sld_lr_ne finished [took 180.3769s]
18/01/24 16:47:14| INFO bin_sld_lr finished [took 183.2281s]
18/01/24 16:47:15| INFO mul_sld_lr_c finished [took 183.7491s]
18/01/24 16:47:34| INFO bin_sld_lr_ne finished [took 202.9679s]
18/01/24 16:47:40| INFO mul_sld_lr_mc finished [took 208.3468s]
18/01/24 16:47:44| INFO bin_sld_lr_c finished [took 212.3998s]
18/01/24 16:47:46| INFO bin_sld_lr_mc finished [took 215.9536s]
18/01/24 16:47:54| INFO mul_sld_lr finished [took 223.9906s]
18/01/24 16:49:06| INFO ref finished [took 84.9203s]
18/01/24 16:49:14| INFO atc_mc finished [took 89.3501s]
18/01/24 16:49:18| INFO m3w_sld_lr_ne finished [took 145.0098s]
18/01/24 16:49:31| INFO m3w_sld_lr_is finished [took 138.6642s]
18/01/24 16:49:36| INFO m3w_sld_lr_a finished [took 120.9918s]
18/01/24 16:49:37| INFO mul_sld_lr_is finished [took 156.4400s]
18/01/24 16:49:46| INFO doc finished [took 118.5713s]
18/01/24 16:49:49| INFO bin_sld_lr_is finished [took 168.2416s]
18/01/24 16:49:51| INFO mul_sld_lr_a finished [took 154.8210s]
18/01/24 16:50:03| INFO bin_sld_lr_a finished [took 167.4592s]
18/01/24 16:52:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00600) [took 148.7111s]
18/01/24 16:53:33| INFO bin_sld_lr_gs finished [took 209.5431s]
18/01/24 17:04:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00721) [took 631.6869s]
18/01/24 17:05:06| INFO mul_sld_lr_gs finished [took 691.7893s]
18/01/24 17:12:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00831) [took 455.7385s]
18/01/24 17:13:34| INFO m3w_sld_lr_gs finished [took 506.8015s]
18/01/24 17:13:34| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1768.2886s]
18/01/24 17:13:34| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
18/01/24 17:15:53| INFO m3w_sld_lr finished [took 135.7509s]
18/01/24 17:16:26| INFO m3w_sld_lr_mc finished [took 168.7005s]
18/01/24 17:16:27| INFO m3w_sld_lr_c finished [took 170.0262s]
18/01/24 17:16:32| INFO mul_sld_lr_ne finished [took 174.1544s]
18/01/24 17:16:36| INFO mul_sld_lr_mc finished [took 180.2202s]
18/01/24 17:16:57| INFO mul_sld_lr_c finished [took 199.5629s]
18/01/24 17:17:05| INFO mul_sld_lr finished [took 207.4035s]
18/01/24 17:17:10| INFO bin_sld_lr finished [took 212.9907s]
18/01/24 17:17:11| INFO bin_sld_lr_ne finished [took 213.6155s]
18/01/24 17:17:14| INFO bin_sld_lr_c finished [took 216.7511s]
18/01/24 17:17:18| INFO bin_sld_lr_mc finished [took 220.1026s]
18/01/24 17:18:15| INFO m3w_sld_lr_ne finished [took 140.6382s]
18/01/24 17:18:38| INFO ref finished [took 86.4378s]
18/01/24 17:18:44| INFO atc_mc finished [took 91.7233s]
18/01/24 17:18:50| INFO bin_sld_lr_is finished [took 142.7630s]
18/01/24 17:18:57| INFO m3w_sld_lr_is finished [took 143.7345s]
18/01/24 17:19:07| INFO doc finished [took 111.2118s]
18/01/24 17:19:08| INFO m3w_sld_lr_a finished [took 121.6397s]
18/01/24 17:19:09| INFO bin_sld_lr_a finished [took 150.9656s]
18/01/24 17:19:16| INFO mul_sld_lr_is finished [took 167.1418s]
18/01/24 17:19:25| INFO mul_sld_lr_a finished [took 146.6608s]
18/01/24 17:22:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 167.3294s]
18/01/24 17:23:36| INFO bin_sld_lr_gs finished [took 249.5409s]
18/01/24 17:34:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01358) [took 641.6805s]
18/01/24 17:35:21| INFO mul_sld_lr_gs finished [took 704.2942s]
18/01/24 17:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00949) [took 460.4317s]
18/01/24 17:43:55| INFO m3w_sld_lr_gs finished [took 512.2869s]
18/01/24 17:43:55| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 1821.0967s]
18/01/24 17:43:55| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
18/01/24 17:46:29| INFO m3w_sld_lr_c finished [took 150.4338s]
18/01/24 17:46:47| INFO m3w_sld_lr finished [took 169.1042s]
18/01/24 17:46:48| INFO m3w_sld_lr_mc finished [took 169.2142s]
18/01/24 17:46:52| INFO bin_sld_lr_mc finished [took 173.2428s]
18/01/24 17:46:53| INFO bin_sld_lr finished [took 174.4895s]
18/01/24 17:47:13| INFO mul_sld_lr_mc finished [took 195.0538s]
18/01/24 17:47:15| INFO mul_sld_lr_c finished [took 196.4048s]
18/01/24 17:47:19| INFO bin_sld_lr_c finished [took 200.7954s]
18/01/24 17:47:27| INFO mul_sld_lr_ne finished [took 209.5713s]
18/01/24 17:47:28| INFO bin_sld_lr_ne finished [took 209.6515s]
18/01/24 17:47:29| INFO mul_sld_lr finished [took 210.9771s]
18/01/24 17:48:50| INFO m3w_sld_lr_ne finished [took 139.8870s]
18/01/24 17:49:08| INFO bin_sld_lr_a finished [took 133.4283s]
18/01/24 17:49:14| INFO atc_mc finished [took 106.4014s]
18/01/24 17:49:23| INFO m3w_sld_lr_is finished [took 150.4484s]
18/01/24 17:49:25| INFO ref finished [took 124.6739s]
18/01/24 17:49:26| INFO doc finished [took 116.3650s]
18/01/24 17:49:26| INFO m3w_sld_lr_a finished [took 129.9174s]
18/01/24 17:49:30| INFO bin_sld_lr_is finished [took 161.0756s]
18/01/24 17:49:31| INFO mul_sld_lr_is finished [took 161.8397s]
18/01/24 17:49:39| INFO mul_sld_lr_a finished [took 144.9500s]
18/01/24 17:52:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01165) [took 183.8906s]
18/01/24 17:53:47| INFO bin_sld_lr_gs finished [took 247.0996s]
18/01/24 18:04:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00862) [took 637.5967s]
18/01/24 18:05:35| INFO mul_sld_lr_gs finished [took 706.0423s]
18/01/24 18:13:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01044) [took 460.7462s]
18/01/24 18:14:09| INFO m3w_sld_lr_gs finished [took 513.3475s]
18/01/24 18:14:09| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 1814.0921s]
18/01/24 18:14:09| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
18/01/24 18:16:08| INFO m3w_sld_lr_mc finished [took 116.1403s]
18/01/24 18:16:47| INFO m3w_sld_lr_c finished [took 155.1061s]
18/01/24 18:16:50| INFO m3w_sld_lr finished [took 158.5569s]
18/01/24 18:17:16| INFO bin_sld_lr_mc finished [took 184.4611s]
18/01/24 18:17:27| INFO bin_sld_lr_c finished [took 195.6230s]
18/01/24 18:17:31| INFO bin_sld_lr finished [took 199.2904s]
18/01/24 18:17:34| INFO mul_sld_lr_c finished [took 202.1464s]
18/01/24 18:17:37| INFO mul_sld_lr_ne finished [took 206.3525s]
18/01/24 18:17:41| INFO mul_sld_lr_mc finished [took 209.3946s]
18/01/24 18:17:42| INFO bin_sld_lr_ne finished [took 210.1196s]
18/01/24 18:17:48| INFO mul_sld_lr finished [took 216.1879s]
18/01/24 18:18:28| INFO m3w_sld_lr_ne finished [took 139.2153s]
18/01/24 18:19:03| INFO mul_sld_lr_is finished [took 132.8390s]
18/01/24 18:19:09| INFO ref finished [took 91.2896s]
18/01/24 18:19:24| INFO m3w_sld_lr_a finished [took 108.8897s]
18/01/24 18:19:27| INFO m3w_sld_lr_is finished [took 130.2557s]
18/01/24 18:19:34| INFO doc finished [took 111.6922s]
18/01/24 18:19:34| INFO atc_mc finished [took 111.9412s]
18/01/24 18:19:35| INFO bin_sld_lr_is finished [took 167.7513s]
18/01/24 18:19:48| INFO bin_sld_lr_a finished [took 139.6223s]
18/01/24 18:19:54| INFO mul_sld_lr_a finished [took 142.4033s]
18/01/24 18:23:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 193.7994s]
18/01/24 18:24:08| INFO bin_sld_lr_gs finished [took 253.4033s]
18/01/24 18:34:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00615) [took 635.3224s]
18/01/24 18:35:48| INFO mul_sld_lr_gs finished [took 699.1370s]
18/01/24 18:43:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00689) [took 460.0152s]
18/01/24 18:44:21| INFO m3w_sld_lr_gs finished [took 511.6232s]
18/01/24 18:44:21| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 1811.3390s]
18/01/24 18:44:21| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
18/01/24 18:46:36| INFO m3w_sld_lr_c finished [took 132.8075s]
18/01/24 18:47:10| INFO m3w_sld_lr_mc finished [took 166.6850s]
18/01/24 18:47:12| INFO m3w_sld_lr finished [took 168.3497s]
18/01/24 18:47:26| INFO mul_sld_lr_ne finished [took 182.4623s]
18/01/24 18:47:34| INFO bin_sld_lr finished [took 190.8950s]
18/01/24 18:47:45| INFO bin_sld_lr_mc finished [took 201.9745s]
18/01/24 18:47:46| INFO bin_sld_lr_c finished [took 202.4740s]
18/01/24 18:47:47| INFO bin_sld_lr_ne finished [took 204.6293s]
18/01/24 18:47:51| INFO mul_sld_lr_c finished [took 206.9569s]
18/01/24 18:47:51| INFO mul_sld_lr_mc finished [took 207.7323s]
18/01/24 18:47:57| INFO mul_sld_lr finished [took 213.1457s]
18/01/24 18:48:22| INFO m3w_sld_lr_ne finished [took 104.3600s]
18/01/24 18:49:22| INFO m3w_sld_lr_is finished [took 114.3942s]
18/01/24 18:49:25| INFO atc_mc finished [took 92.8031s]
18/01/24 18:49:25| INFO bin_sld_lr_is finished [took 133.8133s]
18/01/24 18:49:37| INFO m3w_sld_lr_a finished [took 110.2286s]
18/01/24 18:49:40| INFO ref finished [took 111.3883s]
18/01/24 18:49:47| INFO mul_sld_lr_is finished [took 154.0612s]
18/01/24 18:49:47| INFO doc finished [took 114.5276s]
18/01/24 18:50:01| INFO mul_sld_lr_a finished [took 134.7326s]
18/01/24 18:50:02| INFO bin_sld_lr_a finished [took 146.7032s]
18/01/24 18:53:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 188.5423s]
18/01/24 18:54:15| INFO bin_sld_lr_gs finished [took 251.7579s]
18/01/24 19:04:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00550) [took 640.7382s]
18/01/24 19:06:02| INFO mul_sld_lr_gs finished [took 706.2831s]
18/01/24 19:13:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00600) [took 455.4075s]
18/01/24 19:14:30| INFO m3w_sld_lr_gs finished [took 506.8775s]
18/01/24 19:14:30| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 1809.7793s]
18/01/24 19:14:30| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
18/01/24 19:16:51| INFO mul_sld_lr_c finished [took 139.2842s]
18/01/24 19:17:22| INFO m3w_sld_lr finished [took 170.2910s]
18/01/24 19:17:24| INFO m3w_sld_lr_c finished [took 172.2545s]
18/01/24 19:17:26| INFO m3w_sld_lr_mc finished [took 173.5484s]
18/01/24 19:17:32| INFO mul_sld_lr finished [took 180.3906s]
18/01/24 19:17:40| INFO mul_sld_lr_mc finished [took 188.4251s]
18/01/24 19:17:41| INFO bin_sld_lr_ne finished [took 188.8255s]
18/01/24 19:17:48| INFO mul_sld_lr_ne finished [took 196.2668s]
18/01/24 19:17:53| INFO bin_sld_lr_mc finished [took 201.0625s]
18/01/24 19:17:53| INFO bin_sld_lr finished [took 201.2795s]
18/01/24 19:17:56| INFO bin_sld_lr_c finished [took 203.8126s]
18/01/24 19:19:23| INFO m3w_sld_lr_ne finished [took 151.4486s]
18/01/24 19:19:43| INFO bin_sld_lr_a finished [took 129.6291s]
18/01/24 19:19:46| INFO m3w_sld_lr_is finished [took 140.1852s]
18/01/24 19:19:51| INFO m3w_sld_lr_a finished [took 129.7642s]
18/01/24 19:19:54| INFO doc finished [took 119.7494s]
18/01/24 19:19:54| INFO ref finished [took 124.6877s]
18/01/24 19:19:54| INFO mul_sld_lr_is finished [took 149.7754s]
18/01/24 19:19:55| INFO atc_mc finished [took 121.3340s]
18/01/24 19:20:02| INFO bin_sld_lr_is finished [took 159.5382s]
18/01/24 19:20:07| INFO mul_sld_lr_a finished [took 146.0273s]
18/01/24 19:23:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01086) [took 191.0239s]
18/01/24 19:24:27| INFO bin_sld_lr_gs finished [took 259.6035s]
18/01/24 19:35:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 645.9068s]
18/01/24 19:36:15| INFO mul_sld_lr_gs finished [took 706.6358s]
18/01/24 19:43:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 461.8229s]
18/01/24 19:44:49| INFO m3w_sld_lr_gs finished [took 513.4047s]
18/01/24 19:44:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 1818.1635s]
18/01/24 19:44:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
18/01/24 19:47:39| INFO m3w_sld_lr_mc finished [took 166.5572s]
18/01/24 19:47:39| INFO m3w_sld_lr_c finished [took 166.5890s]
18/01/24 19:47:43| INFO m3w_sld_lr finished [took 170.5798s]
18/01/24 19:47:45| INFO mul_sld_lr finished [took 172.7713s]
18/01/24 19:47:47| INFO mul_sld_lr_ne finished [took 174.6771s]
18/01/24 19:47:52| INFO bin_sld_lr_ne finished [took 181.5704s]
18/01/24 19:47:55| INFO bin_sld_lr finished [took 183.0482s]
18/01/24 19:48:05| INFO bin_sld_lr_mc finished [took 192.4778s]
18/01/24 19:48:07| INFO mul_sld_lr_c finished [took 194.7863s]
18/01/24 19:48:12| INFO mul_sld_lr_mc finished [took 199.8637s]
18/01/24 19:48:13| INFO bin_sld_lr_c finished [took 200.4236s]
18/01/24 19:49:49| INFO m3w_sld_lr_ne finished [took 128.7456s]
18/01/24 19:49:57| INFO m3w_sld_lr_a finished [took 119.3219s]
18/01/24 19:50:03| INFO m3w_sld_lr_is finished [took 136.6707s]
18/01/24 19:50:06| INFO atc_mc finished [took 117.1327s]
18/01/24 19:50:08| INFO ref finished [took 121.7848s]
18/01/24 19:50:09| INFO doc finished [took 115.3121s]
18/01/24 19:50:20| INFO bin_sld_lr_a finished [took 150.5978s]
18/01/24 19:50:21| INFO mul_sld_lr_is finished [took 156.5071s]
18/01/24 19:50:28| INFO mul_sld_lr_a finished [took 154.0028s]
18/01/24 19:50:30| INFO bin_sld_lr_is finished [took 169.2730s]
18/01/24 19:53:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00779) [took 181.2553s]
18/01/24 19:54:37| INFO bin_sld_lr_gs finished [took 245.7395s]
18/01/24 20:05:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00872) [took 643.9767s]
18/01/24 20:06:26| INFO mul_sld_lr_gs finished [took 707.9732s]
18/01/24 20:14:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 466.4471s]
18/01/24 20:15:08| INFO m3w_sld_lr_gs finished [took 519.9951s]
18/01/24 20:15:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 1819.3217s]
18/01/24 20:15:08| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
18/01/24 20:17:48| INFO m3w_sld_lr finished [took 156.5307s]
18/01/24 20:17:48| INFO m3w_sld_lr_mc finished [took 157.0982s]
18/01/24 20:18:00| INFO m3w_sld_lr_c finished [took 170.1602s]
18/01/24 20:18:01| INFO mul_sld_lr_c finished [took 169.9271s]
18/01/24 20:18:16| INFO bin_sld_lr_ne finished [took 184.8258s]
18/01/24 20:18:21| INFO mul_sld_lr finished [took 190.1123s]
18/01/24 20:18:21| INFO mul_sld_lr_ne finished [took 190.2803s]
18/01/24 20:18:22| INFO bin_sld_lr_c finished [took 191.1922s]
18/01/24 20:18:27| INFO mul_sld_lr_mc finished [took 195.7091s]
18/01/24 20:18:40| INFO bin_sld_lr_mc finished [took 209.4771s]
18/01/24 20:18:42| INFO bin_sld_lr finished [took 211.4756s]
18/01/24 20:20:14| INFO m3w_sld_lr_is finished [took 132.5070s]
18/01/24 20:20:15| INFO ref finished [took 111.3912s]
18/01/24 20:20:15| INFO atc_mc finished [took 106.8493s]
18/01/24 20:20:16| INFO mul_sld_lr_is finished [took 135.1649s]
18/01/24 20:20:17| INFO m3w_sld_lr_ne finished [took 148.8120s]
18/01/24 20:20:29| INFO m3w_sld_lr_a finished [took 126.5575s]
18/01/24 20:20:38| INFO bin_sld_lr_is finished [took 169.0658s]
18/01/24 20:20:38| INFO doc finished [took 116.5117s]
18/01/24 20:20:46| INFO mul_sld_lr_a finished [took 144.1040s]
18/01/24 20:20:49| INFO bin_sld_lr_a finished [took 152.0971s]
18/01/24 20:23:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00765) [took 161.9262s]
18/01/24 20:24:37| INFO bin_sld_lr_gs finished [took 226.8928s]
18/01/24 20:35:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01221) [took 639.5542s]
18/01/24 20:36:19| INFO mul_sld_lr_gs finished [took 701.2914s]
18/01/24 20:44:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01205) [took 463.6183s]
18/01/24 20:44:57| INFO m3w_sld_lr_gs finished [took 516.7298s]
18/01/24 20:44:57| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1789.3355s]
18/01/24 20:44:57| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
18/01/24 20:47:38| INFO mul_sld_lr finished [took 158.0280s]
18/01/24 20:47:43| INFO m3w_sld_lr finished [took 163.0892s]
18/01/24 20:47:44| INFO m3w_sld_lr_c finished [took 164.5085s]
18/01/24 20:47:46| INFO m3w_sld_lr_mc finished [took 166.6486s]
18/01/24 20:48:06| INFO bin_sld_lr_c finished [took 185.8556s]
18/01/24 20:48:06| INFO mul_sld_lr_ne finished [took 186.2550s]
18/01/24 20:48:07| INFO mul_sld_lr_c finished [took 187.6113s]
18/01/24 20:48:10| INFO bin_sld_lr_ne finished [took 190.8342s]
18/01/24 20:48:25| INFO bin_sld_lr_mc finished [took 205.4419s]
18/01/24 20:48:31| INFO bin_sld_lr finished [took 211.7464s]
18/01/24 20:48:35| INFO mul_sld_lr_mc finished [took 215.6980s]
18/01/24 20:49:29| INFO ref finished [took 78.5093s]
18/01/24 20:49:38| INFO m3w_sld_lr_ne finished [took 119.6911s]
18/01/24 20:50:06| INFO m3w_sld_lr_is finished [took 138.6925s]
18/01/24 20:50:09| INFO doc finished [took 97.0331s]
18/01/24 20:50:14| INFO m3w_sld_lr_a finished [took 125.9489s]
18/01/24 20:50:16| INFO mul_sld_lr_is finished [took 150.4421s]
18/01/24 20:50:19| INFO bin_sld_lr_is finished [took 155.2637s]
18/01/24 20:50:26| INFO bin_sld_lr_a finished [took 139.0075s]
18/01/24 20:50:26| INFO atc_mc finished [took 119.9721s]
18/01/24 20:50:28| INFO mul_sld_lr_a finished [took 141.1331s]
18/01/24 20:52:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00585) [took 147.5156s]
18/01/24 20:53:57| INFO bin_sld_lr_gs finished [took 208.2457s]
18/01/24 21:04:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 633.2348s]
18/01/24 21:05:32| INFO mul_sld_lr_gs finished [took 694.0682s]
18/01/24 21:13:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00633) [took 458.0806s]
18/01/24 21:14:04| INFO m3w_sld_lr_gs finished [took 510.7506s]
18/01/24 21:14:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1746.9187s]
----------------------------------------------------------------------------------------------------
19/01/24 00:34:10| INFO dataset rcv1_CCAT [pool size: 10]
19/01/24 00:34:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
19/01/24 00:36:17| INFO d_m3w_sld_lr_c finished [took 115.8986s]
19/01/24 00:36:20| INFO d_m3w_sld_lr finished [took 119.6778s]
19/01/24 00:36:42| INFO d_m3w_sld_lr_mc finished [took 140.7188s]
19/01/24 00:36:54| INFO d_mul_sld_lr finished [took 152.8486s]
19/01/24 00:36:54| INFO d_mul_sld_lr_c finished [took 153.4759s]
19/01/24 00:36:56| INFO d_mul_sld_lr_ne finished [took 155.5489s]
19/01/24 00:37:04| INFO d_bin_sld_lr_mc finished [took 163.6451s]
19/01/24 00:37:05| INFO d_bin_sld_lr finished [took 163.9305s]
19/01/24 00:37:17| INFO d_mul_sld_lr_mc finished [took 175.5462s]
19/01/24 00:37:24| INFO d_bin_sld_lr_ne finished [took 183.0498s]
19/01/24 00:37:27| INFO d_bin_sld_lr_c finished [took 185.7232s]
19/01/24 00:38:17| INFO d_m3w_sld_lr_ne finished [took 118.6257s]
19/01/24 00:38:50| INFO d_m3w_sld_lr_is finished [took 114.9501s]
19/01/24 00:38:52| INFO d_mul_sld_lr_a finished [took 114.7085s]
19/01/24 00:38:54| INFO ref finished [took 108.2447s]
19/01/24 00:38:57| INFO atc_mc finished [took 99.0454s]
19/01/24 00:38:58| INFO d_bin_sld_lr_is finished [took 156.2653s]
19/01/24 00:39:02| INFO doc finished [took 96.9343s]
19/01/24 00:39:02| INFO d_mul_sld_lr_is finished [took 139.5757s]
19/01/24 00:39:05| INFO d_m3w_sld_lr_a finished [took 119.8051s]
19/01/24 00:39:23| INFO d_bin_sld_lr_a finished [took 147.6207s]
19/01/24 00:40:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01954) [took 44.1410s]
19/01/24 00:41:06| INFO d_bin_sld_lr_gs finished [took 101.4725s]
19/01/24 00:41:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 34.1146s]
19/01/24 00:42:39| INFO d_mul_sld_lr_gs finished [took 92.6719s]
19/01/24 00:42:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01220) [took 18.9070s]
19/01/24 00:43:47| INFO d_m3w_sld_lr_gs finished [took 67.3223s]
19/01/24 00:43:47| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 577.5866s]
19/01/24 00:43:47| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
19/01/24 00:45:57| INFO d_m3w_sld_lr_c finished [took 126.7952s]
19/01/24 00:46:05| INFO d_m3w_sld_lr finished [took 134.1896s]
19/01/24 00:46:12| INFO d_m3w_sld_lr_mc finished [took 141.1267s]
19/01/24 00:46:14| INFO d_mul_sld_lr finished [took 143.4685s]
19/01/24 00:46:52| INFO d_bin_sld_lr_ne finished [took 181.3546s]
19/01/24 00:46:59| INFO d_mul_sld_lr_c finished [took 188.5569s]
19/01/24 00:47:00| INFO d_mul_sld_lr_mc finished [took 189.5103s]
19/01/24 00:47:08| INFO d_bin_sld_lr_mc finished [took 197.8272s]
19/01/24 00:47:10| INFO d_bin_sld_lr_c finished [took 200.3633s]
19/01/24 00:47:13| INFO d_mul_sld_lr_ne finished [took 201.9065s]
19/01/24 00:47:27| INFO d_bin_sld_lr finished [took 216.1988s]
19/01/24 00:47:51| INFO d_m3w_sld_lr_ne finished [took 112.9904s]
19/01/24 00:48:07| INFO d_m3w_sld_lr_is finished [took 112.1865s]
19/01/24 00:48:16| INFO d_bin_sld_lr_is finished [took 130.6473s]
19/01/24 00:48:37| INFO d_mul_sld_lr_is finished [took 143.8688s]
19/01/24 00:48:39| INFO atc_mc finished [took 88.3268s]
19/01/24 00:48:41| INFO ref finished [took 91.7467s]
19/01/24 00:48:49| INFO d_m3w_sld_lr_a finished [took 107.5633s]
19/01/24 00:48:49| INFO doc finished [took 94.8290s]
19/01/24 00:49:01| INFO d_bin_sld_lr_a finished [took 127.7403s]
19/01/24 00:49:10| INFO d_mul_sld_lr_a finished [took 129.1496s]
19/01/24 00:49:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00893) [took 33.6732s]
19/01/24 00:51:39| INFO d_bin_sld_lr_gs finished [took 147.6941s]
19/01/24 00:52:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01013) [took 32.4900s]
19/01/24 00:53:12| INFO d_mul_sld_lr_gs finished [took 92.5557s]
19/01/24 00:53:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00878) [took 17.9920s]
19/01/24 00:54:20| INFO d_m3w_sld_lr_gs finished [took 66.4392s]
19/01/24 00:54:20| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 632.5298s]
19/01/24 00:54:20| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
19/01/24 00:56:15| INFO d_m3w_sld_lr finished [took 111.8233s]
19/01/24 00:56:38| INFO d_mul_sld_lr_ne finished [took 134.3561s]
19/01/24 00:56:40| INFO d_m3w_sld_lr_mc finished [took 136.9678s]
19/01/24 00:56:48| INFO d_m3w_sld_lr_c finished [took 144.8837s]
19/01/24 00:57:17| INFO d_bin_sld_lr_c finished [took 173.5364s]
19/01/24 00:57:18| INFO d_bin_sld_lr finished [took 176.3200s]
19/01/24 00:57:20| INFO d_bin_sld_lr_ne finished [took 176.6819s]
19/01/24 00:57:26| INFO d_mul_sld_lr_c finished [took 183.0943s]
19/01/24 00:57:26| INFO d_bin_sld_lr_mc finished [took 183.1406s]
19/01/24 00:57:29| INFO d_m3w_sld_lr_ne finished [took 72.8594s]
19/01/24 00:57:29| INFO d_mul_sld_lr_mc finished [took 185.4716s]
19/01/24 00:57:30| INFO d_mul_sld_lr finished [took 187.1178s]
19/01/24 00:58:22| INFO d_m3w_sld_lr_is finished [took 92.3723s]
19/01/24 00:58:39| INFO d_m3w_sld_lr_a finished [took 78.0008s]
19/01/24 00:58:47| INFO doc finished [took 77.0813s]
19/01/24 00:58:51| INFO d_mul_sld_lr_is finished [took 129.5859s]
19/01/24 00:58:55| INFO ref finished [took 87.8436s]
19/01/24 00:59:00| INFO d_bin_sld_lr_is finished [took 141.5810s]
19/01/24 00:59:08| INFO atc_mc finished [took 100.4368s]
19/01/24 00:59:18| INFO d_bin_sld_lr_a finished [took 120.7001s]
19/01/24 00:59:27| INFO d_mul_sld_lr_a finished [took 127.4815s]
19/01/24 01:00:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01241) [took 33.5567s]
19/01/24 01:01:04| INFO d_bin_sld_lr_gs finished [took 95.7360s]
19/01/24 01:01:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00888) [took 28.7428s]
19/01/24 01:02:37| INFO d_mul_sld_lr_gs finished [took 91.9392s]
19/01/24 01:02:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01050) [took 16.6004s]
19/01/24 01:03:44| INFO d_m3w_sld_lr_gs finished [took 65.8976s]
19/01/24 01:03:44| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 564.2611s]
19/01/24 01:03:44| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
19/01/24 01:05:52| INFO d_m3w_sld_lr_mc finished [took 125.8046s]
19/01/24 01:05:56| INFO d_bin_sld_lr_mc finished [took 129.1378s]
19/01/24 01:06:08| INFO d_m3w_sld_lr_c finished [took 141.4921s]
19/01/24 01:06:11| INFO d_mul_sld_lr finished [took 144.1989s]
19/01/24 01:06:11| INFO d_m3w_sld_lr finished [took 144.3808s]
19/01/24 01:06:32| INFO d_bin_sld_lr finished [took 165.5392s]
19/01/24 01:06:33| INFO d_bin_sld_lr_c finished [took 166.5079s]
19/01/24 01:06:36| INFO d_bin_sld_lr_ne finished [took 169.1058s]
19/01/24 01:06:40| INFO d_mul_sld_lr_c finished [took 173.6884s]
19/01/24 01:06:42| INFO d_mul_sld_lr_ne finished [took 175.6660s]
19/01/24 01:06:43| INFO d_mul_sld_lr_mc finished [took 176.6253s]
19/01/24 01:07:42| INFO d_m3w_sld_lr_is finished [took 90.2535s]
19/01/24 01:08:00| INFO d_m3w_sld_lr_ne finished [took 126.8389s]
19/01/24 01:08:16| INFO d_m3w_sld_lr_a finished [took 102.4876s]
19/01/24 01:08:19| INFO atc_mc finished [took 98.4638s]
19/01/24 01:08:24| INFO d_mul_sld_lr_is finished [took 134.5469s]
19/01/24 01:08:24| INFO d_bin_sld_lr_is finished [took 147.2059s]
19/01/24 01:08:25| INFO d_mul_sld_lr_a finished [took 112.0410s]
19/01/24 01:08:26| INFO ref finished [took 109.7786s]
19/01/24 01:08:34| INFO d_bin_sld_lr_a finished [took 142.5119s]
19/01/24 01:08:37| INFO doc finished [took 114.8094s]
19/01/24 01:09:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00790) [took 33.9604s]
19/01/24 01:10:13| INFO d_bin_sld_lr_gs finished [took 94.6642s]
19/01/24 01:10:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00689) [took 28.8059s]
19/01/24 01:11:46| INFO d_mul_sld_lr_gs finished [took 91.9456s]
19/01/24 01:12:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00682) [took 16.2403s]
19/01/24 01:12:51| INFO d_m3w_sld_lr_gs finished [took 64.7738s]
19/01/24 01:12:51| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 547.0143s]
19/01/24 01:12:51| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
19/01/24 01:14:46| INFO d_m3w_sld_lr finished [took 111.8872s]
19/01/24 01:15:11| INFO d_m3w_sld_lr_mc finished [took 136.2756s]
19/01/24 01:15:18| INFO d_m3w_sld_lr_c finished [took 144.2441s]
19/01/24 01:15:38| INFO d_bin_sld_lr finished [took 163.6643s]
19/01/24 01:15:38| INFO d_mul_sld_lr_mc finished [took 164.3327s]
19/01/24 01:15:43| INFO d_mul_sld_lr_ne finished [took 169.8054s]
19/01/24 01:15:44| INFO d_bin_sld_lr_mc finished [took 170.2660s]
19/01/24 01:15:47| INFO d_bin_sld_lr_c finished [took 173.0367s]
19/01/24 01:15:49| INFO d_mul_sld_lr_c finished [took 174.9287s]
19/01/24 01:15:53| INFO d_mul_sld_lr finished [took 179.1041s]
19/01/24 01:15:54| INFO d_bin_sld_lr_ne finished [took 179.8206s]
19/01/24 01:15:58| INFO d_m3w_sld_lr_ne finished [took 71.4699s]
19/01/24 01:16:57| INFO ref finished [took 68.4600s]
19/01/24 01:17:04| INFO d_m3w_sld_lr_is finished [took 84.8429s]
19/01/24 01:17:10| INFO d_mul_sld_lr_is finished [took 110.1491s]
19/01/24 01:17:25| INFO d_bin_sld_lr_is finished [took 133.4154s]
19/01/24 01:17:27| INFO d_m3w_sld_lr_a finished [took 101.2379s]
19/01/24 01:17:30| INFO atc_mc finished [took 99.7100s]
19/01/24 01:17:36| INFO doc finished [took 101.6593s]
19/01/24 01:17:46| INFO d_bin_sld_lr_a finished [took 126.0593s]
19/01/24 01:17:48| INFO d_mul_sld_lr_a finished [took 124.5776s]
19/01/24 01:18:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00752) [took 32.6733s]
19/01/24 01:19:22| INFO d_bin_sld_lr_gs finished [took 92.7628s]
19/01/24 01:19:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00640) [took 27.8968s]
19/01/24 01:20:55| INFO d_mul_sld_lr_gs finished [took 91.7571s]
19/01/24 01:21:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00602) [took 16.4136s]
19/01/24 01:22:00| INFO d_m3w_sld_lr_gs finished [took 63.9230s]
19/01/24 01:22:00| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 548.9294s]
19/01/24 01:22:00| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
19/01/24 01:23:59| INFO d_mul_sld_lr_c finished [took 117.1273s]
19/01/24 01:24:24| INFO d_m3w_sld_lr_mc finished [took 142.0489s]
19/01/24 01:24:25| INFO d_m3w_sld_lr finished [took 142.6932s]
19/01/24 01:24:25| INFO d_m3w_sld_lr_c finished [took 142.8767s]
19/01/24 01:24:34| INFO d_mul_sld_lr_ne finished [took 152.1757s]
19/01/24 01:24:35| INFO d_bin_sld_lr_mc finished [took 153.0693s]
19/01/24 01:24:49| INFO d_bin_sld_lr finished [took 167.5200s]
19/01/24 01:24:58| INFO d_bin_sld_lr_ne finished [took 176.4270s]
19/01/24 01:25:00| INFO d_mul_sld_lr finished [took 178.6119s]
19/01/24 01:25:01| INFO d_bin_sld_lr_c finished [took 178.7315s]
19/01/24 01:25:02| INFO d_mul_sld_lr_mc finished [took 179.7207s]
19/01/24 01:25:52| INFO d_m3w_sld_lr_ne finished [took 112.2313s]
19/01/24 01:26:16| INFO d_mul_sld_lr_a finished [took 100.3652s]
19/01/24 01:26:22| INFO atc_mc finished [took 80.9402s]
19/01/24 01:26:28| INFO d_m3w_sld_lr_is finished [took 122.5152s]
19/01/24 01:26:34| INFO d_m3w_sld_lr_a finished [took 104.2729s]
19/01/24 01:26:39| INFO ref finished [took 100.1444s]
19/01/24 01:26:43| INFO doc finished [took 101.3665s]
19/01/24 01:26:43| INFO d_bin_sld_lr_is finished [took 138.7708s]
19/01/24 01:26:45| INFO d_mul_sld_lr_is finished [took 139.4183s]
19/01/24 01:26:47| INFO d_bin_sld_lr_a finished [took 132.8662s]
19/01/24 01:27:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01479) [took 33.2816s]
19/01/24 01:28:22| INFO d_bin_sld_lr_gs finished [took 94.0513s]
19/01/24 01:28:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01161) [took 29.0529s]
19/01/24 01:29:54| INFO d_mul_sld_lr_gs finished [took 91.1708s]
19/01/24 01:30:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01132) [took 17.1976s]
19/01/24 01:30:59| INFO d_m3w_sld_lr_gs finished [took 64.9777s]
19/01/24 01:30:59| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 538.9776s]
19/01/24 01:30:59| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
19/01/24 01:33:13| INFO d_m3w_sld_lr finished [took 130.0473s]
19/01/24 01:33:17| INFO d_mul_sld_lr_c finished [took 133.6822s]
19/01/24 01:33:20| INFO d_m3w_sld_lr_c finished [took 137.1060s]
19/01/24 01:33:26| INFO d_m3w_sld_lr_mc finished [took 143.2648s]
19/01/24 01:33:43| INFO d_mul_sld_lr_mc finished [took 159.9971s]
19/01/24 01:33:45| INFO d_mul_sld_lr finished [took 162.4345s]
19/01/24 01:33:46| INFO d_bin_sld_lr_ne finished [took 162.8428s]
19/01/24 01:33:48| INFO d_mul_sld_lr_ne finished [took 164.9271s]
19/01/24 01:33:55| INFO d_bin_sld_lr finished [took 173.3019s]
19/01/24 01:34:00| INFO d_bin_sld_lr_c finished [took 176.5820s]
19/01/24 01:34:00| INFO d_bin_sld_lr_mc finished [took 176.7300s]
19/01/24 01:35:05| INFO d_m3w_sld_lr_ne finished [took 110.9268s]
19/01/24 01:35:28| INFO d_bin_sld_lr_is finished [took 130.5897s]
19/01/24 01:35:32| INFO d_m3w_sld_lr_is finished [took 124.9279s]
19/01/24 01:35:37| INFO doc finished [took 95.8848s]
19/01/24 01:35:42| INFO d_mul_sld_lr_is finished [took 140.4307s]
19/01/24 01:35:42| INFO ref finished [took 112.6969s]
19/01/24 01:35:44| INFO d_m3w_sld_lr_a finished [took 116.7352s]
19/01/24 01:35:47| INFO d_mul_sld_lr_a finished [took 120.6955s]
19/01/24 01:35:48| INFO d_bin_sld_lr_a finished [took 123.3137s]
19/01/24 01:35:52| INFO atc_mc finished [took 115.8563s]
19/01/24 01:36:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01242) [took 33.2005s]
19/01/24 01:37:30| INFO d_bin_sld_lr_gs finished [took 96.5987s]
19/01/24 01:37:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01236) [took 27.3975s]
19/01/24 01:38:58| INFO d_mul_sld_lr_gs finished [took 86.4829s]
19/01/24 01:39:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01439) [took 16.4373s]
19/01/24 01:40:03| INFO d_m3w_sld_lr_gs finished [took 63.6317s]
19/01/24 01:40:03| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 543.7147s]
19/01/24 01:40:03| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
19/01/24 01:41:41| INFO d_m3w_sld_lr_c finished [took 95.1935s]
19/01/24 01:42:19| INFO d_m3w_sld_lr_mc finished [took 133.0257s]
19/01/24 01:42:30| INFO d_m3w_sld_lr finished [took 143.5635s]
19/01/24 01:42:48| INFO d_mul_sld_lr_ne finished [took 161.5399s]
19/01/24 01:42:53| INFO d_mul_sld_lr finished [took 166.9255s]
19/01/24 01:42:55| INFO d_mul_sld_lr_mc finished [took 169.0701s]
19/01/24 01:42:57| INFO d_mul_sld_lr_c finished [took 171.4752s]
19/01/24 01:42:58| INFO d_bin_sld_lr_c finished [took 171.8130s]
19/01/24 01:42:59| INFO d_bin_sld_lr finished [took 173.9776s]
19/01/24 01:43:03| INFO d_bin_sld_lr_mc finished [took 177.2378s]
19/01/24 01:43:12| INFO d_bin_sld_lr_ne finished [took 186.1525s]
19/01/24 01:43:16| INFO d_m3w_sld_lr_ne finished [took 93.4420s]
19/01/24 01:43:53| INFO d_bin_sld_lr_is finished [took 93.6421s]
19/01/24 01:44:22| INFO atc_mc finished [took 82.3645s]
19/01/24 01:44:34| INFO d_m3w_sld_lr_a finished [took 95.6874s]
19/01/24 01:44:35| INFO d_mul_sld_lr_a finished [took 99.3928s]
19/01/24 01:44:36| INFO doc finished [took 92.1871s]
19/01/24 01:44:39| INFO ref finished [took 100.4900s]
19/01/24 01:44:40| INFO d_mul_sld_lr_is finished [took 129.4985s]
19/01/24 01:44:45| INFO d_m3w_sld_lr_is finished [took 116.1098s]
19/01/24 01:44:50| INFO d_bin_sld_lr_a finished [took 116.1367s]
19/01/24 01:45:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00784) [took 30.3079s]
19/01/24 01:46:25| INFO d_bin_sld_lr_gs finished [took 93.7552s]
19/01/24 01:46:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00748) [took 28.3697s]
19/01/24 01:47:53| INFO d_mul_sld_lr_gs finished [took 86.7472s]
19/01/24 01:48:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00725) [took 17.3241s]
19/01/24 01:49:00| INFO d_m3w_sld_lr_gs finished [took 65.4106s]
19/01/24 01:49:00| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 536.6445s]
19/01/24 01:49:00| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
19/01/24 01:51:10| INFO d_bin_sld_lr finished [took 128.5553s]
19/01/24 01:51:10| INFO d_m3w_sld_lr_c finished [took 128.1186s]
19/01/24 01:51:23| INFO d_mul_sld_lr_ne finished [took 140.6224s]
19/01/24 01:51:23| INFO d_m3w_sld_lr finished [took 140.8109s]
19/01/24 01:51:25| INFO d_m3w_sld_lr_mc finished [took 142.8357s]
19/01/24 01:51:30| INFO d_mul_sld_lr_c finished [took 147.5314s]
19/01/24 01:51:42| INFO d_mul_sld_lr_mc finished [took 159.7318s]
19/01/24 01:51:44| INFO d_mul_sld_lr finished [took 162.2551s]
19/01/24 01:51:45| INFO d_bin_sld_lr_mc finished [took 162.6381s]
19/01/24 01:51:49| INFO d_bin_sld_lr_ne finished [took 167.2868s]
19/01/24 01:51:55| INFO d_bin_sld_lr_c finished [took 172.5153s]
19/01/24 01:53:05| INFO d_m3w_sld_lr_ne finished [took 114.0349s]
19/01/24 01:53:21| INFO ref finished [took 95.8328s]
19/01/24 01:53:25| INFO d_mul_sld_lr_a finished [took 114.4784s]
19/01/24 01:53:27| INFO d_m3w_sld_lr_a finished [took 103.8655s]
19/01/24 01:53:30| INFO d_mul_sld_lr_is finished [took 126.3401s]
19/01/24 01:53:30| INFO d_m3w_sld_lr_is finished [took 126.3003s]
19/01/24 01:53:34| INFO atc_mc finished [took 108.4494s]
19/01/24 01:53:40| INFO d_bin_sld_lr_is finished [took 149.0052s]
19/01/24 01:53:44| INFO d_bin_sld_lr_a finished [took 137.9113s]
19/01/24 01:53:44| INFO doc finished [took 113.8575s]
19/01/24 01:54:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00594) [took 28.8231s]
19/01/24 01:55:13| INFO d_bin_sld_lr_gs finished [took 87.3023s]
19/01/24 01:55:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00642) [took 30.8345s]
19/01/24 01:56:42| INFO d_mul_sld_lr_gs finished [took 88.6975s]
19/01/24 01:57:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00604) [took 22.8818s]
19/01/24 01:57:55| INFO d_m3w_sld_lr_gs finished [took 72.2522s]
19/01/24 01:57:55| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 535.8092s]
----------------------------------------------------------------------------------------------------
19/01/24 03:02:58| INFO dataset rcv1_CCAT [pool size: 10]
19/01/24 03:02:58| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
19/01/24 03:06:56| INFO d_m3w_sld_rbf_c finished [took 233.4892s]
19/01/24 03:07:19| INFO d_m3w_sld_rbf finished [took 255.7334s]
19/01/24 03:07:51| INFO d_bin_sld_rbf_mc finished [took 288.6364s]
19/01/24 03:08:02| INFO d_bin_sld_rbf_ne finished [took 298.8657s]
19/01/24 03:08:03| INFO d_m3w_sld_rbf_mc finished [took 299.3777s]
19/01/24 03:08:35| INFO d_mul_sld_rbf_c finished [took 332.4734s]
19/01/24 03:08:43| INFO d_bin_sld_rbf_c finished [took 340.1135s]
19/01/24 03:08:46| INFO d_mul_sld_rbf finished [took 342.4366s]
19/01/24 03:08:47| INFO d_mul_sld_rbf_ne finished [took 343.7536s]
19/01/24 03:08:56| INFO d_mul_sld_rbf_mc finished [took 353.3509s]
19/01/24 03:09:24| INFO d_bin_sld_rbf finished [took 381.1170s]
19/01/24 03:10:24| INFO ref finished [took 97.1721s]
19/01/24 03:10:32| INFO atc_mc finished [took 103.9314s]
19/01/24 03:10:38| INFO doc finished [took 100.3878s]
19/01/24 03:10:48| INFO d_m3w_sld_rbf_ne finished [took 231.1920s]
19/01/24 03:11:35| INFO d_bin_sld_rbf_is finished [took 255.6201s]
19/01/24 03:11:51| INFO d_m3w_sld_rbf_is finished [took 228.4079s]
19/01/24 03:11:56| INFO d_mul_sld_rbf_is finished [took 244.0207s]
19/01/24 03:12:12| INFO d_mul_sld_rbf_a finished [took 215.3642s]
19/01/24 03:12:18| INFO d_m3w_sld_rbf_a finished [took 214.2587s]
19/01/24 03:13:14| INFO d_bin_sld_rbf_a finished [took 310.7779s]
19/01/24 03:15:15| DEBUG [size=11,place=1] best score = 0.00856450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 119.615s]
19/01/24 03:15:15| DEBUG [size=11,place=2] best score = 0.00950487; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 119.615s]
19/01/24 03:18:18| DEBUG [size=28,place=1] best score = 0.00878438; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.587s]
19/01/24 03:18:18| DEBUG [size=28,place=2] best score = 0.00881960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 183.588s]
19/01/24 03:18:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00856) [took 303.3076s]
19/01/24 03:21:38| INFO d_bin_sld_rbf_gs finished [took 503.4265s]
19/01/24 03:23:31| DEBUG [size=11,place=1] best score = 0.00949693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 111.285s]
19/01/24 03:23:31| DEBUG [size=11,place=2] best score = 0.01062897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 111.285s]
19/01/24 03:25:47| DEBUG [size=28,place=1] best score = 0.00818784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 136.266s]
19/01/24 03:25:47| DEBUG [size=28,place=2] best score = 0.01114854; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 136.267s]
19/01/24 03:27:44| DEBUG [size=16,place=1] best score = 0.00794537; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': None} [took 116.699s]
19/01/24 03:27:44| DEBUG [size=16,place=2] best score = 0.00907111; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 116.700s]
19/01/24 03:29:25| DEBUG [size=16,place=1] best score = 0.02172050; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': None, 'confidence': None} [took 101.272s]
19/01/24 03:29:25| DEBUG [size=16,place=2] best score = 0.02490725; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': None} [took 101.273s]
19/01/24 03:29:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': None} (score=0.00795) [took 465.6335s]
19/01/24 03:32:05| INFO d_mul_sld_rbf_gs finished [took 626.0882s]
19/01/24 03:34:22| DEBUG [size=11,place=1] best score = 0.01147016; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.631s]
19/01/24 03:34:22| DEBUG [size=11,place=2] best score = 0.02413380; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 135.632s]
19/01/24 03:36:50| DEBUG [size=28,place=1] best score = 0.01058252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 148.354s]
19/01/24 03:36:50| DEBUG [size=28,place=2] best score = 0.01142336; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 148.355s]
19/01/24 03:45:09| DEBUG [size=21,place=1] best score = 0.00729348; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 498.985s]
19/01/24 03:45:09| DEBUG [size=21,place=2] best score = 0.00926499; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 498.986s]
19/01/24 03:46:13| DEBUG [size=17,place=1] best score = 0.00679990; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 63.782s]
19/01/24 03:46:13| DEBUG [size=17,place=2] best score = 0.00770649; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 63.782s]
19/01/24 03:47:19| DEBUG [size=17,place=1] best score = 0.00755172; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 28.121860835086142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 66.340s]
19/01/24 03:47:19| DEBUG [size=17,place=2] best score = 0.00795669; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.8121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 66.341s]
19/01/24 03:47:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00680) [took 913.2110s]
19/01/24 03:49:48| INFO d_m3w_sld_rbf_gs finished [took 1061.6139s]
19/01/24 03:49:48| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 2809.8572s]
19/01/24 03:49:48| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
19/01/24 03:54:39| INFO d_bin_sld_rbf_mc finished [took 288.2020s]
19/01/24 03:54:44| INFO d_bin_sld_rbf_c finished [took 293.2720s]
19/01/24 03:54:58| INFO d_m3w_sld_rbf_mc finished [took 307.0814s]
19/01/24 03:55:03| INFO d_bin_sld_rbf finished [took 311.6868s]
19/01/24 03:55:24| INFO d_m3w_sld_rbf_c finished [took 332.5535s]
19/01/24 03:55:39| INFO d_m3w_sld_rbf finished [took 347.7016s]
19/01/24 03:55:59| INFO d_mul_sld_rbf_mc finished [took 368.7305s]
19/01/24 03:56:20| INFO d_mul_sld_rbf_c finished [took 388.9906s]
19/01/24 03:56:39| INFO d_mul_sld_rbf finished [took 408.0065s]
19/01/24 03:57:25| INFO d_mul_sld_rbf_ne finished [took 453.7976s]
19/01/24 03:57:48| INFO ref finished [took 87.0431s]
19/01/24 03:58:11| INFO atc_mc finished [took 91.0032s]
19/01/24 03:58:53| INFO d_bin_sld_rbf_ne finished [took 541.5514s]
19/01/24 03:59:03| INFO doc finished [took 97.1916s]
19/01/24 03:59:14| INFO d_m3w_sld_rbf_ne finished [took 274.0837s]
19/01/24 03:59:23| INFO d_m3w_sld_rbf_is finished [took 259.6792s]
19/01/24 03:59:49| INFO d_mul_sld_rbf_is finished [took 290.4767s]
19/01/24 04:00:29| INFO d_m3w_sld_rbf_a finished [took 269.3632s]
19/01/24 04:00:35| INFO d_mul_sld_rbf_a finished [took 295.1709s]
19/01/24 04:01:05| INFO d_bin_sld_rbf_a finished [took 340.2057s]
19/01/24 04:01:17| INFO d_bin_sld_rbf_is finished [took 391.9994s]
19/01/24 04:04:39| DEBUG [size=11,place=1] best score = 0.01059268; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 200.500s]
19/01/24 04:04:39| DEBUG [size=11,place=2] best score = 0.01351555; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} [took 200.500s]
19/01/24 04:06:55| DEBUG [size=30,place=1] best score = 0.00980318; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} [took 136.034s]
19/01/24 04:06:55| DEBUG [size=30,place=2] best score = 0.01015080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 136.034s]
19/01/24 04:09:09| DEBUG [size=18,place=1] best score = 0.01110815; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 133.575s]
19/01/24 04:09:09| DEBUG [size=18,place=2] best score = 0.01127548; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 133.575s]
19/01/24 04:09:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} (score=0.00980) [took 470.2173s]
19/01/24 04:13:50| INFO d_bin_sld_rbf_gs finished [took 752.0001s]
19/01/24 04:17:31| DEBUG [size=11,place=1] best score = 0.01344603; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 219.632s]
19/01/24 04:17:31| DEBUG [size=11,place=2] best score = 0.06181674; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 219.633s]
19/01/24 04:20:07| DEBUG [size=29,place=1] best score = 0.01542641; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 156.034s]
19/01/24 04:20:07| DEBUG [size=29,place=2] best score = 0.01637437; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 156.034s]
19/01/24 04:20:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01345) [took 375.7726s]
19/01/24 04:23:11| INFO d_mul_sld_rbf_gs finished [took 559.4517s]
19/01/24 04:27:31| DEBUG [size=11,place=1] best score = 0.00846065; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 258.776s]
19/01/24 04:27:31| DEBUG [size=11,place=2] best score = 0.00871957; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 258.777s]
19/01/24 04:30:07| DEBUG [size=29,place=1] best score = 0.00708570; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 156.570s]
19/01/24 04:30:07| DEBUG [size=29,place=2] best score = 0.00743420; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 156.570s]
19/01/24 04:33:54| DEBUG [size=16,place=1] best score = 0.00688028; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 226.866s]
19/01/24 04:33:54| DEBUG [size=16,place=2] best score = 0.00734819; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 226.866s]
19/01/24 04:34:39| DEBUG [size=19,place=1] best score = 0.00751504; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 45.100s]
19/01/24 04:34:39| DEBUG [size=19,place=2] best score = 0.00766527; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.100s]
19/01/24 04:34:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 687.4241s]
19/01/24 04:37:09| INFO d_m3w_sld_rbf_gs finished [took 836.8229s]
19/01/24 04:37:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 2841.0384s]
19/01/24 04:37:09| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
19/01/24 04:41:17| INFO d_bin_sld_rbf_c finished [took 244.6527s]
19/01/24 04:41:39| INFO d_bin_sld_rbf_ne finished [took 266.7909s]
19/01/24 04:42:07| INFO d_bin_sld_rbf finished [took 294.7783s]
19/01/24 04:42:15| INFO d_m3w_sld_rbf_mc finished [took 303.1806s]
19/01/24 04:42:41| INFO d_bin_sld_rbf_mc finished [took 328.6559s]
19/01/24 04:43:07| INFO d_mul_sld_rbf_ne finished [took 355.2789s]
19/01/24 04:43:26| INFO d_mul_sld_rbf finished [took 375.1767s]
19/01/24 04:43:26| INFO d_m3w_sld_rbf_c finished [took 374.2498s]
19/01/24 04:43:45| INFO d_mul_sld_rbf_mc finished [took 392.8055s]
19/01/24 04:43:52| INFO d_m3w_sld_rbf finished [took 399.9327s]
19/01/24 04:44:52| INFO ref finished [took 84.5485s]
19/01/24 04:44:53| INFO d_mul_sld_rbf_c finished [took 460.7927s]
19/01/24 04:45:14| INFO atc_mc finished [took 88.4422s]
19/01/24 04:45:34| INFO doc finished [took 100.7817s]
19/01/24 04:45:41| INFO d_m3w_sld_rbf_ne finished [took 263.8161s]
19/01/24 04:46:25| INFO d_m3w_sld_rbf_is finished [took 249.3182s]
19/01/24 04:46:32| INFO d_bin_sld_rbf_a finished [took 230.8813s]
19/01/24 04:46:43| INFO d_bin_sld_rbf_is finished [took 302.9568s]
19/01/24 04:47:22| INFO d_mul_sld_rbf_a finished [took 253.4949s]
19/01/24 04:47:25| INFO d_m3w_sld_rbf_a finished [took 238.1710s]
19/01/24 04:47:38| INFO d_mul_sld_rbf_is finished [took 330.3307s]
19/01/24 04:48:27| DEBUG [size=11,place=1] best score = 0.01441817; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 47.165s]
19/01/24 04:48:27| DEBUG [size=11,place=2] best score = 0.01482634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.166s]
19/01/24 04:49:41| DEBUG [size=29,place=1] best score = 0.01260899; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': None} [took 74.618s]
19/01/24 04:49:41| DEBUG [size=29,place=2] best score = 0.01378672; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 74.618s]
19/01/24 04:51:23| DEBUG [size=20,place=1] best score = 0.01212947; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} [took 101.483s]
19/01/24 04:51:23| DEBUG [size=20,place=2] best score = 0.01254435; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': None} [took 101.484s]
19/01/24 04:57:01| DEBUG [size=20,place=1] best score = 0.01236679; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} [took 338.009s]
19/01/24 04:57:01| DEBUG [size=20,place=2] best score = 0.01301382; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} [took 338.010s]
19/01/24 04:57:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01213) [took 561.3887s]
19/01/24 04:59:24| INFO d_bin_sld_rbf_gs finished [took 704.2356s]
19/01/24 05:00:35| DEBUG [size=11,place=1] best score = 0.01125485; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 70.295s]
19/01/24 05:00:35| DEBUG [size=11,place=2] best score = 0.01170707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 70.296s]
19/01/24 05:02:25| DEBUG [size=28,place=1] best score = 0.00820765; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 110.090s]
19/01/24 05:02:25| DEBUG [size=28,place=2] best score = 0.01027854; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 110.090s]
19/01/24 05:03:43| DEBUG [size=18,place=1] best score = 0.01121131; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.986s]
19/01/24 05:03:43| DEBUG [size=18,place=2] best score = 0.01155151; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 77.986s]
19/01/24 05:03:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00821) [took 258.4812s]
19/01/24 05:10:09| INFO d_mul_sld_rbf_gs finished [took 644.1709s]
19/01/24 05:11:58| DEBUG [size=11,place=1] best score = 0.01116316; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 107.746s]
19/01/24 05:11:58| DEBUG [size=11,place=2] best score = 0.01563535; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 107.747s]
19/01/24 05:19:22| DEBUG [size=29,place=1] best score = 0.01082209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 444.896s]
19/01/24 05:19:22| DEBUG [size=29,place=2] best score = 0.01093661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 444.896s]
19/01/24 05:20:41| DEBUG [size=19,place=1] best score = 0.01043522; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.074s]
19/01/24 05:20:41| DEBUG [size=19,place=2] best score = 0.01176169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.074s]
19/01/24 05:21:30| DEBUG [size=13,place=1] best score = 0.01346328; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.296s]
19/01/24 05:21:30| DEBUG [size=13,place=2] best score = 0.01478657; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 49.297s]
19/01/24 05:21:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01044) [took 680.1329s]
19/01/24 05:27:33| INFO d_m3w_sld_rbf_gs finished [took 1042.9531s]
19/01/24 05:27:33| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 3023.8433s]
19/01/24 05:27:33| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
19/01/24 05:33:22| INFO d_bin_sld_rbf_ne finished [took 344.1714s]
19/01/24 05:33:26| INFO d_m3w_sld_rbf finished [took 348.6757s]
19/01/24 05:33:35| INFO d_m3w_sld_rbf_mc finished [took 356.9433s]
19/01/24 05:33:42| INFO d_m3w_sld_rbf_c finished [took 364.3043s]
19/01/24 05:34:23| INFO d_bin_sld_rbf_mc finished [took 404.9306s]
19/01/24 05:34:42| INFO d_mul_sld_rbf_c finished [took 424.6397s]
19/01/24 05:34:49| INFO d_mul_sld_rbf_ne finished [took 431.3739s]
19/01/24 05:35:03| INFO d_bin_sld_rbf finished [took 445.0628s]
19/01/24 05:35:28| INFO d_bin_sld_rbf_c finished [took 472.5612s]
19/01/24 05:35:47| INFO d_mul_sld_rbf_mc finished [took 488.8451s]
19/01/24 05:36:23| INFO ref finished [took 79.3768s]
19/01/24 05:36:48| INFO atc_mc finished [took 79.4279s]
19/01/24 05:36:59| INFO doc finished [took 71.7967s]
19/01/24 05:37:02| INFO d_mul_sld_rbf finished [took 564.1791s]
19/01/24 05:37:46| INFO d_m3w_sld_rbf_is finished [took 242.8717s]
19/01/24 05:37:52| INFO d_m3w_sld_rbf_ne finished [took 269.7860s]
19/01/24 05:38:46| INFO d_bin_sld_rbf_is finished [took 319.0838s]
19/01/24 05:39:33| INFO d_m3w_sld_rbf_a finished [took 282.8877s]
19/01/24 05:39:50| INFO d_bin_sld_rbf_a finished [took 326.4487s]
19/01/24 05:40:16| INFO d_mul_sld_rbf_is finished [took 400.3034s]
19/01/24 05:40:45| INFO d_mul_sld_rbf_a finished [took 362.2140s]
19/01/24 05:41:48| DEBUG [size=11,place=1] best score = 0.00822531; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.186s]
19/01/24 05:41:48| DEBUG [size=11,place=2] best score = 0.00948310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': None} [took 61.187s]
19/01/24 05:42:40| DEBUG [size=30,place=1] best score = 0.00800109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 52.799s]
19/01/24 05:42:40| DEBUG [size=30,place=2] best score = 0.00814516; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 52.799s]
19/01/24 05:43:26| DEBUG [size=24,place=1] best score = 0.00776606; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 45.954s]
19/01/24 05:43:26| DEBUG [size=24,place=2] best score = 0.00795707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 45.955s]
19/01/24 05:44:09| DEBUG [size=19,place=1] best score = 0.00769259; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 42.755s]
19/01/24 05:44:09| DEBUG [size=19,place=2] best score = 0.00875427; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 42.756s]
19/01/24 05:45:00| DEBUG [size=18,place=1] best score = 0.00642181; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.523s]
19/01/24 05:45:00| DEBUG [size=18,place=2] best score = 0.00827708; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 50.524s]
19/01/24 05:47:09| DEBUG [size=19,place=1] best score = 0.00636075; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 129.786s]
19/01/24 05:47:09| DEBUG [size=19,place=2] best score = 0.00866961; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 129.786s]
19/01/24 05:49:03| DEBUG [size=19,place=1] best score = 0.00920208; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 113.150s]
19/01/24 05:49:03| DEBUG [size=19,place=2] best score = 0.00922147; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 113.150s]
19/01/24 05:49:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00636) [took 496.2751s]
19/01/24 05:54:20| INFO d_bin_sld_rbf_gs finished [took 813.9668s]
19/01/24 05:55:29| DEBUG [size=11,place=1] best score = 0.01027819; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 67.581s]
19/01/24 05:55:29| DEBUG [size=11,place=2] best score = 0.01144234; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 67.582s]
19/01/24 05:58:02| DEBUG [size=29,place=1] best score = 0.00836068; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.923s]
19/01/24 05:58:02| DEBUG [size=29,place=2] best score = 0.00913932; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 152.923s]
19/01/24 06:02:32| DEBUG [size=25,place=1] best score = 0.00806881; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 269.832s]
19/01/24 06:02:32| DEBUG [size=25,place=2] best score = 0.00863764; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 269.833s]
19/01/24 06:04:12| DEBUG [size=17,place=1] best score = 0.00772856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 100.476s]
19/01/24 06:04:12| DEBUG [size=17,place=2] best score = 0.00779185; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 100.476s]
19/01/24 06:05:20| DEBUG [size=16,place=1] best score = 0.00744322; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 67.827s]
19/01/24 06:05:20| DEBUG [size=16,place=2] best score = 0.00747546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 67.828s]
19/01/24 06:06:38| DEBUG [size=20,place=1] best score = 0.00814284; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 78.326s]
19/01/24 06:06:38| DEBUG [size=20,place=2] best score = 0.00844411; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.326s]
19/01/24 06:06:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00744) [took 737.0838s]
19/01/24 06:10:50| INFO d_mul_sld_rbf_gs finished [took 989.0636s]
19/01/24 06:13:05| DEBUG [size=11,place=1] best score = 0.01764359; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': None} [took 134.461s]
19/01/24 06:13:05| DEBUG [size=11,place=2] best score = 0.02945840; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 134.462s]
19/01/24 06:15:19| DEBUG [size=30,place=1] best score = 0.00679090; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 133.981s]
19/01/24 06:15:19| DEBUG [size=30,place=2] best score = 0.01194163; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': None} [took 133.982s]
19/01/24 06:17:52| DEBUG [size=23,place=1] best score = 0.01021619; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.416840149698686, 'quantifier__recalib': 'bcts', 'confidence': None} [took 152.808s]
19/01/24 06:17:52| DEBUG [size=23,place=2] best score = 0.01044635; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 152.809s]
19/01/24 06:17:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00679) [took 421.3669s]
19/01/24 06:28:33| INFO d_m3w_sld_rbf_gs finished [took 1062.2915s]
19/01/24 06:28:33| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 3660.4458s]
19/01/24 06:28:33| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
19/01/24 06:32:46| INFO d_bin_sld_rbf_ne finished [took 247.7719s]
19/01/24 06:33:09| INFO d_bin_sld_rbf_c finished [took 270.7416s]
19/01/24 06:33:31| INFO d_bin_sld_rbf finished [took 291.9227s]
19/01/24 06:33:31| INFO d_m3w_sld_rbf_c finished [took 292.5435s]
19/01/24 06:34:18| INFO d_m3w_sld_rbf_mc finished [took 339.7057s]
19/01/24 06:34:26| INFO d_m3w_sld_rbf finished [took 347.2194s]
19/01/24 06:34:38| INFO d_mul_sld_rbf_c finished [took 361.8529s]
19/01/24 06:35:02| INFO d_bin_sld_rbf_mc finished [took 383.4772s]
19/01/24 06:35:07| INFO d_mul_sld_rbf finished [took 388.6530s]
19/01/24 06:35:55| INFO d_mul_sld_rbf_mc finished [took 436.6638s]
19/01/24 06:36:31| INFO ref finished [took 87.7544s]
19/01/24 06:36:34| INFO d_mul_sld_rbf_ne finished [took 476.2940s]
19/01/24 06:36:43| INFO atc_mc finished [took 95.2914s]
19/01/24 06:36:58| INFO doc finished [took 62.8357s]
19/01/24 06:37:32| INFO d_m3w_sld_rbf_ne finished [took 284.4387s]
19/01/24 06:37:39| INFO d_bin_sld_rbf_is finished [took 268.5648s]
19/01/24 06:37:56| INFO d_m3w_sld_rbf_is finished [took 264.1228s]
19/01/24 06:38:32| INFO d_mul_sld_rbf_is finished [took 301.0340s]
19/01/24 06:38:34| INFO d_m3w_sld_rbf_a finished [took 234.8554s]
19/01/24 06:39:30| INFO d_bin_sld_rbf_a finished [took 310.6661s]
19/01/24 06:39:33| INFO d_mul_sld_rbf_a finished [took 306.0296s]
19/01/24 06:40:24| DEBUG [size=11,place=1] best score = 0.00805757; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 49.862s]
19/01/24 06:40:24| DEBUG [size=11,place=2] best score = 0.00981063; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 49.863s]
19/01/24 06:41:15| DEBUG [size=30,place=1] best score = 0.00778244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 51.293s]
19/01/24 06:41:15| DEBUG [size=30,place=2] best score = 0.00793691; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 51.293s]
19/01/24 06:41:43| DEBUG [size=20,place=1] best score = 0.00829340; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.620s]
19/01/24 06:41:43| DEBUG [size=20,place=2] best score = 0.00883316; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.621s]
19/01/24 06:41:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00778) [took 128.8856s]
19/01/24 06:44:29| INFO d_bin_sld_rbf_gs finished [took 295.4619s]
19/01/24 06:45:28| DEBUG [size=11,place=1] best score = 0.00828373; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 57.290s]
19/01/24 06:45:28| DEBUG [size=11,place=2] best score = 0.00865624; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 57.291s]
19/01/24 06:46:59| DEBUG [size=30,place=1] best score = 0.00730280; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 91.096s]
19/01/24 06:46:59| DEBUG [size=30,place=2] best score = 0.00740458; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 91.096s]
19/01/24 06:47:56| DEBUG [size=21,place=1] best score = 0.00734486; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.681s]
19/01/24 06:47:56| DEBUG [size=21,place=2] best score = 0.00734808; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 56.682s]
19/01/24 06:47:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00730) [took 205.1789s]
19/01/24 06:52:57| INFO d_mul_sld_rbf_gs finished [took 506.5619s]
19/01/24 06:55:00| DEBUG [size=11,place=1] best score = 0.01875935; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': None} [took 121.893s]
19/01/24 06:55:00| DEBUG [size=11,place=2] best score = 0.02169351; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 121.894s]
19/01/24 06:57:25| DEBUG [size=30,place=1] best score = 0.00627792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 144.467s]
19/01/24 06:57:25| DEBUG [size=30,place=2] best score = 0.00975250; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 144.467s]
19/01/24 07:01:21| DEBUG [size=28,place=1] best score = 0.00629499; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 235.856s]
19/01/24 07:01:21| DEBUG [size=28,place=2] best score = 0.00642690; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 235.856s]
19/01/24 07:01:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00628) [took 502.3293s]
19/01/24 07:08:29| INFO d_m3w_sld_rbf_gs finished [took 930.2023s]
19/01/24 07:08:29| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 2395.3296s]
19/01/24 07:08:29| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
19/01/24 07:12:55| INFO d_bin_sld_rbf_mc finished [took 262.5854s]
19/01/24 07:13:40| INFO d_bin_sld_rbf_c finished [took 307.0284s]
19/01/24 07:13:45| INFO d_m3w_sld_rbf_mc finished [took 313.2414s]
19/01/24 07:13:59| INFO d_bin_sld_rbf finished [took 326.2170s]
19/01/24 07:14:11| INFO d_m3w_sld_rbf finished [took 338.2141s]
19/01/24 07:14:45| INFO d_mul_sld_rbf finished [took 372.4342s]
19/01/24 07:14:46| INFO d_mul_sld_rbf_c finished [took 373.2403s]
19/01/24 07:15:00| INFO d_m3w_sld_rbf_c finished [took 387.1151s]
19/01/24 07:15:04| INFO d_bin_sld_rbf_ne finished [took 391.9162s]
19/01/24 07:15:40| INFO d_mul_sld_rbf_mc finished [took 426.8897s]
19/01/24 07:15:52| INFO d_mul_sld_rbf_ne finished [took 438.8224s]
19/01/24 07:16:31| INFO ref finished [took 90.4234s]
19/01/24 07:16:39| INFO atc_mc finished [took 94.5746s]
19/01/24 07:17:01| INFO doc finished [took 80.6722s]
19/01/24 07:17:07| INFO d_bin_sld_rbf_is finished [took 206.9505s]
19/01/24 07:17:50| INFO d_m3w_sld_rbf_ne finished [took 294.2220s]
19/01/24 07:18:07| INFO d_bin_sld_rbf_a finished [took 235.4485s]
19/01/24 07:18:15| INFO d_mul_sld_rbf_is finished [took 270.1114s]
19/01/24 07:18:16| INFO d_m3w_sld_rbf_is finished [took 256.6976s]
19/01/24 07:18:42| INFO d_m3w_sld_rbf_a finished [took 235.7758s]
19/01/24 07:19:32| INFO d_mul_sld_rbf_a finished [took 286.4652s]
19/01/24 07:21:06| DEBUG [size=11,place=1] best score = 0.01576477; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': None, 'confidence': None} [took 92.579s]
19/01/24 07:21:06| DEBUG [size=11,place=2] best score = 0.01934955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.580s]
19/01/24 07:22:10| DEBUG [size=30,place=1] best score = 0.01354503; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 64.871s]
19/01/24 07:22:10| DEBUG [size=30,place=2] best score = 0.01363113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 64.872s]
19/01/24 07:24:28| DEBUG [size=26,place=1] best score = 0.01120151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 137.540s]
19/01/24 07:24:28| DEBUG [size=26,place=2] best score = 0.01205318; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 137.541s]
19/01/24 07:25:43| DEBUG [size=18,place=1] best score = 0.01149553; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 74.676s]
19/01/24 07:25:43| DEBUG [size=18,place=2] best score = 0.01160112; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 74.677s]
19/01/24 07:25:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01120) [took 369.7812s]
19/01/24 07:28:26| INFO d_bin_sld_rbf_gs finished [took 532.8501s]
19/01/24 07:30:10| DEBUG [size=11,place=1] best score = 0.01794118; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': None, 'confidence': None} [took 103.582s]
19/01/24 07:30:10| DEBUG [size=11,place=2] best score = 0.02751267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 103.583s]
19/01/24 07:31:42| DEBUG [size=30,place=1] best score = 0.00861759; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.268s]
19/01/24 07:31:42| DEBUG [size=30,place=2] best score = 0.01138128; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 92.269s]
19/01/24 07:35:18| DEBUG [size=28,place=1] best score = 0.00887277; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.407s]
19/01/24 07:35:18| DEBUG [size=28,place=2] best score = 0.00925150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.407s]
19/01/24 07:35:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00862) [took 411.3673s]
19/01/24 07:40:14| INFO d_mul_sld_rbf_gs finished [took 707.5819s]
19/01/24 07:42:48| DEBUG [size=11,place=1] best score = 0.01236979; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 153.436s]
19/01/24 07:42:48| DEBUG [size=11,place=2] best score = 0.01432063; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 153.437s]
19/01/24 07:52:08| DEBUG [size=27,place=1] best score = 0.01063417; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 560.020s]
19/01/24 07:52:08| DEBUG [size=27,place=2] best score = 0.01073661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 560.020s]
19/01/24 07:55:47| DEBUG [size=18,place=1] best score = 0.01069481; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 219.506s]
19/01/24 07:55:47| DEBUG [size=18,place=2] best score = 0.01093684; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 219.507s]
19/01/24 07:55:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01063) [took 933.0776s]
19/01/24 08:01:50| INFO d_m3w_sld_rbf_gs finished [took 1295.2500s]
19/01/24 08:01:50| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 3201.0116s]
19/01/24 08:01:50| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
19/01/24 08:06:26| INFO d_bin_sld_rbf_c finished [took 270.7119s]
19/01/24 08:07:01| INFO d_bin_sld_rbf_mc finished [took 305.1895s]
19/01/24 08:07:10| INFO d_m3w_sld_rbf finished [took 313.9491s]
19/01/24 08:07:12| INFO d_m3w_sld_rbf_c finished [took 316.7791s]
19/01/24 08:07:23| INFO d_bin_sld_rbf_ne finished [took 327.1960s]
19/01/24 08:07:38| INFO d_bin_sld_rbf finished [took 342.2937s]
19/01/24 08:07:47| INFO d_m3w_sld_rbf_mc finished [took 351.2556s]
19/01/24 08:08:18| INFO d_mul_sld_rbf_c finished [took 384.9491s]
19/01/24 08:08:21| INFO d_mul_sld_rbf_mc finished [took 386.4615s]
19/01/24 08:08:25| INFO d_mul_sld_rbf_ne finished [took 389.3847s]
19/01/24 08:08:56| INFO d_mul_sld_rbf finished [took 420.4433s]
19/01/24 08:09:19| INFO ref finished [took 60.4919s]
19/01/24 08:10:04| INFO atc_mc finished [took 101.6090s]
19/01/24 08:10:08| INFO doc finished [took 102.5866s]
19/01/24 08:11:14| INFO d_m3w_sld_rbf_is finished [took 240.7269s]
19/01/24 08:11:15| INFO d_m3w_sld_rbf_ne finished [took 287.4178s]
19/01/24 08:11:21| INFO d_bin_sld_rbf_is finished [took 258.6847s]
19/01/24 08:11:42| INFO d_m3w_sld_rbf_a finished [took 233.8711s]
19/01/24 08:11:52| INFO d_mul_sld_rbf_a finished [took 253.4715s]
19/01/24 08:11:53| INFO d_mul_sld_rbf_is finished [took 282.4294s]
19/01/24 08:12:12| INFO d_bin_sld_rbf_a finished [took 287.7663s]
19/01/24 08:13:46| DEBUG [size=11,place=1] best score = 0.01218965; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 92.367s]
19/01/24 08:13:46| DEBUG [size=11,place=2] best score = 0.01327360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 92.367s]
19/01/24 08:15:08| DEBUG [size=30,place=1] best score = 0.00929319; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 82.451s]
19/01/24 08:15:08| DEBUG [size=30,place=2] best score = 0.00969038; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 82.452s]
19/01/24 08:17:56| DEBUG [size=22,place=1] best score = 0.00743153; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 167.725s]
19/01/24 08:17:56| DEBUG [size=22,place=2] best score = 0.00814424; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 167.726s]
19/01/24 08:18:26| DEBUG [size=16,place=1] best score = 0.00827722; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': None} [took 30.293s]
19/01/24 08:18:26| DEBUG [size=16,place=2] best score = 0.00848801; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.294s]
19/01/24 08:18:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} (score=0.00743) [took 372.9537s]
19/01/24 08:22:08| INFO d_bin_sld_rbf_gs finished [took 594.3464s]
19/01/24 08:23:46| DEBUG [size=11,place=1] best score = 0.01077096; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 97.228s]
19/01/24 08:23:46| DEBUG [size=11,place=2] best score = 0.02464289; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 97.229s]
19/01/24 08:26:23| DEBUG [size=30,place=1] best score = 0.00886196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 156.647s]
19/01/24 08:26:23| DEBUG [size=30,place=2] best score = 0.00911266; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 156.648s]
19/01/24 08:28:04| DEBUG [size=18,place=1] best score = 0.00747285; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 100.801s]
19/01/24 08:28:04| DEBUG [size=18,place=2] best score = 0.00882522; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 100.801s]
19/01/24 08:30:32| DEBUG [size=17,place=1] best score = 0.00819728; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 148.384s]
19/01/24 08:30:32| DEBUG [size=17,place=2] best score = 0.00852948; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 148.384s]
19/01/24 08:30:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00747) [took 503.1732s]
19/01/24 08:35:30| INFO d_mul_sld_rbf_gs finished [took 800.8375s]
19/01/24 08:37:55| DEBUG [size=11,place=1] best score = 0.01272717; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.718s]
19/01/24 08:37:55| DEBUG [size=11,place=2] best score = 0.01442446; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': None} [took 143.719s]
19/01/24 08:45:35| DEBUG [size=26,place=1] best score = 0.01229616; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 460.414s]
19/01/24 08:45:35| DEBUG [size=26,place=2] best score = 0.01236867; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': None} [took 460.415s]
19/01/24 08:50:10| DEBUG [size=18,place=1] best score = 0.01236360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 274.713s]
19/01/24 08:50:10| DEBUG [size=18,place=2] best score = 0.01245212; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 274.714s]
19/01/24 08:50:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01230) [took 878.9611s]
19/01/24 08:52:24| INFO d_m3w_sld_rbf_gs finished [took 1012.5394s]
19/01/24 08:52:24| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 3034.1312s]
19/01/24 08:52:24| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
19/01/24 08:56:30| INFO d_bin_sld_rbf_c finished [took 240.7866s]
19/01/24 08:57:06| INFO d_bin_sld_rbf_mc finished [took 277.1012s]
19/01/24 08:57:12| INFO d_bin_sld_rbf finished [took 286.0818s]
19/01/24 08:57:42| INFO d_mul_sld_rbf_ne finished [took 312.6178s]
19/01/24 08:57:54| INFO d_m3w_sld_rbf finished [took 325.2832s]
19/01/24 08:58:07| INFO d_m3w_sld_rbf_c finished [took 338.0772s]
19/01/24 08:58:15| INFO d_mul_sld_rbf finished [took 349.5432s]
19/01/24 08:58:16| INFO d_mul_sld_rbf_mc finished [took 347.1869s]
19/01/24 08:58:40| INFO d_m3w_sld_rbf_mc finished [took 370.4811s]
19/01/24 08:58:57| INFO d_mul_sld_rbf_c finished [took 387.4930s]
19/01/24 08:59:54| INFO ref finished [took 96.3255s]
19/01/24 09:00:20| INFO doc finished [took 82.5035s]
19/01/24 09:00:24| INFO atc_mc finished [took 103.3880s]
19/01/24 09:00:33| INFO d_m3w_sld_rbf_ne finished [took 242.4802s]
19/01/24 09:00:47| INFO d_bin_sld_rbf_ne finished [took 497.3754s]
19/01/24 09:00:55| INFO d_bin_sld_rbf_a finished [took 180.3026s]
19/01/24 09:00:57| INFO d_bin_sld_rbf_is finished [took 230.2525s]
19/01/24 09:01:38| INFO d_mul_sld_rbf_is finished [took 265.9911s]
19/01/24 09:01:45| INFO d_m3w_sld_rbf_is finished [took 243.0317s]
19/01/24 09:02:20| INFO d_m3w_sld_rbf_a finished [took 244.6163s]
19/01/24 09:02:43| INFO d_mul_sld_rbf_a finished [took 275.2096s]
19/01/24 09:05:07| DEBUG [size=11,place=1] best score = 0.00748029; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.409s]
19/01/24 09:05:07| DEBUG [size=11,place=2] best score = 0.00854572; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.410s]
19/01/24 09:07:50| DEBUG [size=28,place=1] best score = 0.00749398; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 162.813s]
19/01/24 09:07:50| DEBUG [size=28,place=2] best score = 0.00804304; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 162.814s]
19/01/24 09:07:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00748) [took 305.3284s]
19/01/24 09:10:31| INFO d_bin_sld_rbf_gs finished [took 466.9016s]
19/01/24 09:13:01| DEBUG [size=11,place=1] best score = 0.03917195; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 148.798s]
19/01/24 09:13:01| DEBUG [size=11,place=2] best score = 0.04698742; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 148.798s]
19/01/24 09:15:24| DEBUG [size=28,place=1] best score = 0.00783964; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.875s]
19/01/24 09:15:24| DEBUG [size=28,place=2] best score = 0.00821558; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 142.875s]
19/01/24 09:21:31| DEBUG [size=22,place=1] best score = 0.00758569; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 366.993s]
19/01/24 09:21:31| DEBUG [size=22,place=2] best score = 0.00802654; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 366.993s]
19/01/24 09:31:16| DEBUG [size=16,place=1] best score = 0.00842624; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 585.187s]
19/01/24 09:31:16| DEBUG [size=16,place=2] best score = 0.00878751; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 585.187s]
19/01/24 09:31:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00759) [took 1243.9654s]
19/01/24 09:35:56| INFO d_mul_sld_rbf_gs finished [took 1523.9630s]
19/01/24 09:38:29| DEBUG [size=11,place=1] best score = 0.00765908; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 152.336s]
19/01/24 09:38:29| DEBUG [size=11,place=2] best score = 0.00791317; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 152.337s]
19/01/24 09:41:19| DEBUG [size=28,place=1] best score = 0.00693749; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 169.348s]
19/01/24 09:41:19| DEBUG [size=28,place=2] best score = 0.00708061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 169.349s]
19/01/24 09:42:07| DEBUG [size=18,place=1] best score = 0.00703463; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 48.630s]
19/01/24 09:42:07| DEBUG [size=18,place=2] best score = 0.00704080; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 48.631s]
19/01/24 09:42:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00694) [took 370.4307s]
19/01/24 09:45:36| INFO d_m3w_sld_rbf_gs finished [took 578.7957s]
19/01/24 09:45:36| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 3192.0461s]
19/01/24 09:45:36| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
19/01/24 09:49:38| INFO d_m3w_sld_rbf_c finished [took 240.3236s]
19/01/24 09:49:38| INFO d_bin_sld_rbf_c finished [took 239.8156s]
19/01/24 09:49:50| INFO d_bin_sld_rbf finished [took 251.9261s]
19/01/24 09:50:06| INFO d_m3w_sld_rbf_mc finished [took 267.4303s]
19/01/24 09:50:08| INFO d_bin_sld_rbf_ne finished [took 269.3946s]
19/01/24 09:50:11| INFO d_bin_sld_rbf_mc finished [took 272.7909s]
19/01/24 09:50:12| INFO d_m3w_sld_rbf finished [took 273.5340s]
19/01/24 09:50:35| INFO d_mul_sld_rbf_mc finished [took 296.2260s]
19/01/24 09:50:38| INFO d_mul_sld_rbf_c finished [took 299.8277s]
19/01/24 09:50:39| INFO d_mul_sld_rbf_ne finished [took 300.9174s]
19/01/24 09:50:41| INFO d_mul_sld_rbf finished [took 302.2340s]
19/01/24 09:52:17| INFO ref finished [took 101.1078s]
19/01/24 09:52:22| INFO doc finished [took 102.3830s]
19/01/24 09:52:28| INFO atc_mc finished [took 109.4519s]
19/01/24 09:52:41| INFO d_bin_sld_rbf_is finished [took 182.7059s]
19/01/24 09:53:12| INFO d_m3w_sld_rbf_ne finished [took 213.4037s]
19/01/24 09:53:14| INFO d_bin_sld_rbf_a finished [took 185.6581s]
19/01/24 09:53:39| INFO d_mul_sld_rbf_is finished [took 228.5077s]
19/01/24 09:53:44| INFO d_m3w_sld_rbf_is finished [took 217.7756s]
19/01/24 09:53:45| INFO d_m3w_sld_rbf_a finished [took 212.2628s]
19/01/24 09:53:47| INFO d_mul_sld_rbf_a finished [took 215.0843s]
19/01/24 09:55:44| DEBUG [size=11,place=1] best score = 0.00690147; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 116.569s]
19/01/24 09:55:44| DEBUG [size=11,place=2] best score = 0.01184319; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 116.569s]
19/01/24 09:57:55| DEBUG [size=30,place=1] best score = 0.00633433; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 130.163s]
19/01/24 09:57:55| DEBUG [size=30,place=2] best score = 0.00767137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 130.164s]
19/01/24 09:58:47| DEBUG [size=24,place=1] best score = 0.00614895; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 52.065s]
19/01/24 09:58:47| DEBUG [size=24,place=2] best score = 0.00653066; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 52.066s]
19/01/24 09:59:47| DEBUG [size=16,place=1] best score = 0.00666292; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 60.392s]
19/01/24 09:59:47| DEBUG [size=16,place=2] best score = 0.00698801; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 60.392s]
19/01/24 09:59:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00615) [took 359.3018s]
19/01/24 10:02:16| INFO d_bin_sld_rbf_gs finished [took 508.0577s]
19/01/24 10:04:18| DEBUG [size=11,place=1] best score = 0.12777839; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 121.047s]
19/01/24 10:04:18| DEBUG [size=11,place=2] best score = 0.12833608; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 121.047s]
19/01/24 10:05:49| DEBUG [size=28,place=1] best score = 0.00758330; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 90.983s]
19/01/24 10:05:49| DEBUG [size=28,place=2] best score = 0.00778659; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 90.984s]
19/01/24 10:10:16| DEBUG [size=24,place=1] best score = 0.00732119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 267.050s]
19/01/24 10:10:16| DEBUG [size=24,place=2] best score = 0.00766684; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 267.051s]
19/01/24 10:13:57| DEBUG [size=19,place=1] best score = 0.00796653; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 221.131s]
19/01/24 10:13:57| DEBUG [size=19,place=2] best score = 0.00931476; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 221.131s]
19/01/24 10:13:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00732) [took 700.3257s]
19/01/24 10:21:17| INFO d_mul_sld_rbf_gs finished [took 1140.8022s]
19/01/24 10:23:25| DEBUG [size=11,place=1] best score = 0.00720174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 126.739s]
19/01/24 10:23:25| DEBUG [size=11,place=2] best score = 0.00903796; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 126.740s]
19/01/24 10:25:04| DEBUG [size=28,place=1] best score = 0.00640436; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.846s]
19/01/24 10:25:04| DEBUG [size=28,place=2] best score = 0.00667937; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 98.846s]
19/01/24 10:29:56| DEBUG [size=24,place=1] best score = 0.00651568; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} [took 292.140s]
19/01/24 10:29:56| DEBUG [size=24,place=2] best score = 0.00739877; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 292.141s]
19/01/24 10:29:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00640) [took 517.8358s]
19/01/24 10:34:22| INFO d_m3w_sld_rbf_gs finished [took 783.3618s]
19/01/24 10:34:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 2925.9045s]
----------------------------------------------------------------------------------------------------
19/01/24 16:59:11| INFO dataset rcv1_CCAT [pool size: 10]
19/01/24 16:59:11| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
19/01/24 17:23:48| INFO bin_kde_lr_c finished [took 1470.3963s]
19/01/24 17:24:02| INFO bin_kde_lr_ne finished [took 1485.8403s]
19/01/24 17:24:19| INFO bin_kde_lr finished [took 1501.3426s]
19/01/24 17:24:24| INFO bin_kde_lr_mc finished [took 1506.5284s]
19/01/24 17:25:35| INFO m3w_kde_lr_mc finished [took 1576.9467s]
19/01/24 17:27:07| INFO m3w_kde_lr_c finished [took 1669.2277s]
19/01/24 17:27:32| INFO m3w_kde_lr finished [took 1696.1153s]
19/01/24 17:28:20| INFO mul_kde_lr finished [took 1743.0897s]
19/01/24 17:28:50| INFO mul_kde_lr_mc finished [took 1772.3372s]
19/01/24 17:29:45| INFO ref finished [took 83.8478s]
19/01/24 17:30:04| INFO mul_kde_lr_c finished [took 1847.3855s]
19/01/24 17:30:17| INFO atc_mc finished [took 86.9692s]
19/01/24 17:30:27| INFO mul_kde_lr_ne finished [took 1871.3592s]
19/01/24 17:31:17| INFO doc finished [took 92.1069s]
19/01/24 17:42:22| INFO bin_kde_lr_a finished [took 1007.2045s]
19/01/24 17:43:09| INFO bin_kde_lr_is finished [took 1146.5361s]
19/01/24 17:43:59| INFO m3w_kde_lr_is finished [took 1173.1167s]
19/01/24 17:45:33| INFO m3w_kde_lr_ne finished [took 1303.9664s]
19/01/24 17:46:35| INFO mul_kde_lr_is finished [took 1335.2408s]
19/01/24 17:48:00| INFO mul_kde_lr_a finished [took 1252.2471s]
19/01/24 17:48:10| INFO m3w_kde_lr_a finished [took 1236.5423s]
19/01/24 17:49:25| DEBUG [size=11,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 74.641s]
19/01/24 17:49:25| DEBUG [size=11,place=2] best score = 0.01986049; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 74.641s]
19/01/24 17:54:32| DEBUG [size=55,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 306.113s]
19/01/24 17:54:32| DEBUG [size=55,place=2] best score = 0.01251593; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 306.114s]
19/01/24 17:56:55| DEBUG [size=33,place=1] best score = 0.00687025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 143.280s]
19/01/24 17:56:55| DEBUG [size=33,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 143.281s]
19/01/24 17:59:21| DEBUG [size=32,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.728s]
19/01/24 17:59:21| DEBUG [size=32,place=2] best score = 0.01008112; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.728s]
19/01/24 17:59:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00687) [took 669.8768s]
19/01/24 18:06:02| INFO bin_kde_lr_gs finished [took 1071.5699s]
19/01/24 18:09:55| DEBUG [size=11,place=1] best score = 0.02601598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 231.282s]
19/01/24 18:09:55| DEBUG [size=11,place=2] best score = 0.02635839; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.283s]
19/01/24 18:33:34| DEBUG [size=56,place=1] best score = 0.01010622; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1419.378s]
19/01/24 18:33:34| DEBUG [size=56,place=2] best score = 0.01115128; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1419.379s]
19/01/24 18:46:00| DEBUG [size=42,place=1] best score = 0.00844166; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 745.774s]
19/01/24 18:46:00| DEBUG [size=42,place=2] best score = 0.01094322; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 745.775s]
19/01/24 18:51:14| DEBUG [size=28,place=1] best score = 0.00890031; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 314.138s]
19/01/24 18:51:14| DEBUG [size=28,place=2] best score = 0.00946010; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 314.139s]
19/01/24 18:51:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00844) [took 2710.6882s]
19/01/24 18:59:22| INFO mul_kde_lr_gs finished [took 3198.3247s]
19/01/24 19:02:11| DEBUG [size=11,place=1] best score = 0.01487887; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 168.775s]
19/01/24 19:02:11| DEBUG [size=11,place=2] best score = 0.01679988; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 168.775s]
19/01/24 19:18:51| DEBUG [size=54,place=1] best score = 0.00800712; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1000.256s]
19/01/24 19:18:51| DEBUG [size=54,place=2] best score = 0.00801867; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1000.257s]
19/01/24 19:29:01| DEBUG [size=48,place=1] best score = 0.00900207; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 609.226s]
19/01/24 19:29:01| DEBUG [size=48,place=2] best score = 0.00974790; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 609.227s]
19/01/24 19:29:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00801) [took 1778.3730s]
19/01/24 19:36:09| INFO m3w_kde_lr_gs finished [took 2206.7919s]
19/01/24 19:36:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 9417.8620s]
19/01/24 19:36:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
19/01/24 19:54:21| INFO bin_kde_lr_c finished [took 1085.6917s]
19/01/24 19:54:38| INFO bin_kde_lr finished [took 1102.7532s]
19/01/24 19:54:43| INFO bin_kde_lr_mc finished [took 1107.7460s]
19/01/24 19:54:57| INFO bin_kde_lr_ne finished [took 1121.4097s]
19/01/24 19:59:52| INFO m3w_kde_lr_c finished [took 1416.8847s]
19/01/24 20:00:05| INFO m3w_kde_lr_mc finished [took 1432.5842s]
19/01/24 20:00:09| INFO m3w_kde_lr finished [took 1433.5231s]
19/01/24 20:00:50| INFO mul_kde_lr_mc finished [took 1474.3640s]
19/01/24 20:01:21| INFO mul_kde_lr_c finished [took 1505.6530s]
19/01/24 20:01:50| INFO mul_kde_lr finished [took 1534.4570s]
19/01/24 20:02:23| INFO ref finished [took 91.4200s]
19/01/24 20:02:43| INFO mul_kde_lr_ne finished [took 1587.1350s]
19/01/24 20:03:01| INFO atc_mc finished [took 98.4354s]
19/01/24 20:03:22| INFO doc finished [took 90.7406s]
19/01/24 20:08:30| INFO bin_kde_lr_is finished [took 830.8376s]
19/01/24 20:12:53| INFO m3w_kde_lr_ne finished [took 1110.5045s]
19/01/24 20:13:00| INFO mul_kde_lr_is finished [took 1095.2077s]
19/01/24 20:13:07| INFO bin_kde_lr_a finished [took 793.4966s]
19/01/24 20:13:24| INFO m3w_kde_lr_is finished [took 1105.5544s]
19/01/24 20:15:57| INFO m3w_kde_lr_a finished [took 947.0833s]
19/01/24 20:17:41| INFO mul_kde_lr_a finished [took 1055.5478s]
19/01/24 20:18:57| DEBUG [size=11,place=1] best score = 0.01465225; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 74.321s]
19/01/24 20:18:57| DEBUG [size=11,place=2] best score = 0.01538995; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 74.321s]
19/01/24 20:24:33| DEBUG [size=56,place=1] best score = 0.01129766; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 335.875s]
19/01/24 20:24:33| DEBUG [size=56,place=2] best score = 0.01133314; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 335.875s]
19/01/24 20:26:54| DEBUG [size=42,place=1] best score = 0.01082334; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 141.104s]
19/01/24 20:26:54| DEBUG [size=42,place=2] best score = 0.01157742; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 141.105s]
19/01/24 20:27:52| DEBUG [size=11,place=1] best score = 0.01169549; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 57.843s]
19/01/24 20:27:52| DEBUG [size=11,place=2] best score = 0.01228743; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 57.844s]
19/01/24 20:27:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01082) [took 609.2588s]
19/01/24 20:35:18| INFO bin_kde_lr_gs finished [took 1056.0803s]
19/01/24 20:39:07| DEBUG [size=11,place=1] best score = 0.01596262; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 227.317s]
19/01/24 20:39:07| DEBUG [size=11,place=2] best score = 0.02058836; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 227.318s]
19/01/24 20:57:02| DEBUG [size=56,place=1] best score = 0.01428655; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 1075.056s]
19/01/24 20:57:02| DEBUG [size=56,place=2] best score = 0.01432577; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 1075.056s]
19/01/24 21:02:27| DEBUG [size=18,place=1] best score = 0.01475216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.642s]
19/01/24 21:02:27| DEBUG [size=18,place=2] best score = 0.01484777; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.663s]
19/01/24 21:02:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.01429) [took 1627.1469s]
19/01/24 21:14:49| INFO mul_kde_lr_gs finished [took 2369.2417s]
19/01/24 21:17:49| DEBUG [size=11,place=1] best score = 0.00872691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 178.157s]
19/01/24 21:17:49| DEBUG [size=11,place=2] best score = 0.01625760; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 178.157s]
19/01/24 21:31:50| DEBUG [size=56,place=1] best score = 0.00867127; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 841.461s]
19/01/24 21:31:50| DEBUG [size=56,place=2] best score = 0.00883362; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 841.461s]
19/01/24 21:38:06| DEBUG [size=45,place=1] best score = 0.00723256; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 376.485s]
19/01/24 21:38:06| DEBUG [size=45,place=2] best score = 0.00849868; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 376.486s]
19/01/24 21:41:16| DEBUG [size=25,place=1] best score = 0.00726089; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.036s]
19/01/24 21:41:16| DEBUG [size=25,place=2] best score = 0.00873984; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.036s]
19/01/24 21:41:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00723) [took 1585.2532s]
19/01/24 21:47:40| INFO m3w_kde_lr_gs finished [took 1969.8071s]
19/01/24 21:47:40| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 7890.9837s]
19/01/24 21:47:40| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
19/01/24 22:03:59| INFO bin_kde_lr_ne finished [took 972.5093s]
19/01/24 22:04:09| INFO bin_kde_lr_mc finished [took 982.4841s]
19/01/24 22:04:45| INFO bin_kde_lr_c finished [took 1018.8591s]
19/01/24 22:04:55| INFO bin_kde_lr finished [took 1028.7588s]
19/01/24 22:12:06| INFO m3w_kde_lr_c finished [took 1459.2637s]
19/01/24 22:12:12| INFO mul_kde_lr finished [took 1465.7341s]
19/01/24 22:12:32| INFO m3w_kde_lr finished [took 1485.7259s]
19/01/24 22:12:46| INFO m3w_kde_lr_mc finished [took 1499.3714s]
19/01/24 22:13:25| INFO mul_kde_lr_mc finished [took 1538.1074s]
19/01/24 22:14:19| INFO mul_kde_lr_c finished [took 1595.1616s]
19/01/24 22:14:25| INFO mul_kde_lr_ne finished [took 1598.8439s]
19/01/24 22:14:31| INFO ref finished [took 103.7155s]
19/01/24 22:14:56| INFO atc_mc finished [took 90.2852s]
19/01/24 22:15:25| INFO doc finished [took 64.9091s]
19/01/24 22:17:38| INFO bin_kde_lr_is finished [took 807.6767s]
19/01/24 22:23:39| INFO bin_kde_lr_a finished [took 692.3517s]
19/01/24 22:24:05| INFO m3w_kde_lr_is finished [took 1148.8327s]
19/01/24 22:24:19| INFO m3w_kde_lr_ne finished [took 1218.6669s]
19/01/24 22:25:13| INFO mul_kde_lr_is finished [took 1227.6320s]
19/01/24 22:29:25| INFO m3w_kde_lr_a finished [took 1012.0157s]
19/01/24 22:30:50| INFO mul_kde_lr_a finished [took 1117.2166s]
19/01/24 22:32:07| DEBUG [size=11,place=1] best score = 0.02105577; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 75.856s]
19/01/24 22:32:07| DEBUG [size=11,place=2] best score = 0.02911997; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 75.856s]
19/01/24 22:37:45| DEBUG [size=56,place=1] best score = 0.01571167; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 337.629s]
19/01/24 22:37:45| DEBUG [size=56,place=2] best score = 0.01661990; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 337.630s]
19/01/24 22:40:16| DEBUG [size=47,place=1] best score = 0.01396177; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.043s]
19/01/24 22:40:16| DEBUG [size=47,place=2] best score = 0.01528937; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 151.043s]
19/01/24 22:41:31| DEBUG [size=14,place=1] best score = 0.01385433; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 74.511s]
19/01/24 22:41:31| DEBUG [size=14,place=2] best score = 0.01712783; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 74.511s]
19/01/24 22:44:00| DEBUG [size=46,place=1] best score = 0.01691551; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 149.782s]
19/01/24 22:44:00| DEBUG [size=46,place=2] best score = 0.01698603; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 149.782s]
19/01/24 22:44:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01385) [took 788.9431s]
19/01/24 22:48:49| INFO bin_kde_lr_gs finished [took 1077.6542s]
19/01/24 22:52:39| DEBUG [size=11,place=1] best score = 0.01591166; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 228.180s]
19/01/24 22:52:39| DEBUG [size=11,place=2] best score = 0.03018127; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 228.181s]
19/01/24 23:10:03| DEBUG [size=54,place=1] best score = 0.01325482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1044.215s]
19/01/24 23:10:03| DEBUG [size=54,place=2] best score = 0.01474969; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1044.216s]
19/01/24 23:19:40| DEBUG [size=24,place=1] best score = 0.01285909; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 576.993s]
19/01/24 23:19:40| DEBUG [size=24,place=2] best score = 0.01321571; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 576.993s]
19/01/24 23:35:01| DEBUG [size=49,place=1] best score = 0.01158449; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 921.372s]
19/01/24 23:35:01| DEBUG [size=49,place=2] best score = 0.01379309; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 921.372s]
19/01/24 23:38:09| DEBUG [size=25,place=1] best score = 0.01642171; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 187.438s]
19/01/24 23:38:09| DEBUG [size=25,place=2] best score = 0.02024286; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 187.438s]
19/01/24 23:38:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01158) [took 2958.3184s]
19/01/24 23:44:56| INFO mul_kde_lr_gs finished [took 3366.1106s]
19/01/24 23:47:40| DEBUG [size=11,place=1] best score = 0.02189257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.899s]
19/01/24 23:47:40| DEBUG [size=11,place=2] best score = 0.02870692; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 161.899s]
19/01/24 23:59:44| DEBUG [size=54,place=1] best score = 0.01759526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 724.327s]
19/01/24 23:59:44| DEBUG [size=54,place=2] best score = 0.01943452; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 724.327s]
20/01/24 00:05:55| DEBUG [size=24,place=1] best score = 0.01687873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 370.640s]
20/01/24 00:05:55| DEBUG [size=24,place=2] best score = 0.01737734; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 370.641s]
20/01/24 00:12:12| DEBUG [size=46,place=1] best score = 0.02101424; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 377.740s]
20/01/24 00:12:12| DEBUG [size=46,place=2] best score = 0.02130792; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 377.740s]
20/01/24 00:12:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1634.7309s]
20/01/24 00:17:36| INFO m3w_kde_lr_gs finished [took 1958.8338s]
20/01/24 00:17:36| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 8996.2371s]
20/01/24 00:17:36| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
20/01/24 00:33:28| INFO bin_kde_lr_ne finished [took 946.0728s]
20/01/24 00:33:36| INFO bin_kde_lr_mc finished [took 956.7492s]
20/01/24 00:33:55| INFO bin_kde_lr_c finished [took 973.0231s]
20/01/24 00:34:29| INFO bin_kde_lr finished [took 1007.2645s]
20/01/24 00:41:26| INFO mul_kde_lr finished [took 1424.2203s]
20/01/24 00:41:34| INFO m3w_kde_lr finished [took 1431.6098s]
20/01/24 00:41:46| INFO m3w_kde_lr_c finished [took 1443.9947s]
20/01/24 00:42:04| INFO m3w_kde_lr_mc finished [took 1461.9750s]
20/01/24 00:42:51| INFO mul_kde_lr_c finished [took 1509.2073s]
20/01/24 00:43:17| INFO mul_kde_lr_ne finished [took 1534.9295s]
20/01/24 00:43:49| INFO ref finished [took 104.2303s]
20/01/24 00:43:51| INFO mul_kde_lr_mc finished [took 1569.4700s]
20/01/24 00:44:29| INFO atc_mc finished [took 97.5754s]
20/01/24 00:44:30| INFO doc finished [took 72.4503s]
20/01/24 00:47:00| INFO bin_kde_lr_is finished [took 803.0822s]
20/01/24 00:52:16| INFO m3w_kde_lr_ne finished [took 1127.1217s]
20/01/24 00:52:20| INFO m3w_kde_lr_is finished [took 1069.7070s]
20/01/24 00:53:17| INFO bin_kde_lr_a finished [took 710.3669s]
20/01/24 00:53:32| INFO mul_kde_lr_is finished [took 1175.8877s]
20/01/24 00:57:44| INFO m3w_kde_lr_a finished [took 957.2518s]
20/01/24 00:58:36| INFO mul_kde_lr_a finished [took 1021.5563s]
20/01/24 00:59:57| DEBUG [size=11,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.454s]
20/01/24 00:59:57| DEBUG [size=11,place=2] best score = 0.00781232; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 80.455s]
20/01/24 01:05:43| DEBUG [size=54,place=1] best score = 0.00581474; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 345.643s]
20/01/24 01:05:43| DEBUG [size=54,place=2] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 345.643s]
20/01/24 01:12:19| DEBUG [size=42,place=1] best score = 0.00575525; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 396.260s]
20/01/24 01:12:19| DEBUG [size=42,place=2] best score = 0.00576075; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 396.261s]
20/01/24 01:18:42| DEBUG [size=50,place=1] best score = 0.00625384; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 383.326s]
20/01/24 01:18:42| DEBUG [size=50,place=2] best score = 0.00695988; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 383.327s]
20/01/24 01:18:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00576) [took 1205.7999s]
20/01/24 01:23:48| INFO bin_kde_lr_gs finished [took 1511.6840s]
20/01/24 01:27:39| DEBUG [size=11,place=1] best score = 0.00760785; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 230.015s]
20/01/24 01:27:39| DEBUG [size=11,place=2] best score = 0.00907090; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 230.016s]
20/01/24 01:45:41| DEBUG [size=56,place=1] best score = 0.00630975; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1081.770s]
20/01/24 01:45:41| DEBUG [size=56,place=2] best score = 0.00718039; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1081.770s]
20/01/24 01:52:46| DEBUG [size=32,place=1] best score = 0.00721900; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 425.101s]
20/01/24 01:52:46| DEBUG [size=32,place=2] best score = 0.00737354; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 425.102s]
20/01/24 01:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00631) [took 1736.9981s]
20/01/24 01:58:49| INFO mul_kde_lr_gs finished [took 2099.7648s]
20/01/24 02:01:31| DEBUG [size=11,place=1] best score = 0.00812882; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 162.119s]
20/01/24 02:01:31| DEBUG [size=11,place=2] best score = 0.01046028; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 162.120s]
20/01/24 02:18:09| DEBUG [size=55,place=1] best score = 0.00636288; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 998.079s]
20/01/24 02:18:09| DEBUG [size=55,place=2] best score = 0.00722845; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 998.080s]
20/01/24 02:27:14| DEBUG [size=29,place=1] best score = 0.00760705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 544.475s]
20/01/24 02:27:14| DEBUG [size=29,place=2] best score = 0.00819492; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 544.476s]
20/01/24 02:27:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1704.7860s]
20/01/24 02:33:15| INFO m3w_kde_lr_gs finished [took 2065.8846s]
20/01/24 02:33:15| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 8138.5551s]
20/01/24 02:33:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
20/01/24 02:50:14| INFO bin_kde_lr_mc finished [took 1013.3956s]
20/01/24 02:50:21| INFO bin_kde_lr finished [took 1020.3753s]
20/01/24 02:50:31| INFO bin_kde_lr_c finished [took 1029.3925s]
20/01/24 02:50:46| INFO bin_kde_lr_ne finished [took 1045.4256s]
20/01/24 02:57:12| INFO mul_kde_lr_ne finished [took 1430.4858s]
20/01/24 02:58:08| INFO m3w_kde_lr_c finished [took 1487.2791s]
20/01/24 02:58:10| INFO m3w_kde_lr finished [took 1491.5620s]
20/01/24 02:58:17| INFO m3w_kde_lr_mc finished [took 1495.9354s]
20/01/24 02:59:45| INFO ref finished [took 86.8206s]
20/01/24 03:00:12| INFO mul_kde_lr_c finished [took 1610.8689s]
20/01/24 03:00:16| INFO mul_kde_lr_mc finished [took 1614.9300s]
20/01/24 03:00:18| INFO mul_kde_lr finished [took 1617.1110s]
20/01/24 03:01:13| INFO atc_mc finished [took 87.4369s]
20/01/24 03:01:25| INFO doc finished [took 72.7164s]
20/01/24 03:04:20| INFO bin_kde_lr_is finished [took 837.3664s]
20/01/24 03:08:36| INFO bin_kde_lr_a finished [took 683.3848s]
20/01/24 03:09:36| INFO m3w_kde_lr_ne finished [took 1161.0811s]
20/01/24 03:10:08| INFO m3w_kde_lr_is finished [took 1160.2772s]
20/01/24 03:10:35| INFO mul_kde_lr_is finished [took 1203.8466s]
20/01/24 03:14:15| INFO m3w_kde_lr_a finished [took 964.4744s]
20/01/24 03:16:03| INFO mul_kde_lr_a finished [took 1073.8495s]
20/01/24 03:17:23| DEBUG [size=11,place=1] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.730s]
20/01/24 03:17:23| DEBUG [size=11,place=2] best score = 0.01054833; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 78.731s]
20/01/24 03:23:13| DEBUG [size=56,place=1] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 349.831s]
20/01/24 03:23:13| DEBUG [size=56,place=2] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 349.831s]
20/01/24 03:25:16| DEBUG [size=33,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 122.778s]
20/01/24 03:25:16| DEBUG [size=33,place=2] best score = 0.00733025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 122.778s]
20/01/24 03:29:11| DEBUG [size=43,place=1] best score = 0.00783439; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 235.479s]
20/01/24 03:29:11| DEBUG [size=43,place=2] best score = 0.00787229; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 235.480s]
20/01/24 03:29:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 786.9416s]
20/01/24 03:34:38| INFO bin_kde_lr_gs finished [took 1113.3473s]
20/01/24 03:38:26| DEBUG [size=11,place=1] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 227.001s]
20/01/24 03:38:26| DEBUG [size=11,place=2] best score = 0.00842756; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 227.002s]
20/01/24 03:55:46| DEBUG [size=55,place=1] best score = 0.00733933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1040.126s]
20/01/24 03:55:46| DEBUG [size=55,place=2] best score = 0.00809613; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1040.127s]
20/01/24 04:12:09| DEBUG [size=52,place=1] best score = 0.00726283; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 983.349s]
20/01/24 04:12:09| DEBUG [size=52,place=2] best score = 0.00793048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 983.350s]
20/01/24 04:32:18| DEBUG [size=42,place=1] best score = 0.00703855; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1209.203s]
20/01/24 04:32:18| DEBUG [size=42,place=2] best score = 0.00717068; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1209.204s]
20/01/24 04:44:57| DEBUG [size=32,place=1] best score = 0.00691879; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 758.836s]
20/01/24 04:44:57| DEBUG [size=32,place=2] best score = 0.00743969; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 758.836s]
20/01/24 04:56:18| DEBUG [size=29,place=1] best score = 0.00668539; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 680.923s]
20/01/24 04:56:18| DEBUG [size=29,place=2] best score = 0.00768951; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 680.923s]
20/01/24 05:08:04| DEBUG [size=27,place=1] best score = 0.00667607; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 705.985s]
20/01/24 05:08:04| DEBUG [size=27,place=2] best score = 0.00673050; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 705.986s]
20/01/24 05:22:59| DEBUG [size=42,place=1] best score = 0.00671043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 895.372s]
20/01/24 05:22:59| DEBUG [size=42,place=2] best score = 0.00680071; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 895.373s]
20/01/24 05:23:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00668) [took 6500.9254s]
20/01/24 05:30:40| INFO mul_kde_lr_gs finished [took 6961.3056s]
20/01/24 05:33:28| DEBUG [size=11,place=1] best score = 0.01047194; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 166.896s]
20/01/24 05:33:28| DEBUG [size=11,place=2] best score = 0.01187761; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 166.896s]
20/01/24 05:45:48| DEBUG [size=54,place=1] best score = 0.00820159; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 740.474s]
20/01/24 05:45:48| DEBUG [size=54,place=2] best score = 0.00856120; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 740.474s]
20/01/24 06:01:16| DEBUG [size=46,place=1] best score = 0.00826154; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 927.623s]
20/01/24 06:01:16| DEBUG [size=46,place=2] best score = 0.00842586; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.623s]
20/01/24 06:01:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00820) [took 1835.1074s]
20/01/24 06:09:12| INFO m3w_kde_lr_gs finished [took 2311.1259s]
20/01/24 06:09:12| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 12957.0286s]
20/01/24 06:09:12| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
20/01/24 06:25:31| INFO bin_kde_lr_c finished [took 974.0629s]
20/01/24 06:25:37| INFO bin_kde_lr_mc finished [took 980.3968s]
20/01/24 06:25:53| INFO bin_kde_lr finished [took 996.4234s]
20/01/24 06:26:25| INFO bin_kde_lr_ne finished [took 1027.7464s]
20/01/24 06:32:34| INFO m3w_kde_lr_c finished [took 1398.9222s]
20/01/24 06:32:50| INFO mul_kde_lr finished [took 1412.9320s]
20/01/24 06:33:37| INFO m3w_kde_lr_mc finished [took 1459.6051s]
20/01/24 06:33:37| INFO m3w_kde_lr finished [took 1460.3686s]
20/01/24 06:34:24| INFO mul_kde_lr_ne finished [took 1507.0976s]
20/01/24 06:34:35| INFO mul_kde_lr_c finished [took 1518.0354s]
20/01/24 06:35:20| INFO ref finished [took 102.6071s]
20/01/24 06:35:48| INFO doc finished [took 72.7368s]
20/01/24 06:35:59| INFO atc_mc finished [took 93.8806s]
20/01/24 06:36:03| INFO mul_kde_lr_mc finished [took 1606.4709s]
20/01/24 06:40:07| INFO bin_kde_lr_is finished [took 869.3201s]
20/01/24 06:43:31| INFO m3w_kde_lr_is finished [took 1025.1879s]
20/01/24 06:43:33| INFO m3w_kde_lr_ne finished [took 1081.9256s]
20/01/24 06:43:49| INFO bin_kde_lr_a finished [took 674.1190s]
20/01/24 06:46:47| INFO mul_kde_lr_is finished [took 1252.7791s]
20/01/24 06:49:17| INFO m3w_kde_lr_a finished [took 940.1699s]
20/01/24 06:50:14| INFO mul_kde_lr_a finished [took 1043.8251s]
20/01/24 06:51:32| DEBUG [size=11,place=1] best score = 0.00824354; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 76.603s]
20/01/24 06:51:32| DEBUG [size=11,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 76.604s]
20/01/24 06:59:43| DEBUG [size=56,place=1] best score = 0.00792767; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 491.004s]
20/01/24 06:59:43| DEBUG [size=56,place=2] best score = 0.00805420; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 491.004s]
20/01/24 07:01:43| DEBUG [size=17,place=1] best score = 0.00779525; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 120.787s]
20/01/24 07:01:43| DEBUG [size=17,place=2] best score = 0.00808049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 120.788s]
20/01/24 07:06:04| DEBUG [size=30,place=1] best score = 0.00795381; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 260.309s]
20/01/24 07:06:04| DEBUG [size=30,place=2] best score = 0.00821601; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 260.309s]
20/01/24 07:06:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00780) [took 948.8198s]
20/01/24 07:11:40| INFO bin_kde_lr_gs finished [took 1284.8763s]
20/01/24 07:15:30| DEBUG [size=11,place=1] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 229.229s]
20/01/24 07:15:30| DEBUG [size=11,place=2] best score = 0.00975861; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 229.229s]
20/01/24 07:38:49| DEBUG [size=55,place=1] best score = 0.00715657; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1399.888s]
20/01/24 07:38:49| DEBUG [size=55,place=2] best score = 0.00809217; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1399.888s]
20/01/24 07:52:28| DEBUG [size=34,place=1] best score = 0.00731973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 818.377s]
20/01/24 07:52:28| DEBUG [size=34,place=2] best score = 0.00757704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 818.377s]
20/01/24 07:52:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00716) [took 2447.6063s]
20/01/24 07:59:44| INFO mul_kde_lr_gs finished [took 2883.3121s]
20/01/24 08:02:29| DEBUG [size=11,place=1] best score = 0.01050283; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 165.044s]
20/01/24 08:02:29| DEBUG [size=11,place=2] best score = 0.01164135; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 165.044s]
20/01/24 08:19:12| DEBUG [size=54,place=1] best score = 0.00890798; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1002.816s]
20/01/24 08:19:12| DEBUG [size=54,place=2] best score = 0.00929236; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1002.816s]
20/01/24 08:28:47| DEBUG [size=33,place=1] best score = 0.00969853; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 575.399s]
20/01/24 08:28:47| DEBUG [size=33,place=2] best score = 0.01009241; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 575.400s]
20/01/24 08:28:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00891) [took 1743.3718s]
20/01/24 08:34:53| INFO m3w_kde_lr_gs finished [took 2109.3733s]
20/01/24 08:34:53| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 8741.3778s]
20/01/24 08:34:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
20/01/24 08:51:14| INFO bin_kde_lr_c finished [took 973.8133s]
20/01/24 08:51:36| INFO bin_kde_lr finished [took 995.9507s]
20/01/24 08:52:09| INFO bin_kde_lr_ne finished [took 1028.3183s]
20/01/24 08:52:45| INFO bin_kde_lr_mc finished [took 1064.6435s]
20/01/24 08:57:42| INFO m3w_kde_lr_mc finished [took 1364.9306s]
20/01/24 08:58:12| INFO m3w_kde_lr finished [took 1391.2194s]
20/01/24 08:58:59| INFO m3w_kde_lr_c finished [took 1438.1889s]
20/01/24 08:59:42| INFO mul_kde_lr_ne finished [took 1481.0304s]
20/01/24 09:00:06| INFO mul_kde_lr_mc finished [took 1505.5326s]
20/01/24 09:01:02| INFO mul_kde_lr finished [took 1562.1424s]
20/01/24 09:01:09| INFO ref finished [took 85.8912s]
20/01/24 09:01:23| INFO mul_kde_lr_c finished [took 1582.1740s]
20/01/24 09:01:33| INFO atc_mc finished [took 85.8949s]
20/01/24 09:02:11| INFO doc finished [took 67.8894s]
20/01/24 09:05:07| INFO bin_kde_lr_is finished [took 809.8595s]
20/01/24 09:10:23| INFO m3w_kde_lr_is finished [took 1056.7911s]
20/01/24 09:10:25| INFO bin_kde_lr_a finished [took 761.7129s]
20/01/24 09:10:44| INFO m3w_kde_lr_ne finished [took 1168.1786s]
20/01/24 09:10:54| INFO mul_kde_lr_is finished [took 1124.2371s]
20/01/24 09:14:14| INFO m3w_kde_lr_a finished [took 914.4144s]
20/01/24 09:14:56| INFO mul_kde_lr_a finished [took 1003.7699s]
20/01/24 09:16:14| DEBUG [size=11,place=1] best score = 0.00855456; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 75.412s]
20/01/24 09:16:14| DEBUG [size=11,place=2] best score = 0.00871684; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 75.412s]
20/01/24 09:23:49| DEBUG [size=54,place=1] best score = 0.00714708; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 455.656s]
20/01/24 09:23:49| DEBUG [size=54,place=2] best score = 0.00777688; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 455.656s]
20/01/24 09:27:57| DEBUG [size=29,place=1] best score = 0.00697067; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 247.957s]
20/01/24 09:27:57| DEBUG [size=29,place=2] best score = 0.00698990; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 247.957s]
20/01/24 09:30:50| DEBUG [size=25,place=1] best score = 0.00728717; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 172.444s]
20/01/24 09:30:50| DEBUG [size=25,place=2] best score = 0.00740076; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 172.444s]
20/01/24 09:30:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00697) [took 951.5837s]
20/01/24 09:36:12| INFO bin_kde_lr_gs finished [took 1273.7829s]
20/01/24 09:40:00| DEBUG [size=11,place=1] best score = 0.00899565; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 227.824s]
20/01/24 09:40:00| DEBUG [size=11,place=2] best score = 0.01398177; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 227.824s]
20/01/24 09:54:54| DEBUG [size=56,place=1] best score = 0.00794353; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 893.470s]
20/01/24 09:54:54| DEBUG [size=56,place=2] best score = 0.00820366; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 893.470s]
20/01/24 10:10:25| DEBUG [size=51,place=1] best score = 0.00772349; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 930.871s]
20/01/24 10:10:25| DEBUG [size=51,place=2] best score = 0.00774389; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 930.872s]
20/01/24 10:30:11| DEBUG [size=48,place=1] best score = 0.00744174; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1186.495s]
20/01/24 10:30:11| DEBUG [size=48,place=2] best score = 0.00749987; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1186.496s]
20/01/24 10:34:23| DEBUG [size=13,place=1] best score = 0.00869835; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 251.894s]
20/01/24 10:34:23| DEBUG [size=13,place=2] best score = 0.00889145; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 251.894s]
20/01/24 10:34:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00744) [took 3490.6765s]
20/01/24 10:41:31| INFO mul_kde_lr_gs finished [took 3918.1808s]
20/01/24 10:44:16| DEBUG [size=11,place=1] best score = 0.01011034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 164.129s]
20/01/24 10:44:16| DEBUG [size=11,place=2] best score = 0.01078598; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 164.129s]
20/01/24 10:58:16| DEBUG [size=56,place=1] best score = 0.00803822; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 839.449s]
20/01/24 10:58:16| DEBUG [size=56,place=2] best score = 0.00886541; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 839.449s]
20/01/24 11:02:32| DEBUG [size=18,place=1] best score = 0.00835006; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 256.398s]
20/01/24 11:02:32| DEBUG [size=18,place=2] best score = 0.00897616; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 256.398s]
20/01/24 11:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 1260.0900s]
20/01/24 11:08:28| INFO m3w_kde_lr_gs finished [took 1616.0640s]
20/01/24 11:08:28| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 9214.5619s]
20/01/24 11:08:28| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
20/01/24 11:26:00| INFO bin_kde_lr finished [took 1046.0110s]
20/01/24 11:27:09| INFO bin_kde_lr_mc finished [took 1116.0300s]
20/01/24 11:27:18| INFO bin_kde_lr_c finished [took 1126.1816s]
20/01/24 11:27:19| INFO bin_kde_lr_ne finished [took 1124.5493s]
20/01/24 11:31:46| INFO m3w_kde_lr finished [took 1392.1418s]
20/01/24 11:31:46| INFO m3w_kde_lr_c finished [took 1393.0148s]
20/01/24 11:32:01| INFO m3w_kde_lr_mc finished [took 1406.8657s]
20/01/24 11:32:11| INFO mul_kde_lr_mc finished [took 1416.6342s]
20/01/24 11:32:21| INFO mul_kde_lr finished [took 1427.8299s]
20/01/24 11:33:59| INFO ref finished [took 107.1113s]
20/01/24 11:34:09| INFO atc_mc finished [took 106.0239s]
20/01/24 11:34:10| INFO mul_kde_lr_c finished [took 1535.4743s]
20/01/24 11:34:54| INFO mul_kde_lr_ne finished [took 1579.5535s]
20/01/24 11:34:58| INFO doc finished [took 58.0915s]
20/01/24 11:43:06| INFO m3w_kde_lr_ne finished [took 1024.9337s]
20/01/24 11:43:09| INFO bin_kde_lr_is finished [took 958.9765s]
20/01/24 11:44:00| INFO m3w_kde_lr_is finished [took 999.6748s]
20/01/24 11:45:24| INFO mul_kde_lr_is finished [took 1084.2269s]
20/01/24 11:46:08| INFO bin_kde_lr_a finished [took 860.4851s]
20/01/24 11:46:57| INFO m3w_kde_lr_a finished [took 895.1440s]
20/01/24 11:48:24| INFO mul_kde_lr_a finished [took 996.7090s]
20/01/24 11:49:40| DEBUG [size=11,place=1] best score = 0.00916591; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 75.111s]
20/01/24 11:49:40| DEBUG [size=11,place=2] best score = 0.01477201; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 75.111s]
20/01/24 11:53:27| DEBUG [size=56,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 226.643s]
20/01/24 11:53:27| DEBUG [size=56,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 226.644s]
20/01/24 11:54:51| DEBUG [size=17,place=1] best score = 0.00789533; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.052s]
20/01/24 11:54:51| DEBUG [size=17,place=2] best score = 0.00836480; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.053s]
20/01/24 11:57:17| DEBUG [size=31,place=1] best score = 0.00838339; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.123s]
20/01/24 11:57:17| DEBUG [size=31,place=2] best score = 0.00841183; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.123s]
20/01/24 11:57:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00790) [took 532.0419s]
20/01/24 12:02:59| INFO bin_kde_lr_gs finished [took 874.1868s]
20/01/24 12:06:59| DEBUG [size=11,place=1] best score = 0.00772927; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 238.777s]
20/01/24 12:06:59| DEBUG [size=11,place=2] best score = 0.01689500; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 238.778s]
20/01/24 12:20:58| DEBUG [size=56,place=1] best score = 0.00717803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 838.721s]
20/01/24 12:20:58| DEBUG [size=56,place=2] best score = 0.00759014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 838.721s]
20/01/24 12:26:13| DEBUG [size=18,place=1] best score = 0.00713791; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 315.448s]
20/01/24 12:26:13| DEBUG [size=18,place=2] best score = 0.00762439; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 315.448s]
20/01/24 12:34:18| DEBUG [size=29,place=1] best score = 0.00823006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 484.863s]
20/01/24 12:34:18| DEBUG [size=29,place=2] best score = 0.00880547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 484.864s]
20/01/24 12:34:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00714) [took 1877.9906s]
20/01/24 12:41:40| INFO mul_kde_lr_gs finished [took 2319.6261s]
20/01/24 12:44:33| DEBUG [size=11,place=1] best score = 0.00670507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 172.256s]
20/01/24 12:44:33| DEBUG [size=11,place=2] best score = 0.01304797; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 172.256s]
20/01/24 12:54:20| DEBUG [size=56,place=1] best score = 0.00661823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 586.745s]
20/01/24 12:54:20| DEBUG [size=56,place=2] best score = 0.00666507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 586.746s]
20/01/24 12:59:47| DEBUG [size=34,place=1] best score = 0.00656629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 326.721s]
20/01/24 12:59:47| DEBUG [size=34,place=2] best score = 0.00662512; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 326.722s]
20/01/24 13:05:03| DEBUG [size=31,place=1] best score = 0.00674591; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 316.137s]
20/01/24 13:05:03| DEBUG [size=31,place=2] best score = 0.00688430; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 316.138s]
20/01/24 13:05:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00657) [took 1401.9773s]
20/01/24 13:11:51| INFO m3w_kde_lr_gs finished [took 1809.7193s]
20/01/24 13:11:51| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 7402.5303s]
20/01/24 13:11:51| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
20/01/24 13:34:12| INFO bin_kde_lr_c finished [took 1335.5856s]
20/01/24 13:34:16| INFO bin_kde_lr finished [took 1339.9474s]
20/01/24 13:35:32| INFO bin_kde_lr_mc finished [took 1415.2744s]
20/01/24 13:35:38| INFO bin_kde_lr_ne finished [took 1421.8670s]
20/01/24 13:36:51| INFO m3w_kde_lr_mc finished [took 1494.1411s]
20/01/24 13:37:26| INFO m3w_kde_lr finished [took 1529.7855s]
20/01/24 13:39:17| INFO m3w_kde_lr_c finished [took 1640.1672s]
20/01/24 13:39:33| INFO mul_kde_lr finished [took 1656.4740s]
20/01/24 13:40:19| INFO mul_kde_lr_mc finished [took 1703.0295s]
20/01/24 13:40:39| INFO mul_kde_lr_ne finished [took 1722.3434s]
20/01/24 13:41:00| INFO ref finished [took 86.3561s]
20/01/24 13:41:21| INFO mul_kde_lr_c finished [took 1767.4864s]
20/01/24 13:41:36| INFO atc_mc finished [took 75.5751s]
20/01/24 13:42:02| INFO doc finished [took 82.2129s]
20/01/24 13:53:20| INFO bin_kde_lr_a finished [took 988.9136s]
20/01/24 13:53:21| INFO m3w_kde_lr_ne finished [took 1148.7189s]
20/01/24 13:54:08| INFO m3w_kde_lr_is finished [took 1108.9283s]
20/01/24 13:54:53| INFO bin_kde_lr_is finished [took 1235.5042s]
20/01/24 13:56:33| INFO m3w_kde_lr_a finished [took 1035.5557s]
20/01/24 13:56:56| INFO mul_kde_lr_a finished [took 1169.4469s]
20/01/24 13:58:52| INFO mul_kde_lr_is finished [took 1399.9564s]
20/01/24 14:00:04| DEBUG [size=11,place=1] best score = 0.00673361; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 70.615s]
20/01/24 14:00:04| DEBUG [size=11,place=2] best score = 0.00733915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 70.616s]
20/01/24 14:06:26| DEBUG [size=55,place=1] best score = 0.00658897; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.231s]
20/01/24 14:06:26| DEBUG [size=55,place=2] best score = 0.00675447; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.231s]
20/01/24 14:09:53| DEBUG [size=32,place=1] best score = 0.00668899; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 206.087s]
20/01/24 14:09:53| DEBUG [size=32,place=2] best score = 0.00679855; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 206.088s]
20/01/24 14:09:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00659) [took 659.0448s]
20/01/24 14:16:46| INFO bin_kde_lr_gs finished [took 1071.9635s]
20/01/24 14:20:36| DEBUG [size=11,place=1] best score = 0.00794986; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 229.599s]
20/01/24 14:20:36| DEBUG [size=11,place=2] best score = 0.00983219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 229.599s]
20/01/24 14:38:59| DEBUG [size=56,place=1] best score = 0.00760323; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1102.948s]
20/01/24 14:38:59| DEBUG [size=56,place=2] best score = 0.00776699; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1102.948s]
20/01/24 14:50:05| DEBUG [size=25,place=1] best score = 0.00975720; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 666.417s]
20/01/24 14:50:05| DEBUG [size=25,place=2] best score = 0.01003274; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 666.417s]
20/01/24 14:50:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00760) [took 1999.0730s]
20/01/24 14:58:02| INFO mul_kde_lr_gs finished [took 2475.6910s]
20/01/24 15:00:52| DEBUG [size=11,place=1] best score = 0.01094432; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 168.944s]
20/01/24 15:00:52| DEBUG [size=11,place=2] best score = 0.01126182; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 168.945s]
20/01/24 15:17:59| DEBUG [size=54,place=1] best score = 0.00963439; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1027.299s]
20/01/24 15:17:59| DEBUG [size=54,place=2] best score = 0.01043823; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1027.300s]
20/01/24 15:22:16| DEBUG [size=28,place=1] best score = 0.00677965; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 257.143s]
20/01/24 15:22:16| DEBUG [size=28,place=2] best score = 0.00688327; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 257.144s]
20/01/24 15:24:38| DEBUG [size=14,place=1] best score = 0.00686267; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 142.044s]
20/01/24 15:24:38| DEBUG [size=14,place=2] best score = 0.00719624; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 142.045s]
20/01/24 15:24:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00678) [took 1595.5523s]
20/01/24 15:35:31| INFO m3w_kde_lr_gs finished [took 2248.4977s]
20/01/24 15:35:31| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 8620.5766s]
----------------------------------------------------------------------------------------------------
20/01/24 18:46:25| INFO dataset rcv1_CCAT [pool size: 10]
20/01/24 18:46:25| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
20/01/24 19:09:30| INFO d_bin_kde_lr finished [took 1379.5545s]
20/01/24 19:09:46| INFO d_bin_kde_lr_c finished [took 1396.1791s]
20/01/24 19:10:27| INFO d_bin_kde_lr_ne finished [took 1436.2201s]
20/01/24 19:10:29| INFO d_bin_kde_lr_mc finished [took 1438.7035s]
20/01/24 19:13:03| INFO d_m3w_kde_lr_c finished [took 1593.1638s]
20/01/24 19:13:40| INFO d_m3w_kde_lr finished [took 1630.1917s]
20/01/24 19:14:01| INFO d_m3w_kde_lr_mc finished [took 1650.4516s]
20/01/24 19:15:23| INFO d_mul_kde_lr_mc finished [took 1733.1862s]
20/01/24 19:15:26| INFO d_mul_kde_lr finished [took 1738.0896s]
20/01/24 19:16:32| INFO ref finished [took 68.4153s]
20/01/24 19:16:42| INFO d_mul_kde_lr_ne finished [took 1811.5895s]
20/01/24 19:16:50| INFO d_mul_kde_lr_c finished [took 1819.5360s]
20/01/24 19:16:56| INFO atc_mc finished [took 89.1394s]
20/01/24 19:18:03| INFO doc finished [took 90.3316s]
20/01/24 19:28:32| INFO d_bin_kde_lr_is finished [took 1124.6521s]
20/01/24 19:30:30| INFO d_m3w_kde_lr_ne finished [took 1259.2909s]
20/01/24 19:30:57| INFO d_bin_kde_lr_a finished [took 1072.8810s]
20/01/24 19:32:51| INFO d_mul_kde_lr_is finished [took 1342.7283s]
20/01/24 19:33:06| INFO d_m3w_kde_lr_a finished [took 1144.1915s]
20/01/24 19:33:37| INFO d_m3w_kde_lr_is finished [took 1387.2128s]
20/01/24 19:36:14| INFO d_mul_kde_lr_a finished [took 1353.4351s]
20/01/24 19:36:50| DEBUG [size=11,place=1] best score = 0.00938018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 35.203s]
20/01/24 19:36:50| DEBUG [size=11,place=2] best score = 0.04096438; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 35.204s]
20/01/24 19:39:41| DEBUG [size=54,place=1] best score = 0.00697497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 170.740s]
20/01/24 19:39:41| DEBUG [size=54,place=2] best score = 0.00748775; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 170.741s]
20/01/24 19:41:22| DEBUG [size=33,place=1] best score = 0.00725828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 101.628s]
20/01/24 19:41:22| DEBUG [size=33,place=2] best score = 0.00746456; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 101.629s]
20/01/24 19:41:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00697) [took 307.6892s]
20/01/24 19:47:59| INFO d_bin_kde_lr_gs finished [took 704.7144s]
20/01/24 19:48:48| DEBUG [size=11,place=1] best score = 0.01143214; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.316s]
20/01/24 19:48:48| DEBUG [size=11,place=2] best score = 0.01273866; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 47.317s]
20/01/24 19:52:14| DEBUG [size=55,place=1] best score = 0.00785523; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 206.120s]
20/01/24 19:52:14| DEBUG [size=55,place=2] best score = 0.01018605; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 206.121s]
20/01/24 19:55:11| DEBUG [size=44,place=1] best score = 0.00733208; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 176.911s]
20/01/24 19:55:11| DEBUG [size=44,place=2] best score = 0.00799001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 176.911s]
20/01/24 19:57:17| DEBUG [size=31,place=1] best score = 0.00738996; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 126.696s]
20/01/24 19:57:17| DEBUG [size=31,place=2] best score = 0.00928968; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 126.696s]
20/01/24 19:57:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00733) [took 557.1579s]
20/01/24 20:04:30| INFO d_mul_kde_lr_gs finished [took 989.4496s]
20/01/24 20:05:11| DEBUG [size=11,place=1] best score = 0.00977597; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 40.540s]
20/01/24 20:05:11| DEBUG [size=11,place=2] best score = 0.01615610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 40.541s]
20/01/24 20:08:12| DEBUG [size=55,place=1] best score = 0.00611657; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 181.266s]
20/01/24 20:08:12| DEBUG [size=55,place=2] best score = 0.00941469; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 181.266s]
20/01/24 20:11:00| DEBUG [size=44,place=1] best score = 0.00640414; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 167.364s]
20/01/24 20:11:00| DEBUG [size=44,place=2] best score = 0.00969584; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 167.365s]
20/01/24 20:11:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00612) [took 389.2860s]
20/01/24 20:18:00| INFO d_m3w_kde_lr_gs finished [took 809.3188s]
20/01/24 20:18:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 5494.7776s]
20/01/24 20:18:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
20/01/24 20:33:50| INFO d_bin_kde_lr finished [took 944.3883s]
20/01/24 20:33:58| INFO d_bin_kde_lr_mc finished [took 952.0908s]
20/01/24 20:34:17| INFO d_bin_kde_lr_c finished [took 971.4433s]
20/01/24 20:34:25| INFO d_bin_kde_lr_ne finished [took 978.8700s]
20/01/24 20:38:26| INFO d_m3w_kde_lr_mc finished [took 1220.6735s]
20/01/24 20:39:31| INFO d_m3w_kde_lr finished [took 1285.5706s]
20/01/24 20:39:34| INFO d_m3w_kde_lr_c finished [took 1288.7389s]
20/01/24 20:40:39| INFO d_mul_kde_lr_mc finished [took 1353.4204s]
20/01/24 20:41:41| INFO d_mul_kde_lr_c finished [took 1414.9556s]
20/01/24 20:41:45| INFO d_mul_kde_lr finished [took 1419.0792s]
20/01/24 20:41:49| INFO d_mul_kde_lr_ne finished [took 1426.1560s]
20/01/24 20:41:58| INFO ref finished [took 77.9724s]
20/01/24 20:42:45| INFO doc finished [took 59.2564s]
20/01/24 20:42:55| INFO atc_mc finished [took 74.1405s]
20/01/24 20:47:55| INFO d_bin_kde_lr_is finished [took 836.6255s]
20/01/24 20:50:13| INFO d_bin_kde_lr_a finished [took 705.5856s]
20/01/24 20:50:26| INFO d_m3w_kde_lr_ne finished [took 995.0117s]
20/01/24 20:52:31| INFO d_mul_kde_lr_is finished [took 1093.2600s]
20/01/24 20:52:40| INFO d_m3w_kde_lr_is finished [took 1094.8401s]
20/01/24 20:54:39| INFO d_m3w_kde_lr_a finished [took 903.3753s]
20/01/24 20:57:16| INFO d_mul_kde_lr_a finished [took 1064.1223s]
20/01/24 20:57:46| DEBUG [size=11,place=1] best score = 0.01143264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 27.947s]
20/01/24 20:57:46| DEBUG [size=11,place=2] best score = 0.01432599; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 27.947s]
20/01/24 20:59:59| DEBUG [size=56,place=1] best score = 0.01182432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 133.046s]
20/01/24 20:59:59| DEBUG [size=56,place=2] best score = 0.01242812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.046s]
20/01/24 20:59:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 161.0998s]
20/01/24 21:06:32| INFO d_bin_kde_lr_gs finished [took 554.0804s]
20/01/24 21:07:18| DEBUG [size=11,place=1] best score = 0.01206371; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 45.054s]
20/01/24 21:07:18| DEBUG [size=11,place=2] best score = 0.01390735; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 45.054s]
20/01/24 21:10:39| DEBUG [size=54,place=1] best score = 0.01134000; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 201.395s]
20/01/24 21:10:39| DEBUG [size=54,place=2] best score = 0.01238348; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 201.408s]
20/01/24 21:12:26| DEBUG [size=28,place=1] best score = 0.01124357; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 106.860s]
20/01/24 21:12:26| DEBUG [size=28,place=2] best score = 0.01180376; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 106.861s]
20/01/24 21:14:06| DEBUG [size=26,place=1] best score = 0.01205911; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 99.434s]
20/01/24 21:14:06| DEBUG [size=26,place=2] best score = 0.01294178; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 99.434s]
20/01/24 21:14:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01124) [took 452.8718s]
20/01/24 21:21:51| INFO d_mul_kde_lr_gs finished [took 918.5299s]
20/01/24 21:22:34| DEBUG [size=11,place=1] best score = 0.00745530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 41.859s]
20/01/24 21:22:34| DEBUG [size=11,place=2] best score = 0.00820256; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 41.860s]
20/01/24 21:25:34| DEBUG [size=54,place=1] best score = 0.00720602; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 179.893s]
20/01/24 21:25:34| DEBUG [size=54,place=2] best score = 0.00738573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 179.894s]
20/01/24 21:28:01| DEBUG [size=45,place=1] best score = 0.00710880; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.809s]
20/01/24 21:28:01| DEBUG [size=45,place=2] best score = 0.00736872; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 146.809s]
20/01/24 21:30:24| DEBUG [size=43,place=1] best score = 0.00816914; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.782s]
20/01/24 21:30:24| DEBUG [size=43,place=2] best score = 0.00817124; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.782s]
20/01/24 21:30:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00711) [took 511.4611s]
20/01/24 21:37:26| INFO d_m3w_kde_lr_gs finished [took 933.7097s]
20/01/24 21:37:26| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4766.2764s]
20/01/24 21:37:26| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
20/01/24 21:51:35| INFO d_bin_kde_lr_ne finished [took 842.7308s]
20/01/24 21:52:11| INFO d_bin_kde_lr_c finished [took 878.9140s]
20/01/24 21:52:33| INFO d_bin_kde_lr finished [took 901.6940s]
20/01/24 21:52:38| INFO d_bin_kde_lr_mc finished [took 905.7104s]
20/01/24 21:58:15| INFO d_m3w_kde_lr_mc finished [took 1242.9435s]
20/01/24 21:59:16| INFO d_m3w_kde_lr finished [took 1304.0198s]
20/01/24 22:00:11| INFO d_m3w_kde_lr_c finished [took 1359.1307s]
20/01/24 22:00:24| INFO d_mul_kde_lr_c finished [took 1375.4476s]
20/01/24 22:00:46| INFO d_mul_kde_lr finished [took 1393.8752s]
20/01/24 22:00:47| INFO d_mul_kde_lr_mc finished [took 1395.0048s]
20/01/24 22:01:01| INFO d_mul_kde_lr_ne finished [took 1409.5157s]
20/01/24 22:01:46| INFO ref finished [took 80.9970s]
20/01/24 22:02:05| INFO atc_mc finished [took 78.3533s]
20/01/24 22:02:17| INFO doc finished [took 89.2046s]
20/01/24 22:05:26| INFO d_bin_kde_lr_is finished [took 793.9244s]
20/01/24 22:09:11| INFO d_bin_kde_lr_a finished [took 655.0248s]
20/01/24 22:09:50| INFO d_m3w_kde_lr_is finished [took 1031.8705s]
20/01/24 22:10:37| INFO d_m3w_kde_lr_ne finished [took 1141.9858s]
20/01/24 22:11:56| INFO d_mul_kde_lr_is finished [took 1162.0559s]
20/01/24 22:15:12| INFO d_m3w_kde_lr_a finished [took 899.9579s]
20/01/24 22:15:52| INFO d_mul_kde_lr_a finished [took 995.4802s]
20/01/24 22:16:17| DEBUG [size=11,place=1] best score = 0.01527170; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 22.736s]
20/01/24 22:16:17| DEBUG [size=11,place=2] best score = 0.01815661; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 22.737s]
20/01/24 22:18:00| DEBUG [size=54,place=1] best score = 0.01486225; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 103.131s]
20/01/24 22:18:00| DEBUG [size=54,place=2] best score = 0.01512746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 103.131s]
20/01/24 22:19:24| DEBUG [size=42,place=1] best score = 0.01509026; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.150s]
20/01/24 22:19:24| DEBUG [size=42,place=2] best score = 0.01550399; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.150s]
20/01/24 22:19:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01486) [took 210.1301s]
20/01/24 22:24:06| INFO d_bin_kde_lr_gs finished [took 492.3250s]
20/01/24 22:24:45| DEBUG [size=11,place=1] best score = 0.02013938; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 38.069s]
20/01/24 22:24:45| DEBUG [size=11,place=2] best score = 0.02288750; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 38.069s]
20/01/24 22:27:45| DEBUG [size=54,place=1] best score = 0.01681200; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 179.362s]
20/01/24 22:27:45| DEBUG [size=54,place=2] best score = 0.01994554; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 179.363s]
20/01/24 22:30:34| DEBUG [size=42,place=1] best score = 0.01416319; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 169.261s]
20/01/24 22:30:34| DEBUG [size=42,place=2] best score = 0.01582173; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 169.262s]
20/01/24 22:31:20| DEBUG [size=13,place=1] best score = 0.02153714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 45.762s]
20/01/24 22:31:20| DEBUG [size=13,place=2] best score = 0.02207078; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 45.763s]
20/01/24 22:31:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01416) [took 432.5729s]
20/01/24 22:39:58| INFO d_mul_kde_lr_gs finished [took 950.7885s]
20/01/24 22:40:37| DEBUG [size=11,place=1] best score = 0.02094671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.346s]
20/01/24 22:40:37| DEBUG [size=11,place=2] best score = 0.02286001; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 37.346s]
20/01/24 22:43:23| DEBUG [size=54,place=1] best score = 0.02051295; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 166.183s]
20/01/24 22:43:23| DEBUG [size=54,place=2] best score = 0.02094472; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 166.183s]
20/01/24 22:44:48| DEBUG [size=28,place=1] best score = 0.02082445; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.866s]
20/01/24 22:44:48| DEBUG [size=28,place=2] best score = 0.02091886; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 84.866s]
20/01/24 22:44:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02051) [took 288.5144s]
20/01/24 22:50:28| INFO d_m3w_kde_lr_gs finished [took 628.5292s]
20/01/24 22:50:28| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 4381.8935s]
20/01/24 22:50:28| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
20/01/24 23:04:30| INFO d_bin_kde_lr_c finished [took 836.7849s]
20/01/24 23:04:39| INFO d_bin_kde_lr_mc finished [took 845.9432s]
20/01/24 23:04:48| INFO d_bin_kde_lr_ne finished [took 857.6026s]
20/01/24 23:05:06| INFO d_bin_kde_lr finished [took 873.8395s]
20/01/24 23:11:51| INFO d_m3w_kde_lr_mc finished [took 1277.6868s]
20/01/24 23:12:07| INFO d_m3w_kde_lr_c finished [took 1293.5688s]
20/01/24 23:12:09| INFO d_m3w_kde_lr finished [took 1295.8826s]
20/01/24 23:13:41| INFO d_mul_kde_lr finished [took 1387.7554s]
20/01/24 23:13:48| INFO d_mul_kde_lr_mc finished [took 1395.2546s]
20/01/24 23:14:12| INFO d_mul_kde_lr_c finished [took 1418.7782s]
20/01/24 23:14:13| INFO d_mul_kde_lr_ne finished [took 1419.5912s]
20/01/24 23:15:01| INFO ref finished [took 79.4830s]
20/01/24 23:15:16| INFO doc finished [took 63.8426s]
20/01/24 23:15:17| INFO atc_mc finished [took 88.0323s]
20/01/24 23:18:01| INFO d_bin_kde_lr_is finished [took 801.6803s]
20/01/24 23:21:22| INFO d_m3w_kde_lr_ne finished [took 1011.7292s]
20/01/24 23:22:15| INFO d_bin_kde_lr_a finished [took 624.0072s]
20/01/24 23:23:03| INFO d_m3w_kde_lr_is finished [took 1075.7605s]
20/01/24 23:23:47| INFO d_mul_kde_lr_is finished [took 1137.4485s]
20/01/24 23:28:31| INFO d_m3w_kde_lr_a finished [took 981.6483s]
20/01/24 23:28:48| INFO d_mul_kde_lr_a finished [took 1000.6808s]
20/01/24 23:29:12| DEBUG [size=11,place=1] best score = 0.00845740; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 22.478s]
20/01/24 23:29:12| DEBUG [size=11,place=2] best score = 0.00848802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 22.479s]
20/01/24 23:30:55| DEBUG [size=56,place=1] best score = 0.00837510; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 103.649s]
20/01/24 23:30:55| DEBUG [size=56,place=2] best score = 0.00838782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 103.650s]
20/01/24 23:31:29| DEBUG [size=16,place=1] best score = 0.00836040; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 33.416s]
20/01/24 23:31:29| DEBUG [size=16,place=2] best score = 0.00843781; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 33.417s]
20/01/24 23:32:58| DEBUG [size=45,place=1] best score = 0.00857057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.441s]
20/01/24 23:32:58| DEBUG [size=45,place=2] best score = 0.00862920; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 89.441s]
20/01/24 23:32:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00836) [took 249.1010s]
20/01/24 23:37:43| INFO d_bin_kde_lr_gs finished [took 533.7793s]
20/01/24 23:38:21| DEBUG [size=11,place=1] best score = 0.00847786; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.420s]
20/01/24 23:38:21| DEBUG [size=11,place=2] best score = 0.00872560; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 37.420s]
20/01/24 23:41:26| DEBUG [size=56,place=1] best score = 0.00855789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 184.896s]
20/01/24 23:41:26| DEBUG [size=56,place=2] best score = 0.00874641; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 184.914s]
20/01/24 23:41:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00848) [took 222.4414s]
20/01/24 23:47:34| INFO d_mul_kde_lr_gs finished [took 590.9249s]
20/01/24 23:48:12| DEBUG [size=11,place=1] best score = 0.01494763; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.992s]
20/01/24 23:48:12| DEBUG [size=11,place=2] best score = 0.01597104; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 36.992s]
20/01/24 23:51:00| DEBUG [size=54,place=1] best score = 0.01323078; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 168.165s]
20/01/24 23:51:00| DEBUG [size=54,place=2] best score = 0.01370742; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 168.166s]
20/01/24 23:52:52| DEBUG [size=30,place=1] best score = 0.01129755; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 111.603s]
20/01/24 23:52:52| DEBUG [size=30,place=2] best score = 0.01370553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 111.603s]
20/01/24 23:54:27| DEBUG [size=28,place=1] best score = 0.00979833; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 94.666s]
20/01/24 23:54:27| DEBUG [size=28,place=2] best score = 0.01378619; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 94.666s]
20/01/24 23:56:23| DEBUG [size=33,place=1] best score = 0.01380560; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 115.959s]
20/01/24 23:56:23| DEBUG [size=33,place=2] best score = 0.01398131; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 115.960s]
20/01/24 23:56:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00980) [took 527.5037s]
21/01/24 00:05:45| INFO d_m3w_kde_lr_gs finished [took 1090.2057s]
21/01/24 00:05:45| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 4517.3864s]
21/01/24 00:05:45| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
21/01/24 00:19:08| INFO d_bin_kde_lr_mc finished [took 799.8106s]
21/01/24 00:19:28| INFO d_bin_kde_lr finished [took 816.8274s]
21/01/24 00:20:49| INFO d_bin_kde_lr_ne finished [took 898.0453s]
21/01/24 00:20:54| INFO d_bin_kde_lr_c finished [took 903.3044s]
21/01/24 00:30:12| INFO d_mul_kde_lr_c finished [took 1460.5543s]
21/01/24 00:30:12| INFO d_m3w_kde_lr finished [took 1461.0176s]
21/01/24 00:30:35| INFO d_mul_kde_lr_ne finished [took 1483.5425s]
21/01/24 00:30:49| INFO d_m3w_kde_lr_mc finished [took 1497.8233s]
21/01/24 00:30:56| INFO d_mul_kde_lr_mc finished [took 1504.6092s]
21/01/24 00:31:10| INFO d_m3w_kde_lr_c finished [took 1518.6512s]
21/01/24 00:31:12| INFO d_mul_kde_lr finished [took 1520.7274s]
21/01/24 00:32:15| INFO ref finished [took 84.9774s]
21/01/24 00:32:18| INFO atc_mc finished [took 81.9787s]
21/01/24 00:32:34| INFO doc finished [took 83.8401s]
21/01/24 00:33:19| INFO d_bin_kde_lr_is finished [took 831.1194s]
21/01/24 00:40:02| INFO d_m3w_kde_lr_ne finished [took 1253.3971s]
21/01/24 00:40:23| INFO d_m3w_kde_lr_is finished [took 1168.2554s]
21/01/24 00:40:25| INFO d_mul_kde_lr_is finished [took 1175.1848s]
21/01/24 00:41:09| INFO d_bin_kde_lr_a finished [took 656.1933s]
21/01/24 00:47:11| INFO d_mul_kde_lr_a finished [took 1018.2846s]
21/01/24 00:48:05| INFO d_m3w_kde_lr_a finished [took 1049.8464s]
21/01/24 00:48:29| DEBUG [size=11,place=1] best score = 0.00836835; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.046s]
21/01/24 00:48:29| DEBUG [size=11,place=2] best score = 0.00871613; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 23.047s]
21/01/24 00:50:14| DEBUG [size=54,place=1] best score = 0.00765545; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 104.473s]
21/01/24 00:50:14| DEBUG [size=54,place=2] best score = 0.00791008; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.473s]
21/01/24 00:51:49| DEBUG [size=46,place=1] best score = 0.00761348; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 95.370s]
21/01/24 00:51:49| DEBUG [size=46,place=2] best score = 0.00765286; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 95.371s]
21/01/24 00:52:53| DEBUG [size=31,place=1] best score = 0.00762706; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 63.509s]
21/01/24 00:52:53| DEBUG [size=31,place=2] best score = 0.00781021; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 63.510s]
21/01/24 00:52:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00761) [took 286.5148s]
21/01/24 00:57:39| INFO d_bin_kde_lr_gs finished [took 572.3171s]
21/01/24 00:58:19| DEBUG [size=11,place=1] best score = 0.00925517; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.750s]
21/01/24 00:58:19| DEBUG [size=11,place=2] best score = 0.00944244; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.751s]
21/01/24 01:01:25| DEBUG [size=54,place=1] best score = 0.00853682; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 185.822s]
21/01/24 01:01:25| DEBUG [size=54,place=2] best score = 0.00863452; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 185.822s]
21/01/24 01:02:51| DEBUG [size=24,place=1] best score = 0.00864056; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 86.076s]
21/01/24 01:02:51| DEBUG [size=24,place=2] best score = 0.00895165; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 86.077s]
21/01/24 01:02:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00854) [took 311.7601s]
21/01/24 01:08:59| INFO d_mul_kde_lr_gs finished [took 679.2114s]
21/01/24 01:09:39| DEBUG [size=11,place=1] best score = 0.01182628; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 39.578s]
21/01/24 01:09:39| DEBUG [size=11,place=2] best score = 0.01189355; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 39.596s]
21/01/24 01:12:41| DEBUG [size=54,place=1] best score = 0.01071160; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 181.346s]
21/01/24 01:12:41| DEBUG [size=54,place=2] best score = 0.01071628; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 181.347s]
21/01/24 01:13:54| DEBUG [size=16,place=1] best score = 0.01070831; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 73.025s]
21/01/24 01:13:54| DEBUG [size=16,place=2] best score = 0.01071176; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 73.025s]
21/01/24 01:15:20| DEBUG [size=23,place=1] best score = 0.01066234; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 86.810s]
21/01/24 01:15:20| DEBUG [size=23,place=2] best score = 0.01080686; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 86.810s]
21/01/24 01:16:32| DEBUG [size=16,place=1] best score = 0.01084226; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 71.347s]
21/01/24 01:16:32| DEBUG [size=16,place=2] best score = 0.01098918; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 71.348s]
21/01/24 01:16:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.01066) [took 452.3024s]
21/01/24 01:27:14| INFO d_m3w_kde_lr_gs finished [took 1094.0483s]
21/01/24 01:27:14| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 4888.2158s]
21/01/24 01:27:14| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
21/01/24 01:40:47| INFO d_bin_kde_lr finished [took 808.6293s]
21/01/24 01:41:37| INFO d_bin_kde_lr_ne finished [took 859.1216s]
21/01/24 01:41:55| INFO d_bin_kde_lr_c finished [took 876.7167s]
21/01/24 01:41:57| INFO d_bin_kde_lr_mc finished [took 879.0736s]
21/01/24 01:48:39| INFO d_m3w_kde_lr finished [took 1281.2952s]
21/01/24 01:48:51| INFO d_m3w_kde_lr_c finished [took 1292.8262s]
21/01/24 01:49:38| INFO d_mul_kde_lr_ne finished [took 1341.8572s]
21/01/24 01:50:03| INFO d_m3w_kde_lr_mc finished [took 1364.8130s]
21/01/24 01:50:08| INFO d_mul_kde_lr finished [took 1370.5186s]
21/01/24 01:50:35| INFO d_mul_kde_lr_c finished [took 1397.6068s]
21/01/24 01:51:07| INFO d_mul_kde_lr_mc finished [took 1428.9410s]
21/01/24 01:51:24| INFO ref finished [took 80.6896s]
21/01/24 01:51:34| INFO atc_mc finished [took 84.9365s]
21/01/24 01:52:02| INFO doc finished [took 86.3030s]
21/01/24 01:54:22| INFO d_bin_kde_lr_is finished [took 764.7825s]
21/01/24 01:59:07| INFO d_m3w_kde_lr_ne finished [took 1099.5731s]
21/01/24 01:59:40| INFO d_bin_kde_lr_a finished [took 660.5310s]
21/01/24 02:00:03| INFO d_m3w_kde_lr_is finished [took 1084.9498s]
21/01/24 02:00:40| INFO d_mul_kde_lr_is finished [took 1124.4586s]
21/01/24 02:05:09| INFO d_mul_kde_lr_a finished [took 977.5540s]
21/01/24 02:05:32| INFO d_m3w_kde_lr_a finished [took 953.0921s]
21/01/24 02:05:56| DEBUG [size=11,place=1] best score = 0.01111346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 23.174s]
21/01/24 02:05:56| DEBUG [size=11,place=2] best score = 0.01185347; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.174s]
21/01/24 02:07:42| DEBUG [size=55,place=1] best score = 0.00974050; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.903s]
21/01/24 02:07:42| DEBUG [size=55,place=2] best score = 0.00988505; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 105.903s]
21/01/24 02:08:44| DEBUG [size=31,place=1] best score = 0.00974361; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 62.789s]
21/01/24 02:08:44| DEBUG [size=31,place=2] best score = 0.00976770; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 62.789s]
21/01/24 02:08:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00974) [took 191.9766s]
21/01/24 02:13:46| INFO d_bin_kde_lr_gs finished [took 493.5587s]
21/01/24 02:14:27| DEBUG [size=11,place=1] best score = 0.01045101; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 40.553s]
21/01/24 02:14:27| DEBUG [size=11,place=2] best score = 0.01096250; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 40.553s]
21/01/24 02:17:27| DEBUG [size=55,place=1] best score = 0.01042926; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 180.412s]
21/01/24 02:17:27| DEBUG [size=55,place=2] best score = 0.01052444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 180.413s]
21/01/24 02:20:26| DEBUG [size=52,place=1] best score = 0.01068892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 178.846s]
21/01/24 02:20:26| DEBUG [size=52,place=2] best score = 0.01077852; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 178.847s]
21/01/24 02:20:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01043) [took 399.9213s]
21/01/24 02:26:38| INFO d_mul_kde_lr_gs finished [took 771.3959s]
21/01/24 02:27:15| DEBUG [size=11,place=1] best score = 0.01345425; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.097s]
21/01/24 02:27:15| DEBUG [size=11,place=2] best score = 0.01420728; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 37.097s]
21/01/24 02:29:50| DEBUG [size=55,place=1] best score = 0.01213608; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 154.168s]
21/01/24 02:29:50| DEBUG [size=55,place=2] best score = 0.01235071; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 154.169s]
21/01/24 02:31:13| DEBUG [size=31,place=1] best score = 0.01213318; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 83.903s]
21/01/24 02:31:13| DEBUG [size=31,place=2] best score = 0.01223228; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 83.903s]
21/01/24 02:33:15| DEBUG [size=40,place=1] best score = 0.01214582; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 121.992s]
21/01/24 02:33:15| DEBUG [size=40,place=2] best score = 0.01316772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 121.993s]
21/01/24 02:33:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01213) [took 397.2778s]
21/01/24 02:38:49| INFO d_m3w_kde_lr_gs finished [took 730.3995s]
21/01/24 02:38:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 4295.1190s]
21/01/24 02:38:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
21/01/24 02:53:51| INFO d_bin_kde_lr finished [took 896.1385s]
21/01/24 02:54:13| INFO d_bin_kde_lr_mc finished [took 917.4632s]
21/01/24 02:54:22| INFO d_bin_kde_lr_ne finished [took 927.0977s]
21/01/24 02:54:34| INFO d_bin_kde_lr_c finished [took 939.3148s]
21/01/24 03:00:07| INFO d_m3w_kde_lr_mc finished [took 1271.4113s]
21/01/24 03:00:29| INFO d_m3w_kde_lr_c finished [took 1297.0194s]
21/01/24 03:01:08| INFO d_m3w_kde_lr finished [took 1333.1425s]
21/01/24 03:01:39| INFO d_mul_kde_lr_c finished [took 1363.8187s]
21/01/24 03:01:45| INFO d_mul_kde_lr_ne finished [took 1369.9387s]
21/01/24 03:01:47| INFO d_mul_kde_lr_mc finished [took 1371.9441s]
21/01/24 03:02:40| INFO d_mul_kde_lr finished [took 1424.4780s]
21/01/24 03:03:04| INFO atc_mc finished [took 77.6325s]
21/01/24 03:03:04| INFO ref finished [took 84.0889s]
21/01/24 03:03:20| INFO doc finished [took 91.3837s]
21/01/24 03:07:21| INFO d_bin_kde_lr_is finished [took 787.7989s]
21/01/24 03:11:26| INFO d_bin_kde_lr_a finished [took 678.9162s]
21/01/24 03:11:37| INFO d_m3w_kde_lr_ne finished [took 1065.0039s]
21/01/24 03:12:13| INFO d_mul_kde_lr_is finished [took 1069.3111s]
21/01/24 03:12:52| INFO d_m3w_kde_lr_is finished [took 1096.5839s]
21/01/24 03:16:37| INFO d_m3w_kde_lr_a finished [took 928.0912s]
21/01/24 03:17:35| INFO d_mul_kde_lr_a finished [took 1024.4690s]
21/01/24 03:18:00| DEBUG [size=11,place=1] best score = 0.01176789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 24.352s]
21/01/24 03:18:00| DEBUG [size=11,place=2] best score = 0.01211225; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 24.352s]
21/01/24 03:19:52| DEBUG [size=56,place=1] best score = 0.00792794; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 111.813s]
21/01/24 03:19:52| DEBUG [size=56,place=2] best score = 0.00801022; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 111.814s]
21/01/24 03:20:36| DEBUG [size=18,place=1] best score = 0.00858639; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.652s]
21/01/24 03:20:36| DEBUG [size=18,place=2] best score = 0.00864864; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 43.652s]
21/01/24 03:20:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00793) [took 179.9295s]
21/01/24 03:26:43| INFO d_bin_kde_lr_gs finished [took 546.9558s]
21/01/24 03:27:24| DEBUG [size=11,place=1] best score = 0.00927582; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.918s]
21/01/24 03:27:24| DEBUG [size=11,place=2] best score = 0.00999577; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 39.919s]
21/01/24 03:30:25| DEBUG [size=54,place=1] best score = 0.00795312; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.078s]
21/01/24 03:30:25| DEBUG [size=54,place=2] best score = 0.00798901; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.078s]
21/01/24 03:31:36| DEBUG [size=16,place=1] best score = 0.00801558; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 71.232s]
21/01/24 03:31:36| DEBUG [size=16,place=2] best score = 0.00814128; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 71.232s]
21/01/24 03:31:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00795) [took 292.3384s]
21/01/24 03:41:10| INFO d_mul_kde_lr_gs finished [took 865.8827s]
21/01/24 03:41:48| DEBUG [size=11,place=1] best score = 0.01104035; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.099s]
21/01/24 03:41:48| DEBUG [size=11,place=2] best score = 0.01158034; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 37.100s]
21/01/24 03:44:30| DEBUG [size=56,place=1] best score = 0.00958164; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 161.979s]
21/01/24 03:44:30| DEBUG [size=56,place=2] best score = 0.00977251; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 161.979s]
21/01/24 03:46:55| DEBUG [size=46,place=1] best score = 0.00912723; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 144.973s]
21/01/24 03:46:55| DEBUG [size=46,place=2] best score = 0.00953258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 144.974s]
21/01/24 03:49:16| DEBUG [size=41,place=1] best score = 0.00846300; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 141.007s]
21/01/24 03:49:16| DEBUG [size=41,place=2] best score = 0.00924009; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 141.008s]
21/01/24 03:51:47| DEBUG [size=45,place=1] best score = 0.00882805; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 150.739s]
21/01/24 03:51:47| DEBUG [size=45,place=2] best score = 0.00889083; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.739s]
21/01/24 03:51:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00846) [took 635.9184s]
21/01/24 03:57:17| INFO d_m3w_kde_lr_gs finished [took 966.1211s]
21/01/24 03:57:17| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4708.6082s]
21/01/24 03:57:17| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
21/01/24 04:13:02| INFO d_bin_kde_lr_mc finished [took 941.3632s]
21/01/24 04:13:44| INFO d_bin_kde_lr_ne finished [took 981.4156s]
21/01/24 04:13:56| INFO d_bin_kde_lr finished [took 993.4156s]
21/01/24 04:14:08| INFO d_bin_kde_lr_c finished [took 1005.3757s]
21/01/24 04:16:46| INFO d_m3w_kde_lr finished [took 1162.6029s]
21/01/24 04:17:51| INFO d_m3w_kde_lr_c finished [took 1227.6105s]
21/01/24 04:18:30| INFO d_mul_kde_lr_mc finished [took 1266.7363s]
21/01/24 04:18:34| INFO d_mul_kde_lr_c finished [took 1271.2069s]
21/01/24 04:19:03| INFO d_m3w_kde_lr_mc finished [took 1299.7042s]
21/01/24 04:19:08| INFO d_mul_kde_lr finished [took 1304.9762s]
21/01/24 04:19:25| INFO ref finished [took 50.4481s]
21/01/24 04:19:59| INFO d_mul_kde_lr_ne finished [took 1355.8193s]
21/01/24 04:20:17| INFO doc finished [took 67.7205s]
21/01/24 04:20:26| INFO atc_mc finished [took 82.0414s]
21/01/24 04:28:34| INFO d_bin_kde_lr_a finished [took 707.0449s]
21/01/24 04:28:41| INFO d_m3w_kde_lr_ne finished [took 938.6457s]
21/01/24 04:28:44| INFO d_bin_kde_lr_is finished [took 899.0993s]
21/01/24 04:30:29| INFO d_mul_kde_lr_is finished [took 991.2406s]
21/01/24 04:31:51| INFO d_m3w_kde_lr_is finished [took 1061.4967s]
21/01/24 04:32:23| INFO d_m3w_kde_lr_a finished [took 832.2561s]
21/01/24 04:33:14| INFO d_mul_kde_lr_a finished [took 922.1325s]
21/01/24 04:33:43| DEBUG [size=11,place=1] best score = 0.00889497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 27.934s]
21/01/24 04:33:43| DEBUG [size=11,place=2] best score = 0.00930481; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 27.935s]
21/01/24 04:36:09| DEBUG [size=56,place=1] best score = 0.00824032; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.605s]
21/01/24 04:36:09| DEBUG [size=56,place=2] best score = 0.00824365; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 146.606s]
21/01/24 04:37:03| DEBUG [size=18,place=1] best score = 0.00834831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 53.137s]
21/01/24 04:37:03| DEBUG [size=18,place=2] best score = 0.00835866; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 53.138s]
21/01/24 04:37:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00824) [took 227.7878s]
21/01/24 04:44:01| INFO d_bin_kde_lr_gs finished [took 646.5972s]
21/01/24 04:44:47| DEBUG [size=11,place=1] best score = 0.00863237; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 44.373s]
21/01/24 04:44:47| DEBUG [size=11,place=2] best score = 0.00864409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 44.374s]
21/01/24 04:48:19| DEBUG [size=56,place=1] best score = 0.00711483; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 212.444s]
21/01/24 04:48:19| DEBUG [size=56,place=2] best score = 0.00776379; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 212.444s]
21/01/24 04:50:13| DEBUG [size=29,place=1] best score = 0.00714328; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 114.283s]
21/01/24 04:50:13| DEBUG [size=29,place=2] best score = 0.00763108; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 114.284s]
21/01/24 04:50:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00711) [took 371.2121s]
21/01/24 04:56:49| INFO d_mul_kde_lr_gs finished [took 766.8946s]
21/01/24 04:57:31| DEBUG [size=11,place=1] best score = 0.00730535; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 41.103s]
21/01/24 04:57:31| DEBUG [size=11,place=2] best score = 0.00731914; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 41.104s]
21/01/24 05:00:40| DEBUG [size=56,place=1] best score = 0.00656356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 188.641s]
21/01/24 05:00:40| DEBUG [size=56,place=2] best score = 0.00702380; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 188.642s]
21/01/24 05:02:15| DEBUG [size=29,place=1] best score = 0.00658721; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 94.567s]
21/01/24 05:02:15| DEBUG [size=29,place=2] best score = 0.00668440; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 94.568s]
21/01/24 05:02:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00656) [took 324.4270s]
21/01/24 05:08:28| INFO d_m3w_kde_lr_gs finished [took 697.9643s]
21/01/24 05:08:28| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 4270.8450s]
21/01/24 05:08:28| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
21/01/24 05:28:01| INFO d_bin_kde_lr_mc finished [took 1167.3308s]
21/01/24 05:28:56| INFO d_bin_kde_lr_ne finished [took 1222.6145s]
21/01/24 05:30:22| INFO d_bin_kde_lr finished [took 1308.6753s]
21/01/24 05:30:34| INFO d_bin_kde_lr_c finished [took 1320.2409s]
21/01/24 05:32:09| INFO d_m3w_kde_lr_mc finished [took 1416.1159s]
21/01/24 05:32:59| INFO d_m3w_kde_lr finished [took 1466.0289s]
21/01/24 05:33:07| INFO d_m3w_kde_lr_c finished [took 1475.3942s]
21/01/24 05:34:29| INFO d_mul_kde_lr finished [took 1556.4725s]
21/01/24 05:34:41| INFO d_mul_kde_lr_c finished [took 1567.4143s]
21/01/24 05:34:52| INFO d_mul_kde_lr_ne finished [took 1578.6374s]
21/01/24 05:35:01| INFO d_mul_kde_lr_mc finished [took 1587.5573s]
21/01/24 05:35:37| INFO ref finished [took 67.5090s]
21/01/24 05:36:09| INFO doc finished [took 76.1913s]
21/01/24 05:36:10| INFO atc_mc finished [took 88.3179s]
21/01/24 05:47:17| INFO d_bin_kde_lr_is finished [took 1100.1858s]
21/01/24 05:48:29| INFO d_bin_kde_lr_a finished [took 979.1233s]
21/01/24 05:49:07| INFO d_m3w_kde_lr_is finished [took 1112.1699s]
21/01/24 05:49:47| INFO d_m3w_kde_lr_ne finished [took 1305.7550s]
21/01/24 05:50:21| INFO d_mul_kde_lr_is finished [took 1198.4735s]
21/01/24 05:51:01| INFO d_m3w_kde_lr_a finished [took 1073.3118s]
21/01/24 05:52:24| INFO d_mul_kde_lr_a finished [took 1163.8968s]
21/01/24 05:52:59| DEBUG [size=11,place=1] best score = 0.00699107; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 34.204s]
21/01/24 05:52:59| DEBUG [size=11,place=2] best score = 0.00731255; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 34.205s]
21/01/24 05:55:45| DEBUG [size=54,place=1] best score = 0.00687376; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 165.751s]
21/01/24 05:55:45| DEBUG [size=54,place=2] best score = 0.00693985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 165.752s]
21/01/24 05:56:19| DEBUG [size=11,place=1] best score = 0.00711107; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 34.218s]
21/01/24 05:56:19| DEBUG [size=11,place=2] best score = 0.00734570; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 34.219s]
21/01/24 05:56:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00687) [took 234.2899s]
21/01/24 06:03:37| INFO d_bin_kde_lr_gs finished [took 671.5280s]
21/01/24 06:04:23| DEBUG [size=11,place=1] best score = 0.00697943; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 45.330s]
21/01/24 06:04:23| DEBUG [size=11,place=2] best score = 0.00725902; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 45.331s]
21/01/24 06:07:58| DEBUG [size=54,place=1] best score = 0.00683542; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.603s]
21/01/24 06:07:58| DEBUG [size=54,place=2] best score = 0.00686220; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 215.604s]
21/01/24 06:09:08| DEBUG [size=15,place=1] best score = 0.00703170; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 69.513s]
21/01/24 06:09:08| DEBUG [size=15,place=2] best score = 0.00711512; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 69.514s]
21/01/24 06:09:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00684) [took 330.5571s]
21/01/24 06:17:19| INFO d_mul_kde_lr_gs finished [took 821.6412s]
21/01/24 06:18:01| DEBUG [size=11,place=1] best score = 0.00581814; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 41.074s]
21/01/24 06:18:01| DEBUG [size=11,place=2] best score = 0.00670593; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 41.075s]
21/01/24 06:21:16| DEBUG [size=54,place=1] best score = 0.00577377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 195.597s]
21/01/24 06:21:16| DEBUG [size=54,place=2] best score = 0.00579577; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 195.597s]
21/01/24 06:22:18| DEBUG [size=16,place=1] best score = 0.00581385; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 61.148s]
21/01/24 06:22:18| DEBUG [size=16,place=2] best score = 0.00582564; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 61.148s]
21/01/24 06:22:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00577) [took 297.9857s]
21/01/24 06:30:32| INFO d_m3w_kde_lr_gs finished [took 792.2660s]
21/01/24 06:30:32| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 4923.7301s]
----------------------------------------------------------------------------------------------------
21/01/24 14:15:13| INFO dataset rcv1_GCAT [pool size: 10]
21/01/24 14:15:13| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
21/01/24 14:15:18| WARNING Method bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 14:15:18| WARNING Method bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 14:15:18| WARNING Method bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 14:15:19| WARNING Method bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 14:15:21| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 14:15:23| WARNING Method bin_sld_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 14:17:53| INFO m3w_sld_lr_is finished [took 152.0799s]
21/01/24 14:18:01| INFO m3w_sld_lr_mc finished [took 162.3707s]
21/01/24 14:18:05| INFO mul_sld_lr finished [took 167.9245s]
21/01/24 14:18:08| INFO mul_sld_lr_a finished [took 162.4699s]
21/01/24 14:18:10| INFO m3w_sld_lr_c finished [took 173.5452s]
21/01/24 14:18:11| INFO m3w_sld_lr_ne finished [took 172.0208s]
21/01/24 14:18:11| INFO m3w_sld_lr finished [took 173.1745s]
21/01/24 14:18:12| INFO mul_sld_lr_mc finished [took 173.5632s]
21/01/24 14:18:19| INFO mul_sld_lr_is finished [took 179.4997s]
21/01/24 14:18:24| INFO mul_sld_lr_c finished [took 185.3925s]
21/01/24 14:18:26| INFO mul_sld_lr_ne finished [took 187.3676s]
21/01/24 14:19:05| INFO ref finished [took 63.5921s]
21/01/24 14:19:12| INFO atc_mc finished [took 66.5007s]
21/01/24 14:19:14| INFO m3w_sld_lr_a finished [took 80.0495s]
21/01/24 14:19:15| INFO doc finished [took 66.5068s]
21/01/24 14:19:17| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work
21/01/24 14:26:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00743) [took 418.1051s]
21/01/24 14:27:17| INFO mul_sld_lr_gs finished [took 479.2031s]
21/01/24 14:34:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00631) [took 428.1582s]
21/01/24 14:35:19| INFO m3w_sld_lr_gs finished [took 481.0097s]
21/01/24 14:35:19| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 1205.6466s]
21/01/24 14:35:19| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
21/01/24 14:37:37| INFO m3w_sld_lr_c finished [took 135.1268s]
21/01/24 14:37:52| INFO m3w_sld_lr_mc finished [took 149.9621s]
21/01/24 14:38:09| INFO m3w_sld_lr finished [took 167.3713s]
21/01/24 14:38:27| INFO mul_sld_lr_mc finished [took 185.8923s]
21/01/24 14:38:32| INFO bin_sld_lr finished [took 189.8349s]
21/01/24 14:38:32| INFO mul_sld_lr_ne finished [took 190.1041s]
21/01/24 14:38:35| INFO bin_sld_lr_mc finished [took 192.6331s]
21/01/24 14:38:35| INFO mul_sld_lr finished [took 192.8212s]
21/01/24 14:38:36| INFO mul_sld_lr_c finished [took 194.5704s]
21/01/24 14:38:42| INFO bin_sld_lr_c finished [took 199.6808s]
21/01/24 14:38:45| INFO bin_sld_lr_ne finished [took 202.5865s]
21/01/24 14:39:43| INFO m3w_sld_lr_ne finished [took 125.1295s]
21/01/24 14:40:21| INFO ref finished [took 105.2595s]
21/01/24 14:40:25| INFO bin_sld_lr_is finished [took 152.5161s]
21/01/24 14:40:32| INFO atc_mc finished [took 113.9212s]
21/01/24 14:40:40| INFO mul_sld_lr_is finished [took 150.6092s]
21/01/24 14:40:46| INFO m3w_sld_lr_is finished [took 137.8374s]
21/01/24 14:40:47| INFO doc finished [took 124.3850s]
21/01/24 14:40:49| INFO bin_sld_lr_a finished [took 136.3487s]
21/01/24 14:40:50| INFO m3w_sld_lr_a finished [took 134.4902s]
21/01/24 14:40:58| INFO mul_sld_lr_a finished [took 145.1018s]
21/01/24 14:43:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00504) [took 143.4589s]
21/01/24 14:44:25| INFO bin_sld_lr_gs finished [took 205.0024s]
21/01/24 14:54:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00688) [took 600.5642s]
21/01/24 14:55:29| INFO mul_sld_lr_gs finished [took 662.7441s]
21/01/24 15:02:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00727) [took 437.9127s]
21/01/24 15:03:40| INFO m3w_sld_lr_gs finished [took 491.0603s]
21/01/24 15:03:40| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1701.3040s]
21/01/24 15:03:40| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
21/01/24 15:05:34| INFO m3w_sld_lr_c finished [took 110.5636s]
21/01/24 15:06:21| INFO m3w_sld_lr_mc finished [took 157.9988s]
21/01/24 15:06:32| INFO bin_sld_lr finished [took 170.3152s]
21/01/24 15:06:34| INFO m3w_sld_lr finished [took 171.1825s]
21/01/24 15:06:45| INFO mul_sld_lr_mc finished [took 182.3546s]
21/01/24 15:06:55| INFO bin_sld_lr_c finished [took 191.9765s]
21/01/24 15:06:59| INFO bin_sld_lr_mc finished [took 196.3131s]
21/01/24 15:07:04| INFO mul_sld_lr_c finished [took 200.6257s]
21/01/24 15:07:04| INFO bin_sld_lr_ne finished [took 201.0248s]
21/01/24 15:07:08| INFO mul_sld_lr_ne finished [took 204.6370s]
21/01/24 15:07:11| INFO mul_sld_lr finished [took 208.3946s]
21/01/24 15:08:06| INFO m3w_sld_lr_ne finished [took 151.2588s]
21/01/24 15:08:35| INFO bin_sld_lr_a finished [took 108.9631s]
21/01/24 15:08:50| INFO m3w_sld_lr_a finished [took 109.6919s]
21/01/24 15:08:57| INFO mul_sld_lr_is finished [took 144.0803s]
21/01/24 15:08:57| INFO m3w_sld_lr_is finished [took 142.1902s]
21/01/24 15:09:05| INFO ref finished [took 120.5720s]
21/01/24 15:09:06| INFO bin_sld_lr_is finished [took 163.9234s]
21/01/24 15:09:07| INFO doc finished [took 118.4354s]
21/01/24 15:09:12| INFO atc_mc finished [took 126.7297s]
21/01/24 15:09:20| INFO mul_sld_lr_a finished [took 144.2784s]
21/01/24 15:11:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00796) [took 152.9326s]
21/01/24 15:12:58| INFO bin_sld_lr_gs finished [took 216.4369s]
21/01/24 15:22:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 599.7883s]
21/01/24 15:23:59| INFO mul_sld_lr_gs finished [took 660.7821s]
21/01/24 15:31:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00726) [took 432.0547s]
21/01/24 15:32:03| INFO m3w_sld_lr_gs finished [took 483.0880s]
21/01/24 15:32:03| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1702.7952s]
21/01/24 15:32:03| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
21/01/24 15:34:50| INFO m3w_sld_lr_mc finished [took 164.6675s]
21/01/24 15:34:55| INFO m3w_sld_lr finished [took 169.6362s]
21/01/24 15:34:55| INFO m3w_sld_lr_c finished [took 169.7380s]
21/01/24 15:35:02| INFO mul_sld_lr_ne finished [took 176.3615s]
21/01/24 15:35:04| INFO bin_sld_lr_mc finished [took 178.5278s]
21/01/24 15:35:12| INFO mul_sld_lr_mc finished [took 186.2482s]
21/01/24 15:35:14| INFO bin_sld_lr_c finished [took 187.9671s]
21/01/24 15:35:17| INFO bin_sld_lr finished [took 191.1187s]
21/01/24 15:35:21| INFO mul_sld_lr finished [took 195.9684s]
21/01/24 15:35:23| INFO bin_sld_lr_ne finished [took 198.0822s]
21/01/24 15:35:26| INFO mul_sld_lr_c finished [took 200.4756s]
21/01/24 15:36:58| INFO ref finished [took 100.2240s]
21/01/24 15:37:05| INFO atc_mc finished [took 103.6522s]
21/01/24 15:37:13| INFO doc finished [took 108.4056s]
21/01/24 15:37:19| INFO m3w_sld_lr_ne finished [took 147.8684s]
21/01/24 15:37:26| INFO m3w_sld_lr_is finished [took 143.5662s]
21/01/24 15:37:28| INFO m3w_sld_lr_a finished [took 133.2961s]
21/01/24 15:37:28| INFO bin_sld_lr_a finished [took 143.7858s]
21/01/24 15:37:37| INFO mul_sld_lr_a finished [took 144.0470s]
21/01/24 15:37:39| INFO bin_sld_lr_is finished [took 163.3105s]
21/01/24 15:37:41| INFO mul_sld_lr_is finished [took 165.1169s]
21/01/24 15:40:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00627) [took 150.6153s]
21/01/24 15:41:14| INFO bin_sld_lr_gs finished [took 211.5028s]
21/01/24 15:51:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00635) [took 602.8603s]
21/01/24 15:52:23| INFO mul_sld_lr_gs finished [took 668.1173s]
21/01/24 15:59:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00683) [took 428.7311s]
21/01/24 16:00:24| INFO m3w_sld_lr_gs finished [took 480.8043s]
21/01/24 16:00:24| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1701.0892s]
21/01/24 16:00:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
21/01/24 16:02:47| INFO m3w_sld_lr_c finished [took 140.7749s]
21/01/24 16:03:18| INFO m3w_sld_lr_mc finished [took 172.0381s]
21/01/24 16:03:19| INFO mul_sld_lr finished [took 174.0025s]
21/01/24 16:03:22| INFO m3w_sld_lr finished [took 176.4541s]
21/01/24 16:03:26| INFO bin_sld_lr_c finished [took 179.9865s]
21/01/24 16:03:41| INFO mul_sld_lr_ne finished [took 194.9648s]
21/01/24 16:03:42| INFO bin_sld_lr_ne finished [took 196.3721s]
21/01/24 16:03:44| INFO mul_sld_lr_mc finished [took 198.1236s]
21/01/24 16:03:49| INFO mul_sld_lr_c finished [took 203.2023s]
21/01/24 16:03:52| INFO bin_sld_lr finished [took 205.8397s]
21/01/24 16:03:52| INFO bin_sld_lr_mc finished [took 206.1429s]
21/01/24 16:04:44| INFO m3w_sld_lr_ne finished [took 116.4754s]
21/01/24 16:05:24| INFO atc_mc finished [took 94.3308s]
21/01/24 16:05:30| INFO m3w_sld_lr_a finished [took 106.9077s]
21/01/24 16:05:43| INFO mul_sld_lr_is finished [took 142.5338s]
21/01/24 16:05:43| INFO ref finished [took 118.1137s]
21/01/24 16:05:47| INFO m3w_sld_lr_is finished [took 144.1639s]
21/01/24 16:05:58| INFO bin_sld_lr_is finished [took 158.9598s]
21/01/24 16:05:58| INFO mul_sld_lr_a finished [took 136.4094s]
21/01/24 16:05:59| INFO doc finished [took 127.2096s]
21/01/24 16:06:01| INFO bin_sld_lr_a finished [took 154.7246s]
21/01/24 16:08:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00771) [took 160.4337s]
21/01/24 16:09:42| INFO bin_sld_lr_gs finished [took 220.3337s]
21/01/24 16:19:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 596.3983s]
21/01/24 16:20:42| INFO mul_sld_lr_gs finished [took 659.1041s]
21/01/24 16:27:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00644) [took 428.9360s]
21/01/24 16:28:43| INFO m3w_sld_lr_gs finished [took 480.3927s]
21/01/24 16:28:43| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1698.6336s]
21/01/24 16:28:43| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
21/01/24 16:31:04| INFO m3w_sld_lr_mc finished [took 138.6078s]
21/01/24 16:31:27| INFO m3w_sld_lr_c finished [took 162.2397s]
21/01/24 16:31:38| INFO m3w_sld_lr finished [took 172.3790s]
21/01/24 16:31:43| INFO bin_sld_lr finished [took 178.7261s]
21/01/24 16:31:59| INFO mul_sld_lr_ne finished [took 194.0343s]
21/01/24 16:32:00| INFO bin_sld_lr_c finished [took 194.1289s]
21/01/24 16:32:01| INFO mul_sld_lr finished [took 195.7795s]
21/01/24 16:32:05| INFO bin_sld_lr_ne finished [took 199.9712s]
21/01/24 16:32:14| INFO bin_sld_lr_mc finished [took 208.3413s]
21/01/24 16:32:16| INFO mul_sld_lr_mc finished [took 210.6109s]
21/01/24 16:32:17| INFO mul_sld_lr_c finished [took 211.8513s]
21/01/24 16:33:18| INFO m3w_sld_lr_is finished [took 93.5879s]
21/01/24 16:33:20| INFO m3w_sld_lr_ne finished [took 136.0124s]
21/01/24 16:33:50| INFO bin_sld_lr_is finished [took 142.0745s]
21/01/24 16:33:55| INFO ref finished [took 108.1273s]
21/01/24 16:34:04| INFO doc finished [took 106.8514s]
21/01/24 16:34:08| INFO mul_sld_lr_is finished [took 149.6662s]
21/01/24 16:34:12| INFO m3w_sld_lr_a finished [took 129.6053s]
21/01/24 16:34:15| INFO atc_mc finished [took 120.3193s]
21/01/24 16:34:17| INFO bin_sld_lr_a finished [took 136.2541s]
21/01/24 16:34:32| INFO mul_sld_lr_a finished [took 151.2755s]
21/01/24 16:37:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00606) [took 155.8090s]
21/01/24 16:38:08| INFO bin_sld_lr_gs finished [took 215.0879s]
21/01/24 16:48:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00687) [took 597.7571s]
21/01/24 16:49:12| INFO mul_sld_lr_gs finished [took 663.2842s]
21/01/24 16:56:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00650) [took 429.3085s]
21/01/24 16:57:12| INFO m3w_sld_lr_gs finished [took 479.4206s]
21/01/24 16:57:12| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1708.8875s]
21/01/24 16:57:12| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
21/01/24 16:59:47| INFO m3w_sld_lr_mc finished [took 152.8424s]
21/01/24 17:00:05| INFO m3w_sld_lr_c finished [took 171.1092s]
21/01/24 17:00:07| INFO m3w_sld_lr finished [took 172.6013s]
21/01/24 17:00:27| INFO mul_sld_lr_ne finished [took 193.1678s]
21/01/24 17:00:30| INFO mul_sld_lr_mc finished [took 196.7256s]
21/01/24 17:00:34| INFO mul_sld_lr finished [took 199.9952s]
21/01/24 17:00:38| INFO bin_sld_lr_ne finished [took 203.5843s]
21/01/24 17:00:43| INFO bin_sld_lr finished [took 208.5981s]
21/01/24 17:00:45| INFO mul_sld_lr_c finished [took 210.5000s]
21/01/24 17:00:46| INFO bin_sld_lr_c finished [took 211.7555s]
21/01/24 17:00:48| INFO bin_sld_lr_mc finished [took 213.8947s]
21/01/24 17:02:00| INFO m3w_sld_lr_ne finished [took 132.2745s]
21/01/24 17:02:37| INFO atc_mc finished [took 111.8238s]
21/01/24 17:02:40| INFO ref finished [took 115.8771s]
21/01/24 17:02:41| INFO bin_sld_lr_a finished [took 130.1628s]
21/01/24 17:02:43| INFO m3w_sld_lr_is finished [took 134.3146s]
21/01/24 17:02:51| INFO mul_sld_lr_is finished [took 163.2942s]
21/01/24 17:02:52| INFO bin_sld_lr_is finished [took 165.6073s]
21/01/24 17:02:54| INFO m3w_sld_lr_a finished [took 135.1362s]
21/01/24 17:02:54| INFO doc finished [took 127.1710s]
21/01/24 17:03:06| INFO mul_sld_lr_a finished [took 151.2364s]
21/01/24 17:05:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00490) [took 146.9358s]
21/01/24 17:06:37| INFO bin_sld_lr_gs finished [took 209.8754s]
21/01/24 17:16:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00615) [took 592.9232s]
21/01/24 17:17:32| INFO mul_sld_lr_gs finished [took 653.8014s]
21/01/24 17:24:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00549) [took 427.2668s]
21/01/24 17:25:31| INFO m3w_sld_lr_gs finished [took 478.5981s]
21/01/24 17:25:31| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1698.8232s]
21/01/24 17:25:31| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
21/01/24 17:28:01| INFO m3w_sld_lr_mc finished [took 147.9410s]
21/01/24 17:28:16| INFO m3w_sld_lr_c finished [took 162.8036s]
21/01/24 17:28:23| INFO m3w_sld_lr finished [took 169.4178s]
21/01/24 17:28:55| INFO bin_sld_lr_ne finished [took 202.1414s]
21/01/24 17:28:55| INFO bin_sld_lr_mc finished [took 201.9691s]
21/01/24 17:29:09| INFO bin_sld_lr finished [took 215.7253s]
21/01/24 17:29:10| INFO mul_sld_lr_ne finished [took 216.5264s]
21/01/24 17:29:20| INFO bin_sld_lr_c finished [took 226.1103s]
21/01/24 17:29:23| INFO mul_sld_lr_mc finished [took 229.4811s]
21/01/24 17:29:32| INFO mul_sld_lr finished [took 238.2082s]
21/01/24 17:29:44| INFO mul_sld_lr_c finished [took 250.5274s]
21/01/24 17:30:19| INFO m3w_sld_lr_ne finished [took 136.5150s]
21/01/24 17:30:54| INFO m3w_sld_lr_is finished [took 118.2431s]
21/01/24 17:31:01| INFO atc_mc finished [took 97.1861s]
21/01/24 17:31:13| INFO ref finished [took 112.7999s]
21/01/24 17:31:17| INFO bin_sld_lr_is finished [took 180.2275s]
21/01/24 17:31:18| INFO m3w_sld_lr_a finished [took 126.6148s]
21/01/24 17:31:24| INFO doc finished [took 111.6921s]
21/01/24 17:31:40| INFO bin_sld_lr_a finished [took 163.6320s]
21/01/24 17:31:41| INFO mul_sld_lr_is finished [took 197.8840s]
21/01/24 17:31:48| INFO mul_sld_lr_a finished [took 158.5246s]
21/01/24 17:34:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00815) [took 139.0083s]
21/01/24 17:35:08| INFO bin_sld_lr_gs finished [took 199.4691s]
21/01/24 17:44:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00817) [took 590.1070s]
21/01/24 17:45:59| INFO mul_sld_lr_gs finished [took 649.3486s]
21/01/24 17:53:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00914) [took 429.6655s]
21/01/24 17:54:01| INFO m3w_sld_lr_gs finished [took 481.2377s]
21/01/24 17:54:01| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1710.0866s]
21/01/24 17:54:01| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
21/01/24 17:56:39| INFO m3w_sld_lr finished [took 156.4457s]
21/01/24 17:56:47| INFO bin_sld_lr_mc finished [took 164.0928s]
21/01/24 17:56:50| INFO m3w_sld_lr_c finished [took 166.7711s]
21/01/24 17:56:50| INFO m3w_sld_lr_mc finished [took 167.2558s]
21/01/24 17:57:08| INFO bin_sld_lr_ne finished [took 184.4598s]
21/01/24 17:57:10| INFO bin_sld_lr_c finished [took 187.0571s]
21/01/24 17:57:17| INFO bin_sld_lr finished [took 195.0153s]
21/01/24 17:57:35| INFO mul_sld_lr_ne finished [took 211.8631s]
21/01/24 17:57:43| INFO mul_sld_lr finished [took 220.4963s]
21/01/24 17:57:50| INFO mul_sld_lr_c finished [took 227.3472s]
21/01/24 17:57:51| INFO mul_sld_lr_mc finished [took 228.1630s]
21/01/24 17:58:58| INFO m3w_sld_lr_ne finished [took 138.2159s]
21/01/24 17:59:16| INFO bin_sld_lr_is finished [took 148.0801s]
21/01/24 17:59:20| INFO bin_sld_lr_a finished [took 131.5908s]
21/01/24 17:59:20| INFO m3w_sld_lr_a finished [took 122.1470s]
21/01/24 17:59:22| INFO m3w_sld_lr_is finished [took 150.4591s]
21/01/24 17:59:30| INFO ref finished [took 114.4112s]
21/01/24 17:59:38| INFO doc finished [took 107.3032s]
21/01/24 17:59:40| INFO atc_mc finished [took 115.6812s]
21/01/24 17:59:58| INFO mul_sld_lr_is finished [took 188.0260s]
21/01/24 18:00:14| INFO mul_sld_lr_a finished [took 183.9338s]
21/01/24 18:02:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00626) [took 114.0180s]
21/01/24 18:03:08| INFO bin_sld_lr_gs finished [took 173.1806s]
21/01/24 18:12:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00929) [took 563.0713s]
21/01/24 18:13:31| INFO mul_sld_lr_gs finished [took 621.8713s]
21/01/24 18:20:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00610) [took 424.7142s]
21/01/24 18:21:27| INFO m3w_sld_lr_gs finished [took 475.4126s]
21/01/24 18:21:27| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 1645.6920s]
----------------------------------------------------------------------------------------------------
21/01/24 19:28:30| INFO dataset rcv1_GCAT [pool size: 10]
21/01/24 19:28:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
21/01/24 19:28:35| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 19:28:35| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 19:28:35| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 19:28:35| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 19:28:39| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 19:28:41| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
21/01/24 19:30:29| WARNING Method mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
21/01/24 19:30:43| WARNING Method mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
21/01/24 19:30:44| WARNING Method mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
21/01/24 19:30:46| WARNING Method mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
21/01/24 19:30:48| WARNING Method mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
21/01/24 19:31:02| WARNING Method mul_kde_lr_a failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity.
21/01/24 19:32:24| INFO ref finished [took 97.7488s]
21/01/24 19:32:24| INFO doc finished [took 96.5573s]
21/01/24 19:32:48| INFO atc_mc finished [took 121.0170s]
21/01/24 19:41:12| INFO m3w_kde_lr_ne finished [took 754.0043s]
21/01/24 19:41:18| INFO m3w_kde_lr finished [took 762.6308s]
21/01/24 19:41:27| INFO m3w_kde_lr_is finished [took 768.6382s]
21/01/24 19:41:30| INFO m3w_kde_lr_a finished [took 659.0871s]
21/01/24 19:41:33| INFO m3w_kde_lr_mc finished [took 779.9016s]
21/01/24 19:41:48| INFO m3w_kde_lr_c finished [took 793.0703s]
21/01/24 19:42:07| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
21/01/24 22:07:48| WARNING Method mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
21/01/24 22:10:20| DEBUG [size=11,place=1] best score = 0.00688376; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.814s]
21/01/24 22:10:20| DEBUG [size=11,place=2] best score = 0.00844661; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.815s]
21/01/24 22:26:59| DEBUG [size=54,place=1] best score = 0.00633046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 998.862s]
21/01/24 22:26:59| DEBUG [size=54,place=2] best score = 0.00646829; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 998.863s]
21/01/24 22:32:23| DEBUG [size=24,place=1] best score = 0.00610283; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.724s]
21/01/24 22:32:23| DEBUG [size=24,place=2] best score = 0.00611330; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 324.724s]
21/01/24 22:34:54| DEBUG [size=14,place=1] best score = 0.00600637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.326s]
21/01/24 22:34:54| DEBUG [size=14,place=2] best score = 0.00617393; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 150.326s]
21/01/24 22:38:03| DEBUG [size=22,place=1] best score = 0.00573871; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.397s]
21/01/24 22:38:03| DEBUG [size=22,place=2] best score = 0.00575396; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 189.398s]
21/01/24 22:39:42| DEBUG [size=12,place=1] best score = 0.00596752; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 99.165s]
21/01/24 22:39:42| DEBUG [size=12,place=2] best score = 0.00603096; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 99.165s]
21/01/24 22:39:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00574) [took 1913.4177s]
21/01/24 22:46:00| INFO m3w_kde_lr_gs finished [took 2290.8469s]
21/01/24 22:46:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 11849.4047s]
21/01/24 22:46:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started
21/01/24 22:57:57| INFO bin_kde_lr finished [took 711.7861s]
21/01/24 22:59:08| INFO bin_kde_lr_ne finished [took 781.8607s]
21/01/24 22:59:18| INFO bin_kde_lr_c finished [took 791.8797s]
21/01/24 22:59:29| INFO bin_kde_lr_mc finished [took 803.5324s]
21/01/24 23:02:02| INFO m3w_kde_lr finished [took 956.1816s]
21/01/24 23:03:02| INFO m3w_kde_lr_mc finished [took 1016.1724s]
21/01/24 23:03:24| INFO m3w_kde_lr_c finished [took 1038.1203s]
21/01/24 23:03:27| INFO mul_kde_lr finished [took 1044.6121s]
21/01/24 23:04:25| INFO mul_kde_lr_c finished [took 1099.9479s]
21/01/24 23:04:31| INFO ref finished [took 63.0066s]
21/01/24 23:04:49| INFO mul_kde_lr_mc finished [took 1123.5863s]
21/01/24 23:04:53| INFO mul_kde_lr_ne finished [took 1127.0436s]
21/01/24 23:05:33| INFO doc finished [took 60.9684s]
21/01/24 23:05:47| INFO atc_mc finished [took 80.7296s]
21/01/24 23:09:08| INFO bin_kde_lr_is finished [took 599.3045s]
21/01/24 23:10:33| INFO m3w_kde_lr_ne finished [took 755.4124s]
21/01/24 23:10:52| INFO bin_kde_lr_a finished [took 528.8243s]
21/01/24 23:12:39| INFO m3w_kde_lr_is finished [took 789.0950s]
21/01/24 23:13:10| INFO mul_kde_lr_is finished [took 831.7986s]
21/01/24 23:14:13| INFO m3w_kde_lr_a finished [took 648.4215s]
21/01/24 23:15:10| INFO mul_kde_lr_a finished [took 727.4378s]
21/01/24 23:16:09| DEBUG [size=11,place=1] best score = 0.00546090; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 58.181s]
21/01/24 23:16:09| DEBUG [size=11,place=2] best score = 0.00551962; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 58.182s]
21/01/24 23:22:16| DEBUG [size=54,place=1] best score = 0.00484259; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 366.757s]
21/01/24 23:22:16| DEBUG [size=54,place=2] best score = 0.00488013; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 366.757s]
21/01/24 23:25:32| DEBUG [size=42,place=1] best score = 0.00461359; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 196.251s]
21/01/24 23:25:32| DEBUG [size=42,place=2] best score = 0.00462255; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 196.252s]
21/01/24 23:26:17| DEBUG [size=12,place=1] best score = 0.00459026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 45.054s]
21/01/24 23:26:17| DEBUG [size=12,place=2] best score = 0.00461346; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 45.055s]
21/01/24 23:28:17| DEBUG [size=31,place=1] best score = 0.00461461; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 119.622s]
21/01/24 23:28:17| DEBUG [size=31,place=2] best score = 0.00461740; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 119.623s]
21/01/24 23:28:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00459) [took 785.9871s]
21/01/24 23:32:33| INFO bin_kde_lr_gs finished [took 1041.6770s]
21/01/24 23:36:05| DEBUG [size=11,place=1] best score = 0.00675539; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 211.448s]
21/01/24 23:36:05| DEBUG [size=11,place=2] best score = 0.00749861; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 211.449s]
21/01/24 23:58:29| DEBUG [size=54,place=1] best score = 0.00646700; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1344.109s]
21/01/24 23:58:29| DEBUG [size=54,place=2] best score = 0.00689403; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1344.109s]
22/01/24 00:18:18| DEBUG [size=46,place=1] best score = 0.00619932; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1189.504s]
22/01/24 00:18:18| DEBUG [size=46,place=2] best score = 0.00629830; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1189.504s]
22/01/24 00:22:34| DEBUG [size=14,place=1] best score = 0.00614629; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 255.674s]
22/01/24 00:22:34| DEBUG [size=14,place=2] best score = 0.00635184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 255.674s]
22/01/24 00:38:35| DEBUG [size=42,place=1] best score = 0.00605371; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 960.696s]
22/01/24 00:38:35| DEBUG [size=42,place=2] best score = 0.00623537; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 960.696s]
22/01/24 00:47:34| DEBUG [size=32,place=1] best score = 0.00597361; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 539.590s]
22/01/24 00:47:34| DEBUG [size=32,place=2] best score = 0.00598968; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 539.590s]
22/01/24 00:50:18| DEBUG [size=12,place=1] best score = 0.00676450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 163.647s]
22/01/24 00:50:18| DEBUG [size=12,place=2] best score = 0.00774145; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 163.648s]
22/01/24 00:50:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} (score=0.00597) [took 4664.7936s]
22/01/24 00:56:12| INFO mul_kde_lr_gs finished [took 5018.8966s]
22/01/24 00:58:46| DEBUG [size=11,place=1] best score = 0.00704975; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 152.763s]
22/01/24 00:58:46| DEBUG [size=11,place=2] best score = 0.00921461; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 152.763s]
22/01/24 01:12:07| DEBUG [size=56,place=1] best score = 0.00630186; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 800.712s]
22/01/24 01:12:07| DEBUG [size=56,place=2] best score = 0.00634991; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 800.713s]
22/01/24 01:22:07| DEBUG [size=52,place=1] best score = 0.00632837; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 600.286s]
22/01/24 01:22:07| DEBUG [size=52,place=2] best score = 0.00633498; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 600.287s]
22/01/24 01:22:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00630) [took 1553.8840s]
22/01/24 01:26:51| INFO m3w_kde_lr_gs finished [took 1837.6796s]
22/01/24 01:26:51| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 9651.3390s]
22/01/24 01:26:51| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started
22/01/24 01:38:25| INFO bin_kde_lr_ne finished [took 686.4611s]
22/01/24 01:38:39| INFO bin_kde_lr_c finished [took 706.6052s]
22/01/24 01:39:27| INFO bin_kde_lr finished [took 754.3916s]
22/01/24 01:39:30| INFO bin_kde_lr_mc finished [took 756.5731s]
22/01/24 01:43:43| INFO m3w_kde_lr finished [took 1010.0293s]
22/01/24 01:43:53| INFO m3w_kde_lr_mc finished [took 1014.9802s]
22/01/24 01:44:29| INFO m3w_kde_lr_c finished [took 1056.3551s]
22/01/24 01:44:39| INFO mul_kde_lr finished [took 1065.7344s]
22/01/24 01:45:03| INFO mul_kde_lr_c finished [took 1090.2257s]
22/01/24 01:45:40| INFO mul_kde_lr_mc finished [took 1124.9982s]
22/01/24 01:45:54| INFO mul_kde_lr_ne finished [took 1135.1796s]
22/01/24 01:46:22| INFO ref finished [took 102.0706s]
22/01/24 01:46:39| INFO atc_mc finished [took 94.8859s]
22/01/24 01:46:53| INFO doc finished [took 72.5640s]
22/01/24 01:48:13| INFO bin_kde_lr_is finished [took 572.9719s]
22/01/24 01:50:56| INFO m3w_kde_lr_ne finished [took 751.0021s]
22/01/24 01:51:24| INFO m3w_kde_lr_is finished [took 713.6171s]
22/01/24 01:52:43| INFO bin_kde_lr_a finished [took 539.9347s]
22/01/24 01:53:06| INFO mul_kde_lr_is finished [took 818.4394s]
22/01/24 01:54:55| INFO m3w_kde_lr_a finished [took 624.3946s]
22/01/24 01:55:41| INFO mul_kde_lr_a finished [took 707.4963s]
22/01/24 01:56:43| DEBUG [size=11,place=1] best score = 0.01013772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 60.858s]
22/01/24 01:56:43| DEBUG [size=11,place=2] best score = 0.01145164; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 60.859s]
22/01/24 02:03:21| DEBUG [size=54,place=1] best score = 0.00909420; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 398.263s]
22/01/24 02:03:21| DEBUG [size=54,place=2] best score = 0.00989490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 398.264s]
22/01/24 02:09:25| DEBUG [size=52,place=1] best score = 0.00917151; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 363.719s]
22/01/24 02:09:25| DEBUG [size=52,place=2] best score = 0.00932266; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 363.720s]
22/01/24 02:09:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00909) [took 822.9541s]
22/01/24 02:13:33| INFO bin_kde_lr_gs finished [took 1070.5659s]
22/01/24 02:17:04| DEBUG [size=11,place=1] best score = 0.00863187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 210.203s]
22/01/24 02:17:04| DEBUG [size=11,place=2] best score = 0.01349707; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 210.204s]
22/01/24 02:34:01| DEBUG [size=56,place=1] best score = 0.00870563; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1017.026s]
22/01/24 02:34:01| DEBUG [size=56,place=2] best score = 0.00877827; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1017.027s]
22/01/24 02:34:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00863) [took 1227.3381s]
22/01/24 02:39:12| INFO mul_kde_lr_gs finished [took 1538.8802s]
22/01/24 02:41:45| DEBUG [size=11,place=1] best score = 0.00731061; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 151.396s]
22/01/24 02:41:45| DEBUG [size=11,place=2] best score = 0.01329249; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 151.397s]
22/01/24 02:53:33| DEBUG [size=56,place=1] best score = 0.00709382; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 708.437s]
22/01/24 02:53:33| DEBUG [size=56,place=2] best score = 0.00715341; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 708.437s]
22/01/24 02:58:48| DEBUG [size=47,place=1] best score = 0.00676450; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 314.882s]
22/01/24 02:58:48| DEBUG [size=47,place=2] best score = 0.00716210; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 314.883s]
22/01/24 03:01:10| DEBUG [size=14,place=1] best score = 0.00678937; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.197s]
22/01/24 03:01:10| DEBUG [size=14,place=2] best score = 0.00722170; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 142.198s]
22/01/24 03:01:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00676) [took 1317.0276s]
22/01/24 03:05:18| INFO m3w_kde_lr_gs finished [took 1564.6545s]
22/01/24 03:05:18| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 5906.7966s]
22/01/24 03:05:18| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started
22/01/24 03:16:53| INFO bin_kde_lr_mc finished [took 692.9201s]
22/01/24 03:16:57| INFO bin_kde_lr_c finished [took 697.2839s]
22/01/24 03:16:59| INFO bin_kde_lr finished [took 699.5281s]
22/01/24 03:17:24| INFO bin_kde_lr_ne finished [took 722.0361s]
22/01/24 03:18:54| INFO m3w_kde_lr finished [took 814.1422s]
22/01/24 03:20:57| INFO mul_kde_lr_ne finished [took 931.5442s]
22/01/24 03:20:58| INFO mul_kde_lr finished [took 938.2163s]
22/01/24 03:21:17| INFO mul_kde_lr_mc finished [took 956.8517s]
22/01/24 03:21:33| INFO mul_kde_lr_c finished [took 973.1193s]
22/01/24 03:22:27| INFO m3w_kde_lr_mc finished [took 1022.1005s]
22/01/24 03:22:42| INFO m3w_kde_lr_c finished [took 1042.4946s]
22/01/24 03:22:44| INFO ref finished [took 86.7616s]
22/01/24 03:23:19| INFO atc_mc finished [took 105.5370s]
22/01/24 03:23:53| INFO doc finished [took 85.5270s]
22/01/24 03:26:08| INFO bin_kde_lr_is finished [took 550.0184s]
22/01/24 03:27:32| INFO bin_kde_lr_a finished [took 517.4407s]
22/01/24 03:29:04| INFO m3w_kde_lr_ne finished [took 730.5424s]
22/01/24 03:30:04| INFO mul_kde_lr_is finished [took 783.8483s]
22/01/24 03:30:06| INFO m3w_kde_lr_is finished [took 761.1956s]
22/01/24 03:31:42| INFO m3w_kde_lr_a finished [took 642.7188s]
22/01/24 03:32:32| INFO mul_kde_lr_a finished [took 695.0072s]
22/01/24 03:33:34| DEBUG [size=11,place=1] best score = 0.00566721; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 60.720s]
22/01/24 03:33:34| DEBUG [size=11,place=2] best score = 0.00589095; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 60.721s]
22/01/24 03:39:23| DEBUG [size=54,place=1] best score = 0.00550339; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 349.275s]
22/01/24 03:39:23| DEBUG [size=54,place=2] best score = 0.00552095; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 349.276s]
22/01/24 03:42:27| DEBUG [size=31,place=1] best score = 0.00564438; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 183.686s]
22/01/24 03:42:27| DEBUG [size=31,place=2] best score = 0.00573696; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 183.686s]
22/01/24 03:42:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00550) [took 593.7946s]
22/01/24 03:46:45| INFO bin_kde_lr_gs finished [took 852.1675s]
22/01/24 03:50:14| DEBUG [size=11,place=1] best score = 0.00728752; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.939s]
22/01/24 03:50:14| DEBUG [size=11,place=2] best score = 0.00825716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 207.940s]
22/01/24 04:13:16| DEBUG [size=56,place=1] best score = 0.00617361; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1382.675s]
22/01/24 04:13:16| DEBUG [size=56,place=2] best score = 0.00668116; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1382.676s]
22/01/24 04:33:43| DEBUG [size=47,place=1] best score = 0.00542456; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1226.760s]
22/01/24 04:33:43| DEBUG [size=47,place=2] best score = 0.00549093; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1226.761s]
22/01/24 04:38:59| DEBUG [size=16,place=1] best score = 0.00546224; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 315.835s]
22/01/24 04:38:59| DEBUG [size=16,place=2] best score = 0.00551615; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 315.836s]
22/01/24 04:38:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00542) [took 3133.3284s]
22/01/24 04:45:36| INFO mul_kde_lr_gs finished [took 3530.5438s]
22/01/24 04:48:10| DEBUG [size=11,place=1] best score = 0.00846823; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 153.360s]
22/01/24 04:48:10| DEBUG [size=11,place=2] best score = 0.00932564; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 153.361s]
22/01/24 05:05:14| DEBUG [size=56,place=1] best score = 0.00780377; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1023.470s]
22/01/24 05:05:14| DEBUG [size=56,place=2] best score = 0.00811095; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1023.470s]
22/01/24 05:17:51| DEBUG [size=48,place=1] best score = 0.00689117; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 757.633s]
22/01/24 05:17:51| DEBUG [size=48,place=2] best score = 0.00785134; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 757.633s]
22/01/24 05:21:14| DEBUG [size=16,place=1] best score = 0.00658839; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 202.386s]
22/01/24 05:21:14| DEBUG [size=16,place=2] best score = 0.00740262; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 202.387s]
22/01/24 05:33:52| DEBUG [size=41,place=1] best score = 0.00680687; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.051s]
22/01/24 05:33:52| DEBUG [size=41,place=2] best score = 0.00714308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.051s]
22/01/24 05:33:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00659) [took 2895.0174s]
22/01/24 05:38:57| INFO m3w_kde_lr_gs finished [took 3200.2806s]
22/01/24 05:38:57| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 9219.1909s]
22/01/24 05:38:57| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started
22/01/24 05:50:10| INFO bin_kde_lr finished [took 668.1809s]
22/01/24 05:50:15| INFO bin_kde_lr_ne finished [took 672.7372s]
22/01/24 05:50:20| INFO bin_kde_lr_c finished [took 678.8505s]
22/01/24 05:51:12| INFO bin_kde_lr_mc finished [took 730.2351s]
22/01/24 05:53:58| INFO m3w_kde_lr_mc finished [took 896.6688s]
22/01/24 05:54:53| INFO m3w_kde_lr_c finished [took 951.0682s]
22/01/24 05:55:05| INFO m3w_kde_lr finished [took 964.8811s]
22/01/24 05:55:21| INFO mul_kde_lr_ne finished [took 979.1536s]
22/01/24 05:55:47| INFO mul_kde_lr_mc finished [took 1005.5934s]
22/01/24 05:55:50| INFO mul_kde_lr_c finished [took 1008.0531s]
22/01/24 05:55:54| INFO mul_kde_lr finished [took 1012.8687s]
22/01/24 05:56:35| INFO ref finished [took 73.3250s]
22/01/24 05:57:25| INFO atc_mc finished [took 96.8959s]
22/01/24 05:57:29| INFO doc finished [took 98.7546s]
22/01/24 05:59:27| INFO bin_kde_lr_is finished [took 552.4898s]
22/01/24 06:01:37| INFO m3w_kde_lr_ne finished [took 686.4857s]
22/01/24 06:01:43| INFO bin_kde_lr_a finished [took 464.0216s]
22/01/24 06:02:37| INFO mul_kde_lr_is finished [took 735.4146s]
22/01/24 06:02:54| INFO m3w_kde_lr_is finished [took 701.1101s]
22/01/24 06:05:23| INFO mul_kde_lr_a finished [took 629.6888s]
22/01/24 06:05:27| INFO m3w_kde_lr_a finished [took 622.0697s]
22/01/24 06:06:32| DEBUG [size=11,place=1] best score = 0.01198587; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 64.020s]
22/01/24 06:06:32| DEBUG [size=11,place=2] best score = 0.01305454; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 64.020s]
22/01/24 06:10:43| DEBUG [size=54,place=1] best score = 0.00817015; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 251.181s]
22/01/24 06:10:43| DEBUG [size=54,place=2] best score = 0.00865053; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 251.182s]
22/01/24 06:13:17| DEBUG [size=24,place=1] best score = 0.00760267; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 153.439s]
22/01/24 06:13:17| DEBUG [size=24,place=2] best score = 0.00796776; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 153.439s]
22/01/24 06:14:24| DEBUG [size=14,place=1] best score = 0.00739039; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 66.795s]
22/01/24 06:14:24| DEBUG [size=14,place=2] best score = 0.00780215; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 66.796s]
22/01/24 06:18:27| DEBUG [size=45,place=1] best score = 0.00875752; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 243.691s]
22/01/24 06:18:27| DEBUG [size=45,place=2] best score = 0.00897741; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 243.692s]
22/01/24 06:18:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00739) [took 779.2459s]
22/01/24 06:22:19| INFO bin_kde_lr_gs finished [took 1011.1300s]
22/01/24 06:25:43| DEBUG [size=11,place=1] best score = 0.00961015; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.620s]
22/01/24 06:25:43| DEBUG [size=11,place=2] best score = 0.01506050; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 203.621s]
22/01/24 06:48:38| DEBUG [size=56,place=1] best score = 0.00774509; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1374.847s]
22/01/24 06:48:38| DEBUG [size=56,place=2] best score = 0.00894685; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1374.848s]
22/01/24 07:02:21| DEBUG [size=44,place=1] best score = 0.00688919; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 822.788s]
22/01/24 07:02:21| DEBUG [size=44,place=2] best score = 0.00816580; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 822.788s]
22/01/24 07:14:07| DEBUG [size=31,place=1] best score = 0.00706754; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 706.537s]
22/01/24 07:14:07| DEBUG [size=31,place=2] best score = 0.00826835; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 706.537s]
22/01/24 07:14:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00689) [took 3107.9093s]
22/01/24 07:19:34| INFO mul_kde_lr_gs finished [took 3434.0923s]
22/01/24 07:22:10| DEBUG [size=11,place=1] best score = 0.00844754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 155.244s]
22/01/24 07:22:10| DEBUG [size=11,place=2] best score = 0.01024765; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 155.244s]
22/01/24 07:38:28| DEBUG [size=54,place=1] best score = 0.00791681; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 978.723s]
22/01/24 07:38:28| DEBUG [size=54,place=2] best score = 0.00821471; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 978.723s]
22/01/24 07:46:55| DEBUG [size=28,place=1] best score = 0.00697562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 506.112s]
22/01/24 07:46:55| DEBUG [size=28,place=2] best score = 0.00737688; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 506.112s]
22/01/24 07:54:54| DEBUG [size=31,place=1] best score = 0.00668346; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 479.413s]
22/01/24 07:54:54| DEBUG [size=31,place=2] best score = 0.00695179; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 479.413s]
22/01/24 08:09:09| DEBUG [size=51,place=1] best score = 0.00660730; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 855.276s]
22/01/24 08:09:09| DEBUG [size=51,place=2] best score = 0.00729048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 855.277s]
22/01/24 08:19:31| DEBUG [size=44,place=1] best score = 0.00739451; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 621.253s]
22/01/24 08:19:31| DEBUG [size=44,place=2] best score = 0.00797256; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 621.254s]
22/01/24 08:19:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00661) [took 3596.1489s]
22/01/24 08:24:15| INFO m3w_kde_lr_gs finished [took 3880.4439s]
22/01/24 08:24:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 9917.7905s]
22/01/24 08:24:15| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started
22/01/24 08:35:29| INFO bin_kde_lr finished [took 672.2920s]
22/01/24 08:35:58| INFO bin_kde_lr_mc finished [took 696.0020s]
22/01/24 08:36:05| INFO bin_kde_lr_c finished [took 708.5380s]
22/01/24 08:36:06| INFO bin_kde_lr_ne finished [took 704.5781s]
22/01/24 08:39:10| INFO m3w_kde_lr finished [took 893.7554s]
22/01/24 08:39:39| INFO m3w_kde_lr_mc finished [took 917.3173s]
22/01/24 08:40:08| INFO mul_kde_lr finished [took 951.5063s]
22/01/24 08:40:13| INFO mul_kde_lr_mc finished [took 951.9202s]
22/01/24 08:40:41| INFO mul_kde_lr_ne finished [took 979.2193s]
22/01/24 08:41:02| INFO m3w_kde_lr_c finished [took 1004.8013s]
22/01/24 08:41:22| INFO mul_kde_lr_c finished [took 1024.7786s]
22/01/24 08:41:59| INFO ref finished [took 104.2493s]
22/01/24 08:42:16| INFO atc_mc finished [took 94.9254s]
22/01/24 08:42:33| INFO doc finished [took 90.9407s]
22/01/24 08:45:06| INFO bin_kde_lr_is finished [took 547.7790s]
22/01/24 08:46:56| INFO bin_kde_lr_a finished [took 464.7679s]
22/01/24 08:48:22| INFO m3w_kde_lr_is finished [took 735.3021s]
22/01/24 08:48:38| INFO mul_kde_lr_is finished [took 752.7185s]
22/01/24 08:49:08| INFO m3w_kde_lr_ne finished [took 818.7603s]
22/01/24 08:50:50| INFO m3w_kde_lr_a finished [took 641.2675s]
22/01/24 08:51:57| INFO mul_kde_lr_a finished [took 737.9039s]
22/01/24 08:53:03| DEBUG [size=11,place=1] best score = 0.00656387; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 64.466s]
22/01/24 08:53:03| DEBUG [size=11,place=2] best score = 0.00728779; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 64.467s]
22/01/24 08:59:18| DEBUG [size=54,place=1] best score = 0.00657692; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 374.912s]
22/01/24 08:59:18| DEBUG [size=54,place=2] best score = 0.00671484; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 374.913s]
22/01/24 08:59:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00656) [took 439.3905s]
22/01/24 09:03:38| INFO bin_kde_lr_gs finished [took 700.0945s]
22/01/24 09:07:07| DEBUG [size=11,place=1] best score = 0.00719102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 208.305s]
22/01/24 09:07:07| DEBUG [size=11,place=2] best score = 0.01058719; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 208.305s]
22/01/24 09:28:26| DEBUG [size=53,place=1] best score = 0.00789021; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1278.567s]
22/01/24 09:28:26| DEBUG [size=53,place=2] best score = 0.00791237; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1278.567s]
22/01/24 09:28:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00719) [took 1486.8795s]
22/01/24 09:34:28| INFO mul_kde_lr_gs finished [took 1848.7692s]
22/01/24 09:37:02| DEBUG [size=11,place=1] best score = 0.00703197; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 153.765s]
22/01/24 09:37:02| DEBUG [size=11,place=2] best score = 0.00781022; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 153.765s]
22/01/24 09:53:10| DEBUG [size=54,place=1] best score = 0.00617891; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 967.243s]
22/01/24 09:53:10| DEBUG [size=54,place=2] best score = 0.00666618; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 967.244s]
22/01/24 10:07:31| DEBUG [size=45,place=1] best score = 0.00700831; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 861.181s]
22/01/24 10:07:31| DEBUG [size=45,place=2] best score = 0.00711479; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 861.181s]
22/01/24 10:07:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00618) [took 1982.2103s]
22/01/24 10:12:30| INFO m3w_kde_lr_gs finished [took 2281.7264s]
22/01/24 10:12:30| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 6495.2846s]
22/01/24 10:12:30| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started
22/01/24 10:24:39| INFO bin_kde_lr finished [took 723.3926s]
22/01/24 10:25:17| INFO bin_kde_lr_mc finished [took 761.2086s]
22/01/24 10:25:22| INFO bin_kde_lr_c finished [took 766.1754s]
22/01/24 10:25:38| INFO bin_kde_lr_ne finished [took 782.1847s]
22/01/24 10:28:07| INFO m3w_kde_lr finished [took 931.0637s]
22/01/24 10:28:47| INFO mul_kde_lr finished [took 971.5264s]
22/01/24 10:29:13| INFO m3w_kde_lr_c finished [took 997.8288s]
22/01/24 10:29:21| INFO m3w_kde_lr_mc finished [took 1005.2090s]
22/01/24 10:30:24| INFO mul_kde_lr_ne finished [took 1070.8450s]
22/01/24 10:30:57| INFO ref finished [took 95.5243s]
22/01/24 10:31:16| INFO mul_kde_lr_c finished [took 1120.6293s]
22/01/24 10:31:23| INFO mul_kde_lr_mc finished [took 1127.7476s]
22/01/24 10:31:58| INFO doc finished [took 59.8640s]
22/01/24 10:31:59| INFO atc_mc finished [took 93.7486s]
22/01/24 10:34:41| INFO bin_kde_lr_is finished [took 563.6776s]
22/01/24 10:37:37| INFO bin_kde_lr_a finished [took 569.3022s]
22/01/24 10:37:41| INFO m3w_kde_lr_is finished [took 722.2978s]
22/01/24 10:37:44| INFO m3w_kde_lr_ne finished [took 784.0898s]
22/01/24 10:38:04| INFO mul_kde_lr_is finished [took 761.4636s]
22/01/24 10:40:06| INFO m3w_kde_lr_a finished [took 651.9740s]
22/01/24 10:41:42| INFO mul_kde_lr_a finished [took 774.1500s]
22/01/24 10:42:42| DEBUG [size=11,place=1] best score = 0.00600592; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 59.917s]
22/01/24 10:42:42| DEBUG [size=11,place=2] best score = 0.00658727; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 59.917s]
22/01/24 10:46:51| DEBUG [size=56,place=1] best score = 0.00544039; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 248.948s]
22/01/24 10:46:51| DEBUG [size=56,place=2] best score = 0.00545344; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 248.949s]
22/01/24 10:48:01| DEBUG [size=18,place=1] best score = 0.00522593; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 69.796s]
22/01/24 10:48:01| DEBUG [size=18,place=2] best score = 0.00527576; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 69.796s]
22/01/24 10:49:42| DEBUG [size=23,place=1] best score = 0.00519506; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 101.167s]
22/01/24 10:49:42| DEBUG [size=23,place=2] best score = 0.00520267; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 101.167s]
22/01/24 10:51:36| DEBUG [size=29,place=1] best score = 0.00521687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 113.591s]
22/01/24 10:51:36| DEBUG [size=29,place=2] best score = 0.00522184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 113.591s]
22/01/24 10:51:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} (score=0.00520) [took 593.5520s]
22/01/24 10:55:53| INFO bin_kde_lr_gs finished [took 850.6392s]
22/01/24 10:59:21| DEBUG [size=11,place=1] best score = 0.00626370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 207.613s]
22/01/24 10:59:21| DEBUG [size=11,place=2] best score = 0.00879919; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 207.614s]
22/01/24 11:16:13| DEBUG [size=56,place=1] best score = 0.00619999; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1012.042s]
22/01/24 11:16:13| DEBUG [size=56,place=2] best score = 0.00624223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1012.043s]
22/01/24 11:23:34| DEBUG [size=32,place=1] best score = 0.00695607; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 440.419s]
22/01/24 11:23:34| DEBUG [size=32,place=2] best score = 0.00843643; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 440.420s]
22/01/24 11:23:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00620) [took 1660.0886s]
22/01/24 11:28:47| INFO mul_kde_lr_gs finished [took 1973.6217s]
22/01/24 11:31:24| DEBUG [size=11,place=1] best score = 0.00604831; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 156.119s]
22/01/24 11:31:24| DEBUG [size=11,place=2] best score = 0.00628570; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 156.120s]
22/01/24 11:48:18| DEBUG [size=56,place=1] best score = 0.00520158; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1013.378s]
22/01/24 11:48:18| DEBUG [size=56,place=2] best score = 0.00529784; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1013.379s]
22/01/24 11:57:35| DEBUG [size=42,place=1] best score = 0.00518178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 557.763s]
22/01/24 11:57:35| DEBUG [size=42,place=2] best score = 0.00524155; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 557.763s]
22/01/24 12:03:12| DEBUG [size=29,place=1] best score = 0.00524028; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 336.944s]
22/01/24 12:03:12| DEBUG [size=29,place=2] best score = 0.00564520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 336.945s]
22/01/24 12:03:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00518) [took 2064.3292s]
22/01/24 12:07:39| INFO m3w_kde_lr_gs finished [took 2331.3698s]
22/01/24 12:07:39| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 6909.2906s]
22/01/24 12:07:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started
22/01/24 12:19:16| INFO bin_kde_lr_c finished [took 694.5242s]
22/01/24 12:20:16| INFO bin_kde_lr finished [took 753.8118s]
22/01/24 12:20:57| INFO bin_kde_lr_mc finished [took 795.0854s]
22/01/24 12:21:14| INFO bin_kde_lr_ne finished [took 807.6114s]
22/01/24 12:22:30| INFO m3w_kde_lr_mc finished [took 882.3631s]
22/01/24 12:22:57| INFO m3w_kde_lr finished [took 915.3682s]
22/01/24 12:23:42| INFO m3w_kde_lr_c finished [took 960.1516s]
22/01/24 12:24:11| INFO mul_kde_lr_mc finished [took 989.2502s]
22/01/24 12:24:21| INFO mul_kde_lr_c finished [took 1000.2281s]
22/01/24 12:24:25| INFO mul_kde_lr finished [took 1002.9913s]
22/01/24 12:24:46| INFO mul_kde_lr_ne finished [took 1019.2112s]
22/01/24 12:25:22| INFO ref finished [took 70.2915s]
22/01/24 12:25:50| INFO atc_mc finished [took 87.4637s]
22/01/24 12:26:05| INFO doc finished [took 99.7585s]
22/01/24 12:29:42| INFO bin_kde_lr_is finished [took 566.0150s]
22/01/24 12:30:47| INFO bin_kde_lr_a finished [took 496.6267s]
22/01/24 12:31:38| INFO m3w_kde_lr_ne finished [took 741.2170s]
22/01/24 12:32:03| INFO m3w_kde_lr_is finished [took 647.8121s]
22/01/24 12:33:47| INFO m3w_kde_lr_a finished [took 604.1101s]
22/01/24 12:33:49| INFO mul_kde_lr_is finished [took 772.2322s]
22/01/24 12:34:12| INFO mul_kde_lr_a finished [took 674.3485s]
22/01/24 12:35:10| DEBUG [size=11,place=1] best score = 0.00869322; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 56.513s]
22/01/24 12:35:10| DEBUG [size=11,place=2] best score = 0.01005726; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.514s]
22/01/24 12:38:14| DEBUG [size=56,place=1] best score = 0.00548716; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 184.519s]
22/01/24 12:38:14| DEBUG [size=56,place=2] best score = 0.00555262; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 184.519s]
22/01/24 12:39:25| DEBUG [size=18,place=1] best score = 0.00617450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 70.776s]
22/01/24 12:39:25| DEBUG [size=18,place=2] best score = 0.00686150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 70.777s]
22/01/24 12:39:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00549) [took 311.9230s]
22/01/24 12:43:42| INFO bin_kde_lr_gs finished [took 569.3523s]
22/01/24 12:47:23| DEBUG [size=11,place=1] best score = 0.00759010; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 219.677s]
22/01/24 12:47:23| DEBUG [size=11,place=2] best score = 0.01244606; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 219.677s]
22/01/24 13:10:41| DEBUG [size=56,place=1] best score = 0.00709916; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1398.207s]
22/01/24 13:10:41| DEBUG [size=56,place=2] best score = 0.00739565; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1398.207s]
22/01/24 13:23:15| DEBUG [size=33,place=1] best score = 0.00728327; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 753.819s]
22/01/24 13:23:15| DEBUG [size=33,place=2] best score = 0.00728623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 753.819s]
22/01/24 13:23:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00710) [took 2371.8124s]
22/01/24 13:28:19| INFO mul_kde_lr_gs finished [took 2675.3364s]
22/01/24 13:30:50| DEBUG [size=11,place=1] best score = 0.00808026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 150.646s]
22/01/24 13:30:50| DEBUG [size=11,place=2] best score = 0.00838852; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 150.647s]
22/01/24 13:42:57| DEBUG [size=53,place=1] best score = 0.00661369; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 727.048s]
22/01/24 13:42:57| DEBUG [size=53,place=2] best score = 0.00724182; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 727.049s]
22/01/24 13:45:46| DEBUG [size=16,place=1] best score = 0.00682511; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 168.434s]
22/01/24 13:45:46| DEBUG [size=16,place=2] best score = 0.00694383; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.435s]
22/01/24 13:45:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00661) [took 1046.1396s]
22/01/24 13:50:26| INFO m3w_kde_lr_gs finished [took 1326.1196s]
22/01/24 13:50:26| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 6166.0136s]
22/01/24 13:50:26| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started
22/01/24 13:50:51| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
22/01/24 13:50:51| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
22/01/24 13:50:52| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
22/01/24 13:50:59| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
22/01/24 13:51:21| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
22/01/24 13:51:56| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1
22/01/24 14:06:58| INFO mul_kde_lr_c finished [took 990.9453s]
22/01/24 14:07:08| INFO m3w_kde_lr_c finished [took 1000.7584s]
22/01/24 14:07:09| INFO m3w_kde_lr finished [took 1001.4048s]
22/01/24 14:07:10| INFO m3w_kde_lr_mc finished [took 998.8652s]
22/01/24 14:07:17| INFO m3w_kde_lr_ne finished [took 984.4609s]
22/01/24 14:07:19| INFO m3w_kde_lr_is finished [took 977.8138s]
22/01/24 14:08:18| INFO mul_kde_lr finished [took 1070.8174s]
22/01/24 14:08:26| INFO mul_kde_lr_is finished [took 1052.3395s]
22/01/24 14:08:31| INFO mul_kde_lr_ne finished [took 1082.0803s]
22/01/24 14:08:33| INFO mul_kde_lr_a finished [took 994.6399s]
22/01/24 14:08:33| INFO ref finished [took 84.4722s]
22/01/24 14:08:37| INFO mul_kde_lr_mc finished [took 1085.2625s]
22/01/24 14:08:40| INFO atc_mc finished [took 91.0744s]
22/01/24 14:08:41| INFO doc finished [took 89.6810s]
22/01/24 14:16:27| INFO m3w_kde_lr_a finished [took 568.3389s]
22/01/24 14:56:32| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
22/01/24 14:59:56| DEBUG [size=11,place=1] best score = 0.00703133; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 203.400s]
22/01/24 14:59:56| DEBUG [size=11,place=2] best score = 0.00848151; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.400s]
22/01/24 15:16:11| DEBUG [size=56,place=1] best score = 0.00518205; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 975.236s]
22/01/24 15:16:11| DEBUG [size=56,place=2] best score = 0.00574884; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 975.236s]
22/01/24 15:22:44| DEBUG [size=35,place=1] best score = 0.00520339; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 393.291s]
22/01/24 15:22:44| DEBUG [size=35,place=2] best score = 0.00558127; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 393.291s]
22/01/24 15:22:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00518) [took 1572.0407s]
22/01/24 15:28:01| INFO mul_kde_lr_gs finished [took 1888.8173s]
22/01/24 15:30:31| DEBUG [size=11,place=1] best score = 0.00618326; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 149.358s]
22/01/24 15:30:31| DEBUG [size=11,place=2] best score = 0.00758194; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 149.358s]
22/01/24 15:42:09| DEBUG [size=56,place=1] best score = 0.00515526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 697.334s]
22/01/24 15:42:09| DEBUG [size=56,place=2] best score = 0.00540460; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 697.335s]
22/01/24 15:46:59| DEBUG [size=48,place=1] best score = 0.00524910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 290.421s]
22/01/24 15:46:59| DEBUG [size=48,place=2] best score = 0.00531381; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 290.421s]
22/01/24 15:46:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00516) [took 1137.2340s]
22/01/24 15:51:49| INFO m3w_kde_lr_gs finished [took 1426.6192s]
22/01/24 15:51:49| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 7282.9799s]
----------------------------------------------------------------------------------------------------
23/01/24 19:53:46| INFO dataset imdb [pool size: 10]
23/01/24 19:53:46| INFO Dataset sample [0.1 0.9] of dataset imdb started
23/01/24 19:54:08| INFO ref finished [took 19.5573s]
23/01/24 19:54:16| INFO atc_mc finished [took 26.3376s]
23/01/24 19:54:22| INFO doc finished [took 32.4467s]
23/01/24 19:54:27| INFO mul_sld_lr_is finished [took 38.4736s]
23/01/24 19:54:30| INFO cross finished [took 41.7976s]
23/01/24 19:54:32| INFO m3w_sld_lr_is finished [took 41.9319s]
23/01/24 19:54:34| INFO bin_sld_lr_is finished [took 45.0860s]
23/01/24 19:54:34| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 47.9390s]
23/01/24 19:54:34| INFO Dataset sample [0.2 0.8] of dataset imdb started
----------------------------------------------------------------------------------------------------
23/01/24 19:56:02| INFO dataset imdb [pool size: 10]
23/01/24 19:56:02| INFO Dataset sample [0.1 0.9] of dataset imdb started
23/01/24 19:56:21| INFO ref finished [took 16.4877s]
23/01/24 19:56:27| INFO atc_mc finished [took 23.0446s]
23/01/24 19:56:32| INFO doc finished [took 27.7256s]
23/01/24 19:56:35| INFO cross finished [took 30.2520s]
23/01/24 19:57:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01292) [took 41.7069s]
23/01/24 19:58:01| INFO bin_sld_lr_gs finished [took 85.2381s]
23/01/24 20:06:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.02581) [took 507.1669s]
23/01/24 20:06:58| INFO mul_sld_lr_gs finished [took 536.3159s]
23/01/24 20:13:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00803) [took 383.0204s]
23/01/24 20:13:49| INFO m3w_sld_lr_gs finished [took 409.4930s]
23/01/24 20:13:49| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 1066.4131s]
23/01/24 20:13:49| INFO Dataset sample [0.2 0.8] of dataset imdb started
23/01/24 20:14:06| INFO ref finished [took 16.6285s]
23/01/24 20:14:13| INFO atc_mc finished [took 23.2214s]
23/01/24 20:14:17| INFO doc finished [took 27.7989s]
23/01/24 20:14:18| INFO cross finished [took 28.3642s]
23/01/24 20:16:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01099) [took 146.0559s]
23/01/24 20:17:30| INFO bin_sld_lr_gs finished [took 191.5594s]
23/01/24 20:26:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00699) [took 550.8110s]
23/01/24 20:27:10| INFO mul_sld_lr_gs finished [took 578.5552s]
23/01/24 20:33:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00803) [took 391.8945s]
23/01/24 20:34:11| INFO m3w_sld_lr_gs finished [took 418.5794s]
23/01/24 20:34:11| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 1221.9610s]
23/01/24 20:34:11| INFO Dataset sample [0.3 0.7] of dataset imdb started
23/01/24 20:34:28| INFO ref finished [took 16.7474s]
23/01/24 20:34:35| INFO atc_mc finished [took 23.5851s]
23/01/24 20:34:39| INFO cross finished [took 28.0221s]
23/01/24 20:34:40| INFO doc finished [took 28.1189s]
23/01/24 20:37:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02132) [took 157.4661s]
23/01/24 20:37:46| INFO bin_sld_lr_gs finished [took 184.7259s]
23/01/24 20:46:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01115) [took 548.3231s]
23/01/24 20:47:29| INFO mul_sld_lr_gs finished [took 581.5447s]
23/01/24 20:53:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01139) [took 388.2487s]
23/01/24 20:54:25| INFO m3w_sld_lr_gs finished [took 414.6398s]
23/01/24 20:54:25| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 1214.1214s]
23/01/24 20:54:25| INFO Dataset sample [0.4 0.6] of dataset imdb started
23/01/24 20:54:42| INFO ref finished [took 16.6452s]
23/01/24 20:54:48| INFO atc_mc finished [took 23.0271s]
23/01/24 20:54:53| INFO cross finished [took 27.5032s]
23/01/24 20:54:53| INFO doc finished [took 28.0222s]
23/01/24 20:57:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01158) [took 167.3530s]
23/01/24 20:58:16| INFO bin_sld_lr_gs finished [took 201.8259s]
23/01/24 21:07:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00961) [took 543.8822s]
23/01/24 21:07:52| INFO mul_sld_lr_gs finished [took 574.7974s]
23/01/24 21:14:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01180) [took 387.4704s]
23/01/24 21:14:48| INFO m3w_sld_lr_gs finished [took 414.4073s]
23/01/24 21:14:48| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 1222.8952s]
23/01/24 21:14:48| INFO Dataset sample [0.5 0.5] of dataset imdb started
23/01/24 21:15:05| INFO ref finished [took 17.0035s]
23/01/24 21:15:12| INFO atc_mc finished [took 23.2874s]
23/01/24 21:15:16| INFO cross finished [took 27.5609s]
23/01/24 21:15:16| INFO doc finished [took 28.0879s]
23/01/24 21:18:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 168.2216s]
23/01/24 21:18:37| INFO bin_sld_lr_gs finished [took 199.1848s]
----------------------------------------------------------------------------------------------------
23/01/24 21:21:16| INFO dataset imdb [pool size: 10]
23/01/24 21:21:16| INFO Dataset sample [0.1 0.9] of dataset imdb started
23/01/24 21:22:55| INFO ref finished [took 89.3442s]
23/01/24 21:23:51| INFO atc_mc finished [took 142.8200s]
23/01/24 21:24:20| INFO m3w_sld_lr_is finished [took 171.7535s]
23/01/24 21:24:22| INFO doc finished [took 173.6743s]
23/01/24 21:24:26| INFO cross finished [took 179.4156s]
23/01/24 21:24:38| INFO mul_sld_lr_is finished [took 192.4387s]
23/01/24 21:25:21| INFO bin_sld_lr_is finished [took 231.5654s]
23/01/24 21:25:21| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 244.2369s]
23/01/24 21:25:21| INFO Dataset sample [0.2 0.8] of dataset imdb started
----------------------------------------------------------------------------------------------------
23/01/24 21:25:52| INFO dataset imdb [pool size: 10]
23/01/24 21:25:52| INFO Dataset sample [0.1 0.9] of dataset imdb started
23/01/24 21:26:14| INFO ref finished [took 19.6522s]
23/01/24 21:26:22| INFO atc_mc finished [took 26.7780s]
23/01/24 21:26:31| INFO m3w_sld_lr_is finished [took 35.8703s]
23/01/24 21:26:33| INFO mul_sld_lr_is finished [took 38.6665s]
23/01/24 21:26:34| INFO doc finished [took 39.4499s]
23/01/24 21:26:37| INFO cross finished [took 41.0983s]
23/01/24 21:26:39| INFO bin_sld_lr_is finished [took 44.4780s]
23/01/24 21:26:39| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 47.3337s]
23/01/24 21:26:39| INFO Dataset sample [0.2 0.8] of dataset imdb started
23/01/24 21:27:07| INFO atc_mc finished [took 26.9553s]
23/01/24 21:27:10| INFO ref finished [took 29.5534s]
23/01/24 21:27:13| INFO doc finished [took 32.9375s]
23/01/24 21:27:14| INFO cross finished [took 32.3306s]
23/01/24 21:27:18| INFO m3w_sld_lr_is finished [took 35.4712s]
23/01/24 21:27:33| INFO bin_sld_lr_is finished [took 50.5895s]
23/01/24 21:27:33| INFO mul_sld_lr_is finished [took 49.6091s]
23/01/24 21:27:33| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 53.9541s]
23/01/24 21:27:33| INFO Dataset sample [0.3 0.7] of dataset imdb started
23/01/24 21:28:02| INFO atc_mc finished [took 26.9149s]
23/01/24 21:28:05| INFO ref finished [took 29.2935s]
23/01/24 21:28:07| INFO cross finished [took 32.1906s]
23/01/24 21:28:08| INFO doc finished [took 33.2475s]
23/01/24 21:28:12| INFO m3w_sld_lr_is finished [took 36.8988s]
23/01/24 21:28:20| INFO mul_sld_lr_is finished [took 45.0082s]
23/01/24 21:28:27| INFO bin_sld_lr_is finished [took 51.5633s]
23/01/24 21:28:27| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 53.3419s]
23/01/24 21:28:27| INFO Dataset sample [0.4 0.6] of dataset imdb started
23/01/24 21:28:48| INFO ref finished [took 19.7953s]
23/01/24 21:29:00| INFO cross finished [took 32.1390s]
23/01/24 21:29:01| INFO doc finished [took 32.8257s]
23/01/24 21:29:02| INFO atc_mc finished [took 33.8536s]
23/01/24 21:29:11| INFO bin_sld_lr_is finished [took 43.0276s]
23/01/24 21:29:12| INFO m3w_sld_lr_is finished [took 43.5561s]
23/01/24 21:29:13| INFO mul_sld_lr_is finished [took 45.1665s]
23/01/24 21:29:13| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 46.1581s]
23/01/24 21:29:13| INFO Dataset sample [0.5 0.5] of dataset imdb started
23/01/24 21:29:34| INFO ref finished [took 19.6239s]
23/01/24 21:29:41| INFO atc_mc finished [took 26.4663s]
23/01/24 21:29:45| INFO cross finished [took 31.0542s]
23/01/24 21:29:47| INFO doc finished [took 32.9499s]
23/01/24 21:29:55| INFO bin_sld_lr_is finished [took 41.1047s]
23/01/24 21:29:57| INFO m3w_sld_lr_is finished [took 42.3550s]
23/01/24 21:30:06| INFO mul_sld_lr_is finished [took 51.4984s]
23/01/24 21:30:06| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 53.1013s]
23/01/24 21:30:06| INFO Dataset sample [0.6 0.4] of dataset imdb started
23/01/24 21:30:27| INFO ref finished [took 19.7165s]
23/01/24 21:30:38| INFO cross finished [took 31.3349s]
23/01/24 21:30:40| INFO doc finished [took 32.5922s]
23/01/24 21:30:41| INFO atc_mc finished [took 33.6995s]
23/01/24 21:30:50| INFO bin_sld_lr_is finished [took 42.8068s]
23/01/24 21:30:50| INFO m3w_sld_lr_is finished [took 42.6184s]
23/01/24 21:30:55| INFO mul_sld_lr_is finished [took 47.7929s]
23/01/24 21:30:55| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 48.8786s]
23/01/24 21:30:55| INFO Dataset sample [0.7 0.3] of dataset imdb started
23/01/24 21:31:24| INFO atc_mc finished [took 26.8637s]
23/01/24 21:31:26| INFO ref finished [took 28.7589s]
23/01/24 21:31:29| INFO cross finished [took 32.0702s]
23/01/24 21:31:30| INFO doc finished [took 32.9735s]
23/01/24 21:31:40| INFO bin_sld_lr_is finished [took 43.9765s]
23/01/24 21:31:42| INFO m3w_sld_lr_is finished [took 44.2538s]
23/01/24 21:31:44| INFO mul_sld_lr_is finished [took 47.1958s]
23/01/24 21:31:44| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 48.7605s]
23/01/24 21:31:44| INFO Dataset sample [0.8 0.2] of dataset imdb started
23/01/24 21:32:04| INFO ref finished [took 19.6045s]
23/01/24 21:32:11| INFO atc_mc finished [took 25.9357s]
23/01/24 21:32:16| INFO cross finished [took 31.5665s]
23/01/24 21:32:24| INFO doc finished [took 38.9107s]
23/01/24 21:32:27| INFO m3w_sld_lr_is finished [took 42.0688s]
23/01/24 21:32:39| INFO mul_sld_lr_is finished [took 54.6540s]
23/01/24 21:32:40| INFO bin_sld_lr_is finished [took 55.4497s]
23/01/24 21:32:40| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 56.4240s]
23/01/24 21:32:40| INFO Dataset sample [0.9 0.1] of dataset imdb started
23/01/24 21:33:00| INFO ref finished [took 19.2954s]
23/01/24 21:33:14| INFO doc finished [took 32.5730s]
23/01/24 21:33:15| INFO atc_mc finished [took 32.9237s]
23/01/24 21:33:15| INFO cross finished [took 33.8095s]
23/01/24 21:33:17| INFO m3w_sld_lr_is finished [took 35.8189s]
23/01/24 21:33:24| INFO mul_sld_lr_is finished [took 42.1807s]
23/01/24 21:33:37| INFO bin_sld_lr_is finished [took 55.9141s]
23/01/24 21:33:37| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 56.9186s]
----------------------------------------------------------------------------------------------------
23/01/24 21:33:47| INFO dataset rcv1_CCAT [pool size: 10]
23/01/24 21:33:47| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
23/01/24 21:34:55| INFO ref finished [took 66.1831s]
23/01/24 21:35:02| INFO atc_mc finished [took 73.1012s]
23/01/24 21:35:06| INFO m3w_sld_lr_is finished [took 77.3897s]
23/01/24 21:35:07| INFO doc finished [took 77.6711s]
23/01/24 21:35:20| INFO mul_sld_lr_is finished [took 91.1236s]
23/01/24 21:35:29| INFO cross finished [took 99.3752s]
23/01/24 21:35:55| INFO bin_sld_lr_is finished [took 125.1527s]
23/01/24 21:35:55| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 127.3341s]
23/01/24 21:35:55| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
23/01/24 21:37:10| INFO atc_mc finished [took 73.3477s]
23/01/24 21:37:12| INFO cross finished [took 75.5659s]
23/01/24 21:37:16| INFO m3w_sld_lr_is finished [took 79.3672s]
23/01/24 21:37:31| INFO ref finished [took 93.8054s]
23/01/24 21:37:35| INFO mul_sld_lr_is finished [took 98.5057s]
23/01/24 21:37:37| INFO doc finished [took 99.7521s]
23/01/24 21:37:38| INFO bin_sld_lr_is finished [took 101.7772s]
23/01/24 21:37:38| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 103.6091s]
23/01/24 21:37:38| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
23/01/24 21:38:54| INFO atc_mc finished [took 74.4037s]
23/01/24 21:38:57| INFO cross finished [took 76.8159s]
23/01/24 21:38:58| INFO m3w_sld_lr_is finished [took 78.4892s]
23/01/24 21:38:59| INFO doc finished [took 79.0709s]
23/01/24 21:39:13| INFO ref finished [took 92.4705s]
23/01/24 21:39:19| INFO mul_sld_lr_is finished [took 99.4789s]
23/01/24 21:39:38| INFO bin_sld_lr_is finished [took 116.9527s]
23/01/24 21:39:38| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 119.6431s]
23/01/24 21:39:38| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
23/01/24 21:40:47| INFO ref finished [took 67.2963s]
23/01/24 21:40:57| INFO doc finished [took 77.9089s]
23/01/24 21:41:01| INFO m3w_sld_lr_is finished [took 81.7154s]
23/01/24 21:41:13| INFO bin_sld_lr_is finished [took 93.8030s]
23/01/24 21:41:17| INFO atc_mc finished [took 97.4765s]
23/01/24 21:41:18| INFO mul_sld_lr_is finished [took 98.8490s]
23/01/24 21:41:19| INFO cross finished [took 98.8497s]
23/01/24 21:41:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 100.7869s]
23/01/24 21:41:19| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
23/01/24 21:42:35| INFO atc_mc finished [took 74.3712s]
23/01/24 21:42:35| INFO doc finished [took 75.2411s]
23/01/24 21:42:43| INFO m3w_sld_lr_is finished [took 81.4573s]
23/01/24 21:42:54| INFO ref finished [took 92.5004s]
23/01/24 21:42:55| INFO bin_sld_lr_is finished [took 94.6173s]
23/01/24 21:42:58| INFO cross finished [took 97.8241s]
23/01/24 21:43:00| INFO mul_sld_lr_is finished [took 99.3105s]
23/01/24 21:43:00| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 100.9646s]
23/01/24 21:43:00| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
23/01/24 21:44:09| INFO ref finished [took 68.5077s]
23/01/24 21:44:17| INFO cross finished [took 76.6933s]
23/01/24 21:44:25| INFO m3w_sld_lr_is finished [took 84.1984s]
23/01/24 21:44:26| INFO doc finished [took 85.2488s]
23/01/24 21:44:38| INFO atc_mc finished [took 97.0287s]
23/01/24 21:44:38| INFO mul_sld_lr_is finished [took 97.0946s]
23/01/24 21:44:49| INFO bin_sld_lr_is finished [took 108.5775s]
23/01/24 21:44:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 109.5588s]
23/01/24 21:44:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
23/01/24 21:45:59| INFO ref finished [took 68.0517s]
23/01/24 21:46:08| INFO cross finished [took 76.4424s]
23/01/24 21:46:12| INFO atc_mc finished [took 79.9228s]
23/01/24 21:46:19| INFO m3w_sld_lr_is finished [took 86.3001s]
23/01/24 21:46:25| INFO bin_sld_lr_is finished [took 93.9370s]
23/01/24 21:46:28| INFO doc finished [took 96.9670s]
23/01/24 21:46:45| INFO mul_sld_lr_is finished [took 113.6888s]
23/01/24 21:46:45| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 115.7083s]
23/01/24 21:46:45| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
23/01/24 21:47:55| INFO ref finished [took 68.5799s]
23/01/24 21:48:05| INFO cross finished [took 77.9280s]
23/01/24 21:48:06| INFO doc finished [took 79.1133s]
23/01/24 21:48:09| INFO m3w_sld_lr_is finished [took 82.0862s]
23/01/24 21:48:22| INFO bin_sld_lr_is finished [took 95.8813s]
23/01/24 21:48:25| INFO atc_mc finished [took 97.4774s]
23/01/24 21:48:41| INFO mul_sld_lr_is finished [took 113.1579s]
23/01/24 21:48:41| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 115.6272s]
23/01/24 21:48:41| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
23/01/24 21:49:59| INFO doc finished [took 77.0729s]
23/01/24 21:50:00| INFO cross finished [took 78.0250s]
23/01/24 21:50:08| INFO ref finished [took 85.0864s]
23/01/24 21:50:12| INFO m3w_sld_lr_is finished [took 90.1854s]
23/01/24 21:50:14| INFO atc_mc finished [took 91.3763s]
23/01/24 21:50:21| INFO bin_sld_lr_is finished [took 98.6007s]
23/01/24 21:50:23| INFO mul_sld_lr_is finished [took 100.6233s]
23/01/24 21:50:23| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 102.0878s]
----------------------------------------------------------------------------------------------------
24/01/24 00:01:59| INFO dataset rcv1_MCAT [pool size: 10]
24/01/24 00:01:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
24/01/24 00:04:49| INFO mul_sld_lr_ne finished [took 166.9680s]
24/01/24 00:05:04| INFO m3w_sld_lr_c finished [took 180.6814s]
24/01/24 00:05:10| INFO m3w_sld_lr_mc finished [took 186.3221s]
24/01/24 00:05:11| INFO m3w_sld_lr finished [took 186.8165s]
24/01/24 00:05:28| INFO bin_sld_lr_mc finished [took 204.2882s]
24/01/24 00:05:34| INFO bin_sld_lr finished [took 210.2940s]
24/01/24 00:05:34| INFO bin_sld_lr_ne finished [took 210.5574s]
24/01/24 00:05:42| INFO bin_sld_lr_c finished [took 218.0365s]
24/01/24 00:06:03| INFO mul_sld_lr_c finished [took 239.5998s]
24/01/24 00:06:27| INFO mul_sld_lr_mc finished [took 262.6671s]
24/01/24 00:06:27| INFO mul_sld_lr finished [took 263.6967s]
24/01/24 00:07:12| INFO m3w_sld_lr_is finished [took 121.0861s]
24/01/24 00:07:21| INFO m3w_sld_lr_ne finished [took 152.0447s]
24/01/24 00:07:27| INFO ref finished [took 105.1326s]
24/01/24 00:07:43| INFO mul_sld_lr_is finished [took 152.9885s]
24/01/24 00:07:44| INFO bin_sld_lr_is finished [took 158.5123s]
24/01/24 00:07:44| INFO atc_mc finished [took 100.2385s]
24/01/24 00:07:57| INFO m3w_sld_lr_a finished [took 141.7863s]
24/01/24 00:08:00| INFO doc finished [took 92.1760s]
24/01/24 00:08:13| INFO bin_sld_lr_a finished [took 164.5672s]
24/01/24 00:08:15| INFO mul_sld_lr_a finished [took 159.9112s]
24/01/24 00:08:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00607) [took 29.3454s]
24/01/24 00:09:45| INFO bin_sld_lr_gs finished [took 90.1004s]
24/01/24 00:18:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00758) [took 535.4998s]
24/01/24 00:19:43| INFO mul_sld_lr_gs finished [took 596.3349s]
24/01/24 00:26:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00635) [took 400.0002s]
24/01/24 00:27:15| INFO m3w_sld_lr_gs finished [took 451.5179s]
24/01/24 00:27:15| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1515.8194s]
24/01/24 00:27:15| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
24/01/24 00:29:34| INFO m3w_sld_lr_c finished [took 137.6315s]
24/01/24 00:29:38| INFO m3w_sld_lr finished [took 141.6595s]
24/01/24 00:30:06| INFO m3w_sld_lr_mc finished [took 169.6621s]
24/01/24 00:30:35| INFO bin_sld_lr_ne finished [took 198.5406s]
24/01/24 00:30:51| INFO bin_sld_lr finished [took 214.3172s]
24/01/24 00:30:51| INFO bin_sld_lr_c finished [took 214.6789s]
24/01/24 00:30:55| INFO bin_sld_lr_mc finished [took 218.7291s]
24/01/24 00:31:01| INFO mul_sld_lr_ne finished [took 224.3339s]
24/01/24 00:31:01| INFO mul_sld_lr_c finished [took 224.8041s]
24/01/24 00:31:37| INFO mul_sld_lr finished [took 260.7963s]
24/01/24 00:31:42| INFO mul_sld_lr_mc finished [took 264.9864s]
24/01/24 00:31:50| INFO m3w_sld_lr_ne finished [took 136.0529s]
24/01/24 00:32:16| INFO bin_sld_lr_is finished [took 157.6230s]
24/01/24 00:32:32| INFO atc_mc finished [took 90.0872s]
24/01/24 00:32:44| INFO ref finished [took 102.0195s]
24/01/24 00:32:45| INFO m3w_sld_lr_is finished [took 128.9993s]
24/01/24 00:32:57| INFO doc finished [took 78.9857s]
24/01/24 00:33:03| INFO m3w_sld_lr_a finished [took 126.2764s]
24/01/24 00:33:17| INFO mul_sld_lr_is finished [took 189.8058s]
24/01/24 00:33:25| INFO bin_sld_lr_a finished [took 153.2788s]
24/01/24 00:33:30| INFO mul_sld_lr_a finished [took 157.7645s]
24/01/24 00:35:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00653) [took 134.5152s]
24/01/24 00:36:46| INFO bin_sld_lr_gs finished [took 195.5106s]
24/01/24 00:46:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00718) [took 578.6239s]
24/01/24 00:47:28| INFO mul_sld_lr_gs finished [took 641.6285s]
24/01/24 00:54:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00794) [took 417.0822s]
24/01/24 00:55:18| INFO m3w_sld_lr_gs finished [took 468.9654s]
24/01/24 00:55:18| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 1682.9551s]
24/01/24 00:55:18| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
24/01/24 00:57:21| INFO m3w_sld_lr_c finished [took 121.2746s]
24/01/24 00:58:05| INFO m3w_sld_lr finished [took 164.7798s]
24/01/24 00:58:12| INFO m3w_sld_lr_mc finished [took 171.8819s]
24/01/24 00:58:33| INFO bin_sld_lr_mc finished [took 192.9892s]
24/01/24 00:58:34| INFO bin_sld_lr finished [took 194.0404s]
24/01/24 00:58:37| INFO bin_sld_lr_c finished [took 197.0447s]
24/01/24 00:58:44| INFO mul_sld_lr_ne finished [took 203.7280s]
24/01/24 00:58:46| INFO mul_sld_lr_mc finished [took 206.4184s]
24/01/24 00:58:50| INFO mul_sld_lr finished [took 210.7679s]
24/01/24 00:58:54| INFO bin_sld_lr_ne finished [took 214.3268s]
24/01/24 00:58:58| INFO mul_sld_lr_c finished [took 218.1463s]
24/01/24 00:59:43| INFO m3w_sld_lr_ne finished [took 141.3847s]
24/01/24 01:00:26| INFO ref finished [took 98.6262s]
24/01/24 01:00:34| INFO m3w_sld_lr_is finished [took 120.3733s]
24/01/24 01:00:35| INFO mul_sld_lr_a finished [took 117.3937s]
24/01/24 01:00:40| INFO m3w_sld_lr_a finished [took 116.2720s]
24/01/24 01:00:45| INFO bin_sld_lr_is finished [took 159.5471s]
24/01/24 01:00:53| INFO atc_mc finished [took 121.9504s]
24/01/24 01:00:57| INFO mul_sld_lr_is finished [took 164.8147s]
24/01/24 01:00:57| INFO doc finished [took 122.5431s]
24/01/24 01:01:07| INFO bin_sld_lr_a finished [took 152.2939s]
24/01/24 01:03:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00733) [took 130.5147s]
24/01/24 01:04:19| INFO bin_sld_lr_gs finished [took 191.1320s]
24/01/24 01:13:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00519) [took 574.0554s]
24/01/24 01:14:55| INFO mul_sld_lr_gs finished [took 635.9596s]
24/01/24 01:21:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 406.6821s]
24/01/24 01:22:33| INFO m3w_sld_lr_gs finished [took 457.1614s]
24/01/24 01:22:33| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 1635.0841s]
24/01/24 01:22:33| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
24/01/24 01:25:05| INFO m3w_sld_lr_mc finished [took 150.8489s]
24/01/24 01:25:24| INFO m3w_sld_lr_c finished [took 168.9088s]
24/01/24 01:25:25| INFO mul_sld_lr finished [took 170.0036s]
24/01/24 01:25:27| INFO m3w_sld_lr finished [took 171.8442s]
24/01/24 01:25:44| INFO bin_sld_lr finished [took 188.5053s]
24/01/24 01:25:48| INFO bin_sld_lr_ne finished [took 192.1149s]
24/01/24 01:25:55| INFO mul_sld_lr_c finished [took 199.2055s]
24/01/24 01:25:58| INFO bin_sld_lr_mc finished [took 202.5023s]
24/01/24 01:25:59| INFO bin_sld_lr_c finished [took 203.6023s]
24/01/24 01:26:04| INFO mul_sld_lr_ne finished [took 208.4737s]
24/01/24 01:26:11| INFO mul_sld_lr_mc finished [took 215.5752s]
24/01/24 01:27:23| INFO m3w_sld_lr_ne finished [took 137.0192s]
24/01/24 01:27:33| INFO m3w_sld_lr_is finished [took 125.0535s]
24/01/24 01:27:38| INFO bin_sld_lr_is finished [took 133.4605s]
24/01/24 01:27:50| INFO ref finished [took 111.3297s]
24/01/24 01:27:53| INFO mul_sld_lr_is finished [took 146.7411s]
24/01/24 01:28:03| INFO m3w_sld_lr_a finished [took 127.7571s]
24/01/24 01:28:03| INFO doc finished [took 118.4900s]
24/01/24 01:28:09| INFO atc_mc finished [took 129.4812s]
24/01/24 01:28:16| INFO bin_sld_lr_a finished [took 151.2034s]
24/01/24 01:28:16| INFO mul_sld_lr_a finished [took 147.8169s]
24/01/24 01:30:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00722) [took 150.0523s]
24/01/24 01:31:48| INFO bin_sld_lr_gs finished [took 210.5375s]
24/01/24 01:41:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00829) [took 585.9382s]
24/01/24 01:42:35| INFO mul_sld_lr_gs finished [took 646.9312s]
24/01/24 01:49:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00849) [took 416.6419s]
24/01/24 01:50:23| INFO m3w_sld_lr_gs finished [took 467.2107s]
24/01/24 01:50:23| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 1670.6468s]
24/01/24 01:50:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
24/01/24 01:52:41| INFO m3w_sld_lr finished [took 135.0499s]
24/01/24 01:52:49| INFO m3w_sld_lr_mc finished [took 143.2863s]
24/01/24 01:53:14| INFO m3w_sld_lr_c finished [took 167.7222s]
24/01/24 01:53:29| INFO bin_sld_lr_mc finished [took 183.2378s]
24/01/24 01:53:42| INFO bin_sld_lr_ne finished [took 195.5559s]
24/01/24 01:53:47| INFO bin_sld_lr_c finished [took 200.4236s]
24/01/24 01:53:52| INFO bin_sld_lr finished [took 206.4158s]
24/01/24 01:53:53| INFO mul_sld_lr_c finished [took 207.1745s]
24/01/24 01:53:54| INFO mul_sld_lr_mc finished [took 207.6878s]
24/01/24 01:53:54| INFO mul_sld_lr finished [took 208.5943s]
24/01/24 01:53:56| INFO mul_sld_lr_ne finished [took 209.7137s]
24/01/24 01:54:51| INFO bin_sld_lr_is finished [took 120.7640s]
24/01/24 01:55:05| INFO m3w_sld_lr_ne finished [took 142.7312s]
24/01/24 01:55:35| INFO doc finished [took 99.8396s]
24/01/24 01:55:35| INFO ref finished [took 101.0488s]
24/01/24 01:55:40| INFO m3w_sld_lr_is finished [took 129.6169s]
24/01/24 01:55:53| INFO mul_sld_lr_a finished [took 125.7306s]
24/01/24 01:55:55| INFO atc_mc finished [took 119.9460s]
24/01/24 01:55:58| INFO mul_sld_lr_is finished [took 163.2644s]
24/01/24 01:55:59| INFO m3w_sld_lr_a finished [took 125.4270s]
24/01/24 01:56:08| INFO bin_sld_lr_a finished [took 144.8807s]
24/01/24 01:58:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00866) [took 150.2275s]
24/01/24 01:59:41| INFO bin_sld_lr_gs finished [took 212.9453s]
24/01/24 02:09:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00834) [took 588.6728s]
24/01/24 02:10:31| INFO mul_sld_lr_gs finished [took 648.9945s]
24/01/24 02:17:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00880) [took 421.6920s]
24/01/24 02:18:24| INFO m3w_sld_lr_gs finished [took 472.3793s]
24/01/24 02:18:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 1680.8271s]
24/01/24 02:18:24| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
24/01/24 02:21:03| INFO m3w_sld_lr finished [took 157.5910s]
24/01/24 02:21:05| INFO bin_sld_lr_mc finished [took 158.8499s]
24/01/24 02:21:16| INFO m3w_sld_lr_mc finished [took 169.9854s]
24/01/24 02:21:19| INFO m3w_sld_lr_c finished [took 172.8098s]
24/01/24 02:21:26| INFO mul_sld_lr_mc finished [took 179.3801s]
24/01/24 02:21:32| INFO bin_sld_lr_ne finished [took 185.6850s]
24/01/24 02:21:37| INFO bin_sld_lr_c finished [took 191.5006s]
24/01/24 02:21:48| INFO mul_sld_lr_c finished [took 202.0099s]
24/01/24 02:21:48| INFO mul_sld_lr_ne finished [took 201.7266s]
24/01/24 02:21:50| INFO bin_sld_lr finished [took 204.2941s]
24/01/24 02:21:55| INFO mul_sld_lr finished [took 209.2947s]
24/01/24 02:23:24| INFO bin_sld_lr_a finished [took 117.8885s]
24/01/24 02:23:30| INFO atc_mc finished [took 101.7247s]
24/01/24 02:23:31| INFO bin_sld_lr_is finished [took 145.9243s]
24/01/24 02:23:32| INFO m3w_sld_lr_ne finished [took 148.2393s]
24/01/24 02:23:42| INFO ref finished [took 113.3756s]
24/01/24 02:23:45| INFO m3w_sld_lr_is finished [took 145.1965s]
24/01/24 02:23:51| INFO doc finished [took 120.0294s]
24/01/24 02:23:53| INFO mul_sld_lr_is finished [took 156.4622s]
24/01/24 02:23:54| INFO m3w_sld_lr_a finished [took 135.9513s]
24/01/24 02:24:09| INFO mul_sld_lr_a finished [took 156.3456s]
24/01/24 02:26:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00682) [took 150.3477s]
24/01/24 02:27:41| INFO bin_sld_lr_gs finished [took 211.7571s]
24/01/24 02:37:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00612) [took 584.3332s]
24/01/24 02:38:27| INFO mul_sld_lr_gs finished [took 645.6005s]
24/01/24 02:45:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00638) [took 417.0968s]
24/01/24 02:46:15| INFO m3w_sld_lr_gs finished [took 467.6498s]
24/01/24 02:46:15| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 1670.9796s]
24/01/24 02:46:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
24/01/24 02:49:01| INFO m3w_sld_lr_c finished [took 163.2450s]
24/01/24 02:49:05| INFO bin_sld_lr_ne finished [took 167.1674s]
24/01/24 02:49:07| INFO m3w_sld_lr_mc finished [took 169.6052s]
24/01/24 02:49:09| INFO m3w_sld_lr finished [took 171.8981s]
24/01/24 02:49:19| INFO mul_sld_lr_mc finished [took 181.4065s]
24/01/24 02:49:34| INFO mul_sld_lr finished [took 196.9045s]
24/01/24 02:49:42| INFO bin_sld_lr_c finished [took 204.1823s]
24/01/24 02:49:43| INFO mul_sld_lr_c finished [took 205.1290s]
24/01/24 02:49:44| INFO mul_sld_lr_ne finished [took 205.8599s]
24/01/24 02:49:52| INFO bin_sld_lr finished [took 214.6285s]
24/01/24 02:49:54| INFO bin_sld_lr_mc finished [took 215.9918s]
24/01/24 02:51:10| INFO m3w_sld_lr_is finished [took 120.0696s]
24/01/24 02:51:28| INFO ref finished [took 104.0877s]
24/01/24 02:51:39| INFO m3w_sld_lr_ne finished [took 157.1968s]
24/01/24 02:51:46| INFO doc finished [took 113.1143s]
24/01/24 02:51:46| INFO mul_sld_lr_is finished [took 158.1249s]
24/01/24 02:51:48| INFO atc_mc finished [took 122.5914s]
24/01/24 02:51:48| INFO bin_sld_lr_a finished [took 148.0978s]
24/01/24 02:51:52| INFO m3w_sld_lr_a finished [took 129.4885s]
24/01/24 02:51:53| INFO bin_sld_lr_is finished [took 167.3315s]
24/01/24 02:52:07| INFO mul_sld_lr_a finished [took 151.9861s]
24/01/24 02:54:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00460) [took 142.7757s]
24/01/24 02:55:32| INFO bin_sld_lr_gs finished [took 203.4423s]
24/01/24 03:05:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 585.6963s]
24/01/24 03:06:18| INFO mul_sld_lr_gs finished [took 645.9606s]
24/01/24 03:13:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 420.3713s]
24/01/24 03:14:10| INFO m3w_sld_lr_gs finished [took 470.3505s]
24/01/24 03:14:10| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 1674.2306s]
24/01/24 03:14:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
24/01/24 03:16:51| INFO mul_sld_lr_ne finished [took 158.0083s]
24/01/24 03:16:52| INFO m3w_sld_lr_c finished [took 160.8010s]
24/01/24 03:16:59| INFO m3w_sld_lr_mc finished [took 166.6549s]
24/01/24 03:17:01| INFO m3w_sld_lr finished [took 167.9485s]
24/01/24 03:17:15| INFO bin_sld_lr finished [took 182.3350s]
24/01/24 03:17:20| INFO mul_sld_lr_c finished [took 187.0720s]
24/01/24 03:17:32| INFO mul_sld_lr_mc finished [took 198.7769s]
24/01/24 03:17:35| INFO bin_sld_lr_mc finished [took 202.2199s]
24/01/24 03:17:35| INFO mul_sld_lr finished [took 202.3051s]
24/01/24 03:17:37| INFO bin_sld_lr_c finished [took 204.1809s]
24/01/24 03:17:38| INFO bin_sld_lr_ne finished [took 204.9762s]
24/01/24 03:19:28| INFO m3w_sld_lr_ne finished [took 156.0878s]
24/01/24 03:19:28| INFO bin_sld_lr_is finished [took 155.0475s]
24/01/24 03:19:30| INFO ref finished [took 113.6015s]
24/01/24 03:19:30| INFO atc_mc finished [took 113.3508s]
24/01/24 03:19:31| INFO m3w_sld_lr_is finished [took 149.1235s]
24/01/24 03:19:31| INFO mul_sld_lr_is finished [took 150.6210s]
24/01/24 03:19:32| INFO doc finished [took 114.0635s]
24/01/24 03:19:46| INFO m3w_sld_lr_a finished [took 133.5169s]
24/01/24 03:19:49| INFO mul_sld_lr_a finished [took 147.9885s]
24/01/24 03:19:53| INFO bin_sld_lr_a finished [took 157.5550s]
24/01/24 03:22:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00631) [took 144.8788s]
24/01/24 03:23:19| INFO bin_sld_lr_gs finished [took 204.1518s]
24/01/24 03:33:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 588.9724s]
24/01/24 03:34:09| INFO mul_sld_lr_gs finished [took 649.0040s]
24/01/24 03:41:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01118) [took 422.1004s]
24/01/24 03:42:03| INFO m3w_sld_lr_gs finished [took 473.1664s]
24/01/24 03:42:03| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 1673.3095s]
24/01/24 03:42:03| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
24/01/24 03:44:23| INFO m3w_sld_lr_mc finished [took 137.4651s]
24/01/24 03:44:25| INFO m3w_sld_lr_c finished [took 140.1862s]
24/01/24 03:44:57| INFO m3w_sld_lr finished [took 172.2285s]
24/01/24 03:45:03| INFO bin_sld_lr_c finished [took 178.5655s]
24/01/24 03:45:10| INFO bin_sld_lr_mc finished [took 185.0614s]
24/01/24 03:45:29| INFO bin_sld_lr finished [took 203.4371s]
24/01/24 03:45:37| INFO bin_sld_lr_ne finished [took 211.7739s]
24/01/24 03:46:04| INFO mul_sld_lr_c finished [took 238.4635s]
24/01/24 03:46:25| INFO mul_sld_lr_ne finished [took 259.5414s]
24/01/24 03:46:38| INFO mul_sld_lr finished [took 273.0012s]
24/01/24 03:46:50| INFO m3w_sld_lr_ne finished [took 146.3614s]
24/01/24 03:46:54| INFO mul_sld_lr_mc finished [took 288.8044s]
24/01/24 03:47:03| INFO m3w_sld_lr_is finished [took 119.5808s]
24/01/24 03:47:11| INFO bin_sld_lr_is finished [took 165.1667s]
24/01/24 03:47:13| INFO mul_sld_lr_is finished [took 134.8140s]
24/01/24 03:47:35| INFO ref finished [took 90.7145s]
24/01/24 03:47:37| INFO bin_sld_lr_a finished [took 146.4492s]
24/01/24 03:47:42| INFO m3w_sld_lr_a finished [took 124.7267s]
24/01/24 03:47:43| INFO mul_sld_lr_a finished [took 134.0232s]
24/01/24 03:47:57| INFO atc_mc finished [took 90.8726s]
24/01/24 03:47:59| INFO doc finished [took 80.4206s]
24/01/24 03:50:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00684) [took 131.3903s]
24/01/24 03:51:12| INFO bin_sld_lr_gs finished [took 191.5359s]
24/01/24 04:00:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00719) [took 585.2903s]
24/01/24 04:01:59| INFO mul_sld_lr_gs finished [took 646.1004s]
24/01/24 04:08:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00733) [took 419.1876s]
24/01/24 04:09:50| INFO m3w_sld_lr_gs finished [took 470.2422s]
24/01/24 04:09:50| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 1666.5274s]
----------------------------------------------------------------------------------------------------
24/01/24 11:04:30| INFO dataset rcv1_MCAT [pool size: 10]
24/01/24 11:04:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
24/01/24 11:04:40| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
24/01/24 11:04:40| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
24/01/24 11:04:41| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
24/01/24 11:04:41| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
24/01/24 11:04:50| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
24/01/24 11:04:59| WARNING Method bin_kde_lr_a failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0
24/01/24 11:19:24| INFO m3w_kde_lr_c finished [took 889.4715s]
24/01/24 11:20:13| INFO m3w_kde_lr finished [took 938.2744s]
24/01/24 11:20:18| INFO m3w_kde_lr_mc finished [took 945.3551s]
24/01/24 11:20:34| INFO m3w_kde_lr_is finished [took 950.9270s]
24/01/24 11:20:45| INFO m3w_kde_lr_ne finished [took 962.9233s]
24/01/24 11:21:18| INFO ref finished [took 64.7432s]
24/01/24 11:21:28| INFO atc_mc finished [took 69.3339s]
24/01/24 11:21:32| INFO mul_kde_lr finished [took 1017.3983s]
24/01/24 11:21:34| INFO mul_kde_lr_mc finished [took 1019.3661s]
24/01/24 11:21:55| INFO mul_kde_lr_is finished [took 1031.4135s]
24/01/24 11:21:57| INFO doc finished [took 82.1661s]
24/01/24 11:21:57| INFO mul_kde_lr_a finished [took 1016.1809s]
24/01/24 11:22:04| INFO mul_kde_lr_ne finished [took 1048.9677s]
24/01/24 11:22:07| INFO mul_kde_lr_c finished [took 1052.2644s]
24/01/24 11:28:36| INFO m3w_kde_lr_a finished [took 551.4275s]
24/01/24 11:32:50| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work
24/01/24 11:36:07| DEBUG [size=11,place=1] best score = 0.00705832; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 196.160s]
24/01/24 11:36:07| DEBUG [size=11,place=2] best score = 0.00759633; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 196.160s]
24/01/24 11:51:55| DEBUG [size=56,place=1] best score = 0.00582630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 948.741s]
24/01/24 11:51:55| DEBUG [size=56,place=2] best score = 0.00585714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 948.742s]
24/01/24 11:55:39| DEBUG [size=16,place=1] best score = 0.00598904; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 223.873s]
24/01/24 11:55:39| DEBUG [size=16,place=2] best score = 0.00604693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 223.873s]
24/01/24 11:55:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00583) [took 1368.8874s]
24/01/24 12:00:44| INFO mul_kde_lr_gs finished [took 1673.9669s]
24/01/24 12:03:22| DEBUG [size=11,place=1] best score = 0.00753340; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 156.844s]
24/01/24 12:03:22| DEBUG [size=11,place=2] best score = 0.00815183; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 156.845s]
24/01/24 12:14:39| DEBUG [size=55,place=1] best score = 0.00582010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 677.101s]
24/01/24 12:14:39| DEBUG [size=55,place=2] best score = 0.00608479; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 677.101s]
24/01/24 12:17:42| DEBUG [size=18,place=1] best score = 0.00602257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 182.476s]
24/01/24 12:17:42| DEBUG [size=18,place=2] best score = 0.00608606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 182.477s]
24/01/24 12:17:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00582) [took 1016.5372s]
24/01/24 12:22:00| INFO m3w_kde_lr_gs finished [took 1274.2245s]
24/01/24 12:22:00| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 4649.7115s]
24/01/24 12:22:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
24/01/24 12:33:44| INFO bin_kde_lr_mc finished [took 702.5661s]
24/01/24 12:34:26| INFO bin_kde_lr_c finished [took 745.1933s]
24/01/24 12:34:34| INFO bin_kde_lr finished [took 752.6833s]
24/01/24 12:34:46| INFO bin_kde_lr_ne finished [took 760.0081s]
24/01/24 12:36:38| INFO m3w_kde_lr finished [took 876.7641s]
24/01/24 12:37:03| INFO m3w_kde_lr_mc finished [took 899.4405s]
24/01/24 12:37:09| INFO m3w_kde_lr_c finished [took 908.0753s]
24/01/24 12:37:22| INFO mul_kde_lr finished [took 921.1947s]
24/01/24 12:38:10| INFO mul_kde_lr_mc finished [took 969.0278s]
24/01/24 12:38:19| INFO mul_kde_lr_ne finished [took 973.2979s]
24/01/24 12:38:42| INFO mul_kde_lr_c finished [took 1001.2933s]
24/01/24 12:39:09| INFO ref finished [took 106.1158s]
24/01/24 12:39:48| INFO atc_mc finished [took 97.5625s]
24/01/24 12:40:03| INFO doc finished [took 103.3867s]
24/01/24 12:44:16| INFO bin_kde_lr_is finished [took 588.8016s]
24/01/24 12:44:48| INFO m3w_kde_lr_ne finished [took 663.6614s]
24/01/24 12:45:22| INFO bin_kde_lr_a finished [took 523.9912s]
24/01/24 12:46:45| INFO mul_kde_lr_is finished [took 730.3188s]
24/01/24 12:46:52| INFO m3w_kde_lr_is finished [took 725.1970s]
24/01/24 12:48:12| INFO m3w_kde_lr_a finished [took 662.2724s]
24/01/24 12:49:08| INFO mul_kde_lr_a finished [took 725.0702s]
24/01/24 12:50:01| DEBUG [size=11,place=1] best score = 0.04470998; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 51.983s]
24/01/24 12:50:01| DEBUG [size=11,place=2] best score = 0.04819642; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 51.984s]
24/01/24 12:53:46| DEBUG [size=54,place=1] best score = 0.01948045; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 225.050s]
24/01/24 12:53:46| DEBUG [size=54,place=2] best score = 0.02072283; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 225.051s]
24/01/24 12:55:32| DEBUG [size=24,place=1] best score = 0.01803427; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 105.588s]
24/01/24 12:55:32| DEBUG [size=24,place=2] best score = 0.01834546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.589s]
24/01/24 12:58:22| DEBUG [size=48,place=1] best score = 0.02256716; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 170.726s]
24/01/24 12:58:22| DEBUG [size=48,place=2] best score = 0.02400858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 170.727s]
24/01/24 12:58:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.01803) [took 553.3723s]
24/01/24 13:01:57| INFO bin_kde_lr_gs finished [took 767.8506s]
24/01/24 13:05:30| DEBUG [size=11,place=1] best score = 0.00786927; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 212.678s]
24/01/24 13:05:30| DEBUG [size=11,place=2] best score = 0.01212044; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 212.678s]
24/01/24 13:22:27| DEBUG [size=56,place=1] best score = 0.00761093; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1016.885s]
24/01/24 13:22:27| DEBUG [size=56,place=2] best score = 0.00864693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1016.885s]
24/01/24 13:29:09| DEBUG [size=31,place=1] best score = 0.00877264; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 402.224s]
24/01/24 13:29:09| DEBUG [size=31,place=2] best score = 0.00883078; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 402.224s]
24/01/24 13:29:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00761) [took 1631.8964s]
24/01/24 13:33:53| INFO mul_kde_lr_gs finished [took 1916.1970s]
24/01/24 13:36:30| DEBUG [size=11,place=1] best score = 0.00617467; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 155.187s]
24/01/24 13:36:30| DEBUG [size=11,place=2] best score = 0.01003435; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 155.188s]
24/01/24 13:48:41| DEBUG [size=56,place=1] best score = 0.00627225; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 731.323s]
24/01/24 13:48:41| DEBUG [size=56,place=2] best score = 0.00649392; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 731.323s]
24/01/24 13:48:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00617) [took 886.6172s]
24/01/24 13:52:51| INFO m3w_kde_lr_gs finished [took 1136.8829s]
24/01/24 13:52:51| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 5451.6332s]
24/01/24 13:52:51| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
24/01/24 14:03:24| INFO bin_kde_lr_ne finished [took 625.4002s]
24/01/24 14:03:33| INFO bin_kde_lr_mc finished [took 640.2779s]
24/01/24 14:03:47| INFO bin_kde_lr finished [took 654.3848s]
24/01/24 14:03:50| INFO bin_kde_lr_c finished [took 657.5431s]
24/01/24 14:05:16| INFO m3w_kde_lr finished [took 743.2161s]
24/01/24 14:05:24| INFO m3w_kde_lr_c finished [took 751.2415s]
24/01/24 14:05:25| INFO mul_kde_lr_mc finished [took 752.4198s]
24/01/24 14:05:58| INFO m3w_kde_lr_mc finished [took 779.9496s]
24/01/24 14:06:20| INFO mul_kde_lr_c finished [took 807.4932s]
24/01/24 14:06:32| INFO mul_kde_lr finished [took 818.9937s]
24/01/24 14:07:31| INFO mul_kde_lr_ne finished [took 872.4001s]
24/01/24 14:07:46| INFO ref finished [took 107.3372s]
24/01/24 14:07:49| INFO atc_mc finished [took 88.9084s]
24/01/24 14:08:15| INFO doc finished [took 102.0560s]
24/01/24 14:11:13| INFO bin_kde_lr_is finished [took 459.5102s]
24/01/24 14:12:32| INFO m3w_kde_lr_ne finished [took 547.8353s]
24/01/24 14:12:55| INFO m3w_kde_lr_is finished [took 544.0389s]
24/01/24 14:13:18| INFO bin_kde_lr_a finished [took 481.2542s]
24/01/24 14:13:31| INFO mul_kde_lr_is finished [took 583.6349s]
24/01/24 14:14:14| INFO m3w_kde_lr_a finished [took 528.0912s]
24/01/24 14:15:24| INFO mul_kde_lr_a finished [took 599.1751s]
24/01/24 14:16:16| DEBUG [size=11,place=1] best score = 0.01020953; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 51.259s]
24/01/24 14:16:16| DEBUG [size=11,place=2] best score = 0.02674592; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 51.260s]
24/01/24 14:20:08| DEBUG [size=56,place=1] best score = 0.00951412; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 232.147s]
24/01/24 14:20:08| DEBUG [size=56,place=2] best score = 0.01005433; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 232.147s]
24/01/24 14:22:17| DEBUG [size=44,place=1] best score = 0.00916373; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 129.451s]
24/01/24 14:22:17| DEBUG [size=44,place=2] best score = 0.00936242; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 129.451s]
24/01/24 14:23:31| DEBUG [size=27,place=1] best score = 0.00928028; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 73.570s]
24/01/24 14:23:31| DEBUG [size=27,place=2] best score = 0.01325195; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 73.570s]
24/01/24 14:23:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00916) [took 486.5494s]
24/01/24 14:26:57| INFO bin_kde_lr_gs finished [took 693.0679s]
24/01/24 14:30:19| DEBUG [size=11,place=1] best score = 0.01166022; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 201.547s]
24/01/24 14:30:19| DEBUG [size=11,place=2] best score = 0.02921307; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 201.547s]
24/01/24 14:41:19| DEBUG [size=56,place=1] best score = 0.01115833; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 660.039s]
24/01/24 14:41:19| DEBUG [size=56,place=2] best score = 0.01143373; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 660.039s]
24/01/24 14:48:46| DEBUG [size=47,place=1] best score = 0.00870961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 446.824s]
24/01/24 14:48:46| DEBUG [size=47,place=2] best score = 0.01085050; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 446.825s]
24/01/24 14:52:12| DEBUG [size=26,place=1] best score = 0.00873221; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 205.835s]
24/01/24 14:52:12| DEBUG [size=26,place=2] best score = 0.01221712; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 205.836s]
24/01/24 14:52:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00871) [took 1514.2691s]
24/01/24 14:56:58| INFO mul_kde_lr_gs finished [took 1800.3607s]
24/01/24 14:59:23| DEBUG [size=11,place=1] best score = 0.00826323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 144.419s]
24/01/24 14:59:23| DEBUG [size=11,place=2] best score = 0.02183303; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 144.420s]
24/01/24 15:06:52| DEBUG [size=56,place=1] best score = 0.00821508; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 448.989s]
24/01/24 15:06:52| DEBUG [size=56,place=2] best score = 0.01014390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 448.990s]
24/01/24 15:11:43| DEBUG [size=34,place=1] best score = 0.00969789; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 290.445s]
24/01/24 15:11:43| DEBUG [size=34,place=2] best score = 0.01013154; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 290.446s]
24/01/24 15:11:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00822) [took 883.9691s]
24/01/24 15:16:25| INFO m3w_kde_lr_gs finished [took 1165.8974s]
24/01/24 15:16:25| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 5013.4803s]
24/01/24 15:16:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
24/01/24 15:26:34| INFO bin_kde_lr_mc finished [took 603.8370s]
24/01/24 15:26:40| INFO bin_kde_lr_c finished [took 613.3042s]
24/01/24 15:26:59| INFO bin_kde_lr finished [took 632.4138s]
24/01/24 15:27:13| INFO bin_kde_lr_ne finished [took 641.9089s]
24/01/24 15:28:16| INFO m3w_kde_lr finished [took 710.0831s]
24/01/24 15:29:26| INFO mul_kde_lr finished [took 779.8757s]
24/01/24 15:29:34| INFO mul_kde_lr_ne finished [took 782.4934s]
24/01/24 15:29:45| INFO m3w_kde_lr_c finished [took 793.8505s]
24/01/24 15:30:04| INFO mul_kde_lr_mc finished [took 812.6978s]
24/01/24 15:30:40| INFO m3w_kde_lr_mc finished [took 849.8022s]
24/01/24 15:31:27| INFO ref finished [took 101.7180s]
24/01/24 15:31:34| INFO mul_kde_lr_c finished [took 905.5269s]
24/01/24 15:31:55| INFO atc_mc finished [took 110.2290s]
24/01/24 15:32:15| INFO doc finished [took 93.9833s]
24/01/24 15:34:18| INFO bin_kde_lr_is finished [took 457.7209s]
24/01/24 15:34:48| INFO bin_kde_lr_a finished [took 391.0838s]
24/01/24 15:36:01| INFO m3w_kde_lr_ne finished [took 566.1486s]
24/01/24 15:36:22| INFO m3w_kde_lr_is finished [took 548.0344s]
24/01/24 15:37:07| INFO mul_kde_lr_is finished [took 608.0263s]
24/01/24 15:38:57| INFO mul_kde_lr_a finished [took 570.1904s]
24/01/24 15:38:59| INFO m3w_kde_lr_a finished [took 564.2177s]
24/01/24 15:39:59| DEBUG [size=11,place=1] best score = 0.00719131; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 59.053s]
24/01/24 15:39:59| DEBUG [size=11,place=2] best score = 0.00922208; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 59.053s]
24/01/24 15:45:12| DEBUG [size=56,place=1] best score = 0.00671314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 313.568s]
24/01/24 15:45:12| DEBUG [size=56,place=2] best score = 0.00682442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 313.569s]
24/01/24 15:46:49| DEBUG [size=18,place=1] best score = 0.00677462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 96.662s]
24/01/24 15:46:49| DEBUG [size=18,place=2] best score = 0.00678003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 96.662s]
24/01/24 15:46:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00671) [took 469.3009s]
24/01/24 15:50:36| INFO bin_kde_lr_gs finished [took 696.3403s]
24/01/24 15:54:01| DEBUG [size=11,place=1] best score = 0.00761192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 204.569s]
24/01/24 15:54:01| DEBUG [size=11,place=2] best score = 0.00932525; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 204.569s]
24/01/24 16:05:30| DEBUG [size=56,place=1] best score = 0.00760188; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 688.788s]
24/01/24 16:05:30| DEBUG [size=56,place=2] best score = 0.00779358; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 688.788s]
24/01/24 16:13:57| DEBUG [size=34,place=1] best score = 0.00769568; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 507.174s]
24/01/24 16:13:57| DEBUG [size=34,place=2] best score = 0.00780054; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 507.175s]
24/01/24 16:13:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00760) [took 1400.6437s]
24/01/24 16:18:28| INFO mul_kde_lr_gs finished [took 1671.7045s]
24/01/24 16:20:56| DEBUG [size=11,place=1] best score = 0.00917347; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 147.268s]
24/01/24 16:20:56| DEBUG [size=11,place=2] best score = 0.00933312; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 147.269s]
24/01/24 16:37:46| DEBUG [size=55,place=1] best score = 0.00768987; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1009.967s]
24/01/24 16:37:46| DEBUG [size=55,place=2] best score = 0.00862264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 1009.967s]
24/01/24 16:47:05| DEBUG [size=33,place=1] best score = 0.00738109; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 559.035s]
24/01/24 16:47:05| DEBUG [size=33,place=2] best score = 0.00845973; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 559.035s]
24/01/24 16:54:55| DEBUG [size=29,place=1] best score = 0.00856965; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 469.973s]
24/01/24 16:54:55| DEBUG [size=29,place=2] best score = 0.00874626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 469.974s]
24/01/24 16:54:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00738) [took 2186.3644s]
24/01/24 16:59:14| INFO m3w_kde_lr_gs finished [took 2445.1322s]
24/01/24 16:59:14| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 6169.4757s]
24/01/24 16:59:14| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
24/01/24 17:10:21| INFO bin_kde_lr_ne finished [took 663.7276s]
24/01/24 17:10:23| INFO bin_kde_lr finished [took 665.6925s]
24/01/24 17:10:23| INFO bin_kde_lr_mc finished [took 666.4864s]
24/01/24 17:10:30| INFO bin_kde_lr_c finished [took 673.0489s]
24/01/24 17:14:26| INFO m3w_kde_lr_mc finished [took 909.1297s]
24/01/24 17:14:35| INFO m3w_kde_lr_c finished [took 917.5501s]
24/01/24 17:14:35| INFO m3w_kde_lr finished [took 917.9584s]
24/01/24 17:15:39| INFO mul_kde_lr_mc finished [took 982.2124s]
24/01/24 17:15:42| INFO mul_kde_lr finished [took 984.6856s]
24/01/24 17:15:46| INFO mul_kde_lr_ne finished [took 982.8181s]
24/01/24 17:15:49| INFO mul_kde_lr_c finished [took 992.0160s]
24/01/24 17:17:01| INFO ref finished [took 81.8242s]
24/01/24 17:17:23| INFO atc_mc finished [took 100.5384s]
24/01/24 17:17:30| INFO doc finished [took 103.3503s]
24/01/24 17:19:32| INFO bin_kde_lr_is finished [took 548.5610s]
24/01/24 17:22:12| INFO m3w_kde_lr_ne finished [took 711.0240s]
24/01/24 17:22:19| INFO bin_kde_lr_a finished [took 472.4256s]
24/01/24 17:22:28| INFO m3w_kde_lr_is finished [took 716.8825s]
24/01/24 17:23:02| INFO mul_kde_lr_is finished [took 757.4501s]
24/01/24 17:24:21| INFO m3w_kde_lr_a finished [took 585.5948s]
24/01/24 17:25:55| INFO mul_kde_lr_a finished [took 679.9612s]
24/01/24 17:26:58| DEBUG [size=11,place=1] best score = 0.00774243; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 61.406s]
24/01/24 17:26:58| DEBUG [size=11,place=2] best score = 0.00834784; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 61.407s]
24/01/24 17:33:36| DEBUG [size=54,place=1] best score = 0.00720964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 398.083s]
24/01/24 17:33:36| DEBUG [size=54,place=2] best score = 0.00751823; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 398.084s]
24/01/24 17:36:27| DEBUG [size=31,place=1] best score = 0.00674382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.836s]
24/01/24 17:36:27| DEBUG [size=31,place=2] best score = 0.00692442; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 170.836s]
24/01/24 17:39:52| DEBUG [size=32,place=1] best score = 0.00651409; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 205.167s]
24/01/24 17:39:52| DEBUG [size=32,place=2] best score = 0.00669961; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 205.167s]
24/01/24 17:45:02| DEBUG [size=44,place=1] best score = 0.00729807; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 309.524s]
24/01/24 17:45:02| DEBUG [size=44,place=2] best score = 0.00815170; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 309.539s]
24/01/24 17:45:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00651) [took 1145.1583s]
24/01/24 17:48:53| INFO bin_kde_lr_gs finished [took 1375.7783s]
24/01/24 17:52:26| DEBUG [size=11,place=1] best score = 0.00675389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 211.917s]
24/01/24 17:52:26| DEBUG [size=11,place=2] best score = 0.00937851; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 211.918s]
24/01/24 18:14:20| DEBUG [size=54,place=1] best score = 0.00696843; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1314.863s]
24/01/24 18:14:20| DEBUG [size=54,place=2] best score = 0.00702078; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1314.864s]
24/01/24 18:14:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00675) [took 1526.7864s]
24/01/24 18:19:09| INFO mul_kde_lr_gs finished [took 1814.9656s]
24/01/24 18:21:36| DEBUG [size=11,place=1] best score = 0.00845556; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 146.719s]
24/01/24 18:21:36| DEBUG [size=11,place=2] best score = 0.00920313; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 146.719s]
24/01/24 18:33:53| DEBUG [size=53,place=1] best score = 0.00799767; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 737.082s]
24/01/24 18:33:53| DEBUG [size=53,place=2] best score = 0.00836873; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 737.083s]
24/01/24 18:40:15| DEBUG [size=33,place=1] best score = 0.00788063; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.017s]
24/01/24 18:40:15| DEBUG [size=33,place=2] best score = 0.00819981; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 382.018s]
24/01/24 18:43:28| DEBUG [size=15,place=1] best score = 0.00788895; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 192.825s]
24/01/24 18:43:28| DEBUG [size=15,place=2] best score = 0.00922262; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 192.826s]
24/01/24 18:43:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00788) [took 1458.7760s]
24/01/24 18:47:24| INFO m3w_kde_lr_gs finished [took 1694.7309s]
24/01/24 18:47:24| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 6489.8860s]
24/01/24 18:47:24| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
24/01/24 18:57:37| INFO bin_kde_lr_c finished [took 610.7041s]
24/01/24 18:57:41| INFO bin_kde_lr finished [took 615.5024s]
24/01/24 18:58:06| INFO bin_kde_lr_ne finished [took 634.4348s]
24/01/24 18:58:20| INFO bin_kde_lr_mc finished [took 653.6934s]
24/01/24 18:59:34| INFO m3w_kde_lr finished [took 728.1788s]
24/01/24 19:00:32| INFO m3w_kde_lr_mc finished [took 786.7412s]
24/01/24 19:00:34| INFO m3w_kde_lr_c finished [took 787.9781s]
24/01/24 19:00:39| INFO mul_kde_lr_mc finished [took 793.2032s]
24/01/24 19:00:45| INFO mul_kde_lr_ne finished [took 793.6669s]
24/01/24 19:01:08| INFO mul_kde_lr finished [took 822.0806s]
24/01/24 19:01:09| INFO mul_kde_lr_c finished [took 823.4072s]
24/01/24 19:02:11| INFO atc_mc finished [took 85.1006s]
24/01/24 19:02:21| INFO ref finished [took 101.1534s]
24/01/24 19:02:43| INFO doc finished [took 94.4352s]
24/01/24 19:06:00| INFO bin_kde_lr_is finished [took 498.4988s]
24/01/24 19:06:31| INFO bin_kde_lr_a finished [took 416.3706s]
24/01/24 19:07:30| INFO m3w_kde_lr_ne finished [took 593.0950s]
24/01/24 19:07:44| INFO m3w_kde_lr_is finished [took 564.1291s]
24/01/24 19:08:17| INFO mul_kde_lr_is finished [took 610.8550s]
24/01/24 19:09:27| INFO m3w_kde_lr_a finished [took 532.8943s]
24/01/24 19:10:17| INFO mul_kde_lr_a finished [took 583.8788s]
24/01/24 19:11:16| DEBUG [size=11,place=1] best score = 0.00748704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 59.019s]
24/01/24 19:11:16| DEBUG [size=11,place=2] best score = 0.01844680; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 59.020s]
24/01/24 19:16:07| DEBUG [size=56,place=1] best score = 0.00745125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 290.705s]
24/01/24 19:16:07| DEBUG [size=56,place=2] best score = 0.00749446; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 290.705s]
24/01/24 19:17:46| DEBUG [size=32,place=1] best score = 0.00742045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 99.241s]
24/01/24 19:17:46| DEBUG [size=32,place=2] best score = 0.00759004; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 99.242s]
24/01/24 19:18:37| DEBUG [size=12,place=1] best score = 0.00780895; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.788s]
24/01/24 19:18:37| DEBUG [size=12,place=2] best score = 0.00869272; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 50.788s]
24/01/24 19:18:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00742) [took 499.8688s]
24/01/24 19:21:56| INFO bin_kde_lr_gs finished [took 698.6343s]
24/01/24 19:25:20| DEBUG [size=11,place=1] best score = 0.01149779; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 203.972s]
24/01/24 19:25:20| DEBUG [size=11,place=2] best score = 0.01179284; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 203.972s]
24/01/24 19:47:16| DEBUG [size=54,place=1] best score = 0.00652653; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1315.319s]
24/01/24 19:47:16| DEBUG [size=54,place=2] best score = 0.00726079; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1315.320s]
24/01/24 20:00:58| DEBUG [size=44,place=1] best score = 0.00655354; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 822.618s]
24/01/24 20:00:58| DEBUG [size=44,place=2] best score = 0.00679654; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 822.619s]
24/01/24 20:00:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00653) [took 2341.9202s]
24/01/24 20:06:20| INFO mul_kde_lr_gs finished [took 2663.7632s]
24/01/24 20:08:49| DEBUG [size=11,place=1] best score = 0.00770326; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 148.167s]
24/01/24 20:08:49| DEBUG [size=11,place=2] best score = 0.01467365; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 148.168s]
24/01/24 20:16:03| DEBUG [size=56,place=1] best score = 0.00680081; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 434.389s]
24/01/24 20:16:03| DEBUG [size=56,place=2] best score = 0.00768001; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 434.389s]
24/01/24 20:19:00| DEBUG [size=17,place=1] best score = 0.00681030; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 177.181s]
24/01/24 20:19:00| DEBUG [size=17,place=2] best score = 0.00775601; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 177.181s]
24/01/24 20:19:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00680) [took 759.8550s]
24/01/24 20:22:48| INFO m3w_kde_lr_gs finished [took 987.7506s]
24/01/24 20:22:48| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 5724.0548s]
24/01/24 20:22:48| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
24/01/24 20:33:12| INFO bin_kde_lr_mc finished [took 621.1190s]
24/01/24 20:33:26| INFO bin_kde_lr finished [took 635.0391s]
24/01/24 20:33:47| INFO bin_kde_lr_ne finished [took 656.3249s]
24/01/24 20:33:53| INFO bin_kde_lr_c finished [took 661.7934s]
24/01/24 20:35:20| INFO m3w_kde_lr finished [took 750.4622s]
24/01/24 20:35:59| INFO mul_kde_lr_mc finished [took 787.6985s]
24/01/24 20:36:08| INFO m3w_kde_lr_mc finished [took 797.5299s]
24/01/24 20:36:42| INFO m3w_kde_lr_c finished [took 830.9061s]
24/01/24 20:37:03| INFO mul_kde_lr finished [took 852.5486s]
24/01/24 20:37:07| INFO mul_kde_lr_ne finished [took 848.7942s]
24/01/24 20:37:16| INFO mul_kde_lr_c finished [took 865.2538s]
24/01/24 20:38:00| INFO ref finished [took 77.4031s]
24/01/24 20:38:30| INFO doc finished [took 82.3225s]
24/01/24 20:38:42| INFO atc_mc finished [took 98.5573s]
24/01/24 20:41:12| INFO bin_kde_lr_is finished [took 465.8863s]
24/01/24 20:42:45| INFO m3w_kde_lr_ne finished [took 572.4586s]
24/01/24 20:43:20| INFO bin_kde_lr_a finished [took 478.7889s]
24/01/24 20:43:21| INFO mul_kde_lr_is finished [took 573.1312s]
24/01/24 20:43:57| INFO m3w_kde_lr_is finished [took 603.9433s]
24/01/24 20:44:45| INFO m3w_kde_lr_a finished [took 516.0873s]
24/01/24 20:45:54| INFO mul_kde_lr_a finished [took 594.3581s]
24/01/24 20:46:51| DEBUG [size=11,place=1] best score = 0.00551758; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 56.904s]
24/01/24 20:46:51| DEBUG [size=11,place=2] best score = 0.00812352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 56.904s]
24/01/24 20:52:44| DEBUG [size=54,place=1] best score = 0.00522204; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 352.422s]
24/01/24 20:52:44| DEBUG [size=54,place=2] best score = 0.00534310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 352.422s]
24/01/24 20:53:53| DEBUG [size=14,place=1] best score = 0.00531296; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 68.912s]
24/01/24 20:53:53| DEBUG [size=14,place=2] best score = 0.00589376; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 68.912s]
24/01/24 20:53:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00522) [took 478.2472s]
24/01/24 20:57:45| INFO bin_kde_lr_gs finished [took 710.1829s]
24/01/24 21:01:08| DEBUG [size=11,place=1] best score = 0.00940675; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 202.634s]
24/01/24 21:01:08| DEBUG [size=11,place=2] best score = 0.00987008; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 202.635s]
24/01/24 21:23:18| DEBUG [size=54,place=1] best score = 0.00714109; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1330.532s]
24/01/24 21:23:18| DEBUG [size=54,place=2] best score = 0.00730610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 1330.532s]
24/01/24 21:34:55| DEBUG [size=28,place=1] best score = 0.00698760; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 696.625s]
24/01/24 21:34:55| DEBUG [size=28,place=2] best score = 0.00719735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 696.625s]
24/01/24 21:46:33| DEBUG [size=31,place=1] best score = 0.00705573; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 697.976s]
24/01/24 21:46:33| DEBUG [size=31,place=2] best score = 0.00709717; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 697.976s]
24/01/24 21:46:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00699) [took 2927.7894s]
24/01/24 21:51:23| INFO mul_kde_lr_gs finished [took 3217.7377s]
24/01/24 21:53:49| DEBUG [size=11,place=1] best score = 0.01114144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 144.885s]
24/01/24 21:53:49| DEBUG [size=11,place=2] best score = 0.01157721; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 144.885s]
24/01/24 22:05:09| DEBUG [size=55,place=1] best score = 0.00586888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 680.026s]
24/01/24 22:05:09| DEBUG [size=55,place=2] best score = 0.00884623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 680.027s]
24/01/24 22:13:43| DEBUG [size=30,place=1] best score = 0.00564130; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 514.737s]
24/01/24 22:13:43| DEBUG [size=30,place=2] best score = 0.00854046; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 514.738s]
24/01/24 22:19:06| DEBUG [size=33,place=1] best score = 0.01011544; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 322.914s]
24/01/24 22:19:06| DEBUG [size=33,place=2] best score = 0.01013225; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 322.942s]
24/01/24 22:19:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00564) [took 1662.7116s]
24/01/24 22:23:09| INFO m3w_kde_lr_gs finished [took 1905.0556s]
24/01/24 22:23:09| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 7220.6008s]
24/01/24 22:23:09| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
24/01/24 22:35:22| INFO bin_kde_lr_ne finished [took 729.5555s]
24/01/24 22:35:31| INFO bin_kde_lr_c finished [took 738.2082s]
24/01/24 22:35:34| INFO bin_kde_lr_mc finished [took 741.0045s]
24/01/24 22:35:35| INFO bin_kde_lr finished [took 742.3012s]
24/01/24 22:37:05| INFO m3w_kde_lr finished [took 832.5621s]
24/01/24 22:38:04| INFO m3w_kde_lr_mc finished [took 891.0176s]
24/01/24 22:38:19| INFO m3w_kde_lr_c finished [took 905.8708s]
24/01/24 22:38:28| INFO mul_kde_lr_c finished [took 915.7379s]
24/01/24 22:38:49| INFO mul_kde_lr_ne finished [took 934.6296s]
24/01/24 22:38:58| INFO mul_kde_lr finished [took 945.5047s]
24/01/24 22:39:03| INFO mul_kde_lr_mc finished [took 949.7470s]
24/01/24 22:40:03| INFO ref finished [took 93.6991s]
24/01/24 22:40:26| INFO doc finished [took 86.5960s]
24/01/24 22:40:36| INFO atc_mc finished [took 105.7822s]
24/01/24 22:44:10| INFO bin_kde_lr_is finished [took 517.8401s]
24/01/24 22:45:12| INFO bin_kde_lr_a finished [took 486.4538s]
24/01/24 22:46:29| INFO m3w_kde_lr_is finished [took 653.2293s]
24/01/24 22:46:56| INFO m3w_kde_lr_ne finished [took 693.1555s]
24/01/24 22:47:30| INFO mul_kde_lr_is finished [took 715.5068s]
24/01/24 22:48:07| INFO m3w_kde_lr_a finished [took 587.4140s]
24/01/24 22:50:11| INFO mul_kde_lr_a finished [took 726.7974s]
24/01/24 22:51:08| DEBUG [size=11,place=1] best score = 0.00971279; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 55.328s]
24/01/24 22:51:08| DEBUG [size=11,place=2] best score = 0.01009537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 55.328s]
24/01/24 22:56:47| DEBUG [size=55,place=1] best score = 0.00850902; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 339.618s]
24/01/24 22:56:47| DEBUG [size=55,place=2] best score = 0.00851674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 339.619s]
24/01/24 22:58:38| DEBUG [size=29,place=1] best score = 0.00845436; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 110.437s]
24/01/24 22:58:38| DEBUG [size=29,place=2] best score = 0.00849172; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 110.437s]
24/01/24 22:59:39| DEBUG [size=16,place=1] best score = 0.00931381; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 61.505s]
24/01/24 22:59:39| DEBUG [size=16,place=2] best score = 0.00932823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 61.506s]
24/01/24 22:59:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} (score=0.00845) [took 567.0109s]
24/01/24 23:04:03| INFO bin_kde_lr_gs finished [took 830.9395s]
24/01/24 23:07:31| DEBUG [size=11,place=1] best score = 0.01072983; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 206.724s]
24/01/24 23:07:31| DEBUG [size=11,place=2] best score = 0.01088628; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 206.725s]
24/01/24 23:21:01| DEBUG [size=36,place=1] best score = 0.00875400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 810.793s]
24/01/24 23:21:01| DEBUG [size=36,place=2] best score = 0.00890199; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 810.793s]
24/01/24 23:41:07| DEBUG [size=50,place=1] best score = 0.00836540; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 1205.627s]
24/01/24 23:41:07| DEBUG [size=50,place=2] best score = 0.00836973; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 1205.627s]
24/01/24 23:45:01| DEBUG [size=14,place=1] best score = 0.00813714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 233.457s]
24/01/24 23:45:01| DEBUG [size=14,place=2] best score = 0.00815440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 233.471s]
24/01/24 23:55:41| DEBUG [size=23,place=1] best score = 0.00813754; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 640.029s]
24/01/24 23:55:41| DEBUG [size=23,place=2] best score = 0.00819589; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 640.030s]
24/01/24 23:55:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 3096.6760s]
25/01/24 00:02:43| INFO mul_kde_lr_gs finished [took 3518.6969s]
25/01/24 00:05:10| DEBUG [size=11,place=1] best score = 0.01384305; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 146.721s]
25/01/24 00:05:10| DEBUG [size=11,place=2] best score = 0.01986871; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 146.722s]
25/01/24 00:14:54| DEBUG [size=36,place=1] best score = 0.01074612; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 583.462s]
25/01/24 00:14:54| DEBUG [size=36,place=2] best score = 0.01310234; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 583.463s]
25/01/24 00:18:10| DEBUG [size=29,place=1] best score = 0.01170317; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 196.182s]
25/01/24 00:18:10| DEBUG [size=29,place=2] best score = 0.01298819; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 196.182s]
25/01/24 00:18:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.01075) [took 926.3781s]
25/01/24 00:23:32| INFO m3w_kde_lr_gs finished [took 1248.0347s]
25/01/24 00:23:32| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 7222.6708s]
25/01/24 00:23:32| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
25/01/24 00:35:50| INFO bin_kde_lr_c finished [took 735.0013s]
25/01/24 00:36:09| INFO bin_kde_lr_ne finished [took 752.4076s]
25/01/24 00:36:23| INFO bin_kde_lr_mc finished [took 766.0832s]
25/01/24 00:36:52| INFO bin_kde_lr finished [took 795.5876s]
25/01/24 00:38:20| INFO m3w_kde_lr_c finished [took 883.0930s]
25/01/24 00:38:32| INFO m3w_kde_lr_mc finished [took 895.3030s]
25/01/24 00:38:43| INFO m3w_kde_lr finished [took 906.1516s]
25/01/24 00:38:54| INFO mul_kde_lr_ne finished [took 917.0140s]
25/01/24 00:39:28| INFO mul_kde_lr_c finished [took 951.3356s]
25/01/24 00:39:58| INFO mul_kde_lr_mc finished [took 981.6373s]
25/01/24 00:40:04| INFO mul_kde_lr finished [took 987.3614s]
25/01/24 00:40:40| INFO ref finished [took 105.1421s]
25/01/24 00:41:02| INFO atc_mc finished [took 93.3232s]
25/01/24 00:41:34| INFO doc finished [took 94.9003s]
25/01/24 00:45:31| INFO bin_kde_lr_is finished [took 561.0979s]
25/01/24 00:46:41| INFO m3w_kde_lr_ne finished [took 650.9166s]
25/01/24 00:47:00| INFO m3w_kde_lr_is finished [took 607.2744s]
25/01/24 00:47:34| INFO mul_kde_lr_is finished [took 670.8525s]
25/01/24 00:48:07| INFO m3w_kde_lr_a finished [took 563.8100s]
25/01/24 00:48:33| INFO bin_kde_lr_a finished [took 612.6438s]
25/01/24 00:50:22| INFO mul_kde_lr_a finished [took 709.4284s]
25/01/24 00:51:18| DEBUG [size=11,place=1] best score = 0.00715291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 53.874s]
25/01/24 00:51:18| DEBUG [size=11,place=2] best score = 0.00730665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 53.875s]
25/01/24 00:55:00| DEBUG [size=54,place=1] best score = 0.00527870; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 221.654s]
25/01/24 00:55:00| DEBUG [size=54,place=2] best score = 0.00572131; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 221.654s]
25/01/24 00:57:58| DEBUG [size=47,place=1] best score = 0.00472139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.587s]
25/01/24 00:57:58| DEBUG [size=47,place=2] best score = 0.00479071; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 178.587s]
25/01/24 00:58:58| DEBUG [size=16,place=1] best score = 0.00455215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 59.762s]
25/01/24 00:58:58| DEBUG [size=16,place=2] best score = 0.00467292; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 59.763s]
25/01/24 01:00:25| DEBUG [size=23,place=1] best score = 0.00471257; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 87.219s]
25/01/24 01:00:25| DEBUG [size=23,place=2] best score = 0.00500443; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 87.233s]
25/01/24 01:00:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00455) [took 601.1333s]
25/01/24 01:04:26| INFO bin_kde_lr_gs finished [took 842.0425s]
25/01/24 01:07:51| DEBUG [size=11,place=1] best score = 0.01099208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 204.352s]
25/01/24 01:07:51| DEBUG [size=11,place=2] best score = 0.01657625; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 204.352s]
25/01/24 01:23:32| DEBUG [size=54,place=1] best score = 0.00704831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 940.710s]
25/01/24 01:23:32| DEBUG [size=54,place=2] best score = 0.00763711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 940.711s]
25/01/24 01:31:16| DEBUG [size=28,place=1] best score = 0.00664071; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 464.540s]
25/01/24 01:31:16| DEBUG [size=28,place=2] best score = 0.00694597; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 464.540s]
25/01/24 01:41:24| DEBUG [size=31,place=1] best score = 0.00671874; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.706s]
25/01/24 01:41:24| DEBUG [size=31,place=2] best score = 0.00763922; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 607.706s]
25/01/24 01:41:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00664) [took 2217.4229s]
25/01/24 01:46:17| INFO mul_kde_lr_gs finished [took 2510.4992s]
25/01/24 01:48:45| DEBUG [size=11,place=1] best score = 0.00961761; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 147.409s]
25/01/24 01:48:45| DEBUG [size=11,place=2] best score = 0.01003228; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 147.410s]
25/01/24 01:55:58| DEBUG [size=56,place=1] best score = 0.00688976; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 432.229s]
25/01/24 01:55:58| DEBUG [size=56,place=2] best score = 0.00689715; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 432.229s]
25/01/24 02:00:30| DEBUG [size=35,place=1] best score = 0.00677359; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 272.670s]
25/01/24 02:00:30| DEBUG [size=35,place=2] best score = 0.00685405; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 272.670s]
25/01/24 02:07:01| DEBUG [size=47,place=1] best score = 0.00669181; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 390.809s]
25/01/24 02:07:01| DEBUG [size=47,place=2] best score = 0.00689240; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 390.809s]
25/01/24 02:10:03| DEBUG [size=14,place=1] best score = 0.00703448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.502s]
25/01/24 02:10:03| DEBUG [size=14,place=2] best score = 0.00706970; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['max_conf', 'entropy', 'isoft']} [took 181.503s]
25/01/24 02:10:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['max_conf', 'entropy', 'isoft']} (score=0.00669) [took 1424.6475s]
25/01/24 02:14:42| INFO m3w_kde_lr_gs finished [took 1704.2556s]
25/01/24 02:14:42| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 6670.5696s]
----------------------------------------------------------------------------------------------------
25/01/24 11:35:50| INFO dataset imdb [pool size: 10]
25/01/24 11:35:51| INFO Dataset sample [0.1 0.9] of dataset imdb started
25/01/24 11:36:17| INFO ref finished [took 23.6450s]
25/01/24 11:36:21| INFO atc_mc finished [took 27.1673s]
25/01/24 11:36:24| INFO cross2 finished [took 30.0646s]
25/01/24 11:36:30| INFO m3w_sld_lr_is finished [took 36.5318s]
25/01/24 11:36:33| INFO mul_sld_lr_is finished [took 38.5818s]
25/01/24 11:36:36| INFO doc finished [took 42.5913s]
25/01/24 11:36:37| INFO cross finished [took 42.9295s]
25/01/24 11:36:45| INFO bin_sld_lr_is finished [took 51.0490s]
25/01/24 11:36:45| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 54.2643s]
25/01/24 11:36:45| INFO Dataset sample [0.2 0.8] of dataset imdb started
25/01/24 11:37:13| INFO ref finished [took 26.8342s]
25/01/24 11:37:20| INFO cross2 finished [took 31.2053s]
25/01/24 11:37:20| INFO atc_mc finished [took 34.1058s]
25/01/24 11:37:21| INFO doc finished [took 34.3989s]
25/01/24 11:37:25| INFO cross finished [took 36.0384s]
25/01/24 11:37:26| INFO m3w_sld_lr_is finished [took 40.0633s]
25/01/24 11:37:36| INFO mul_sld_lr_is finished [took 49.3632s]
25/01/24 11:37:46| INFO bin_sld_lr_is finished [took 56.7463s]
25/01/24 11:37:46| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 61.2576s]
25/01/24 11:37:46| INFO Dataset sample [0.3 0.7] of dataset imdb started
25/01/24 11:38:07| INFO cross2 finished [took 19.7494s]
25/01/24 11:38:15| INFO ref finished [took 26.4726s]
25/01/24 11:38:15| INFO atc_mc finished [took 27.5497s]
25/01/24 11:38:20| INFO cross finished [took 32.7346s]
25/01/24 11:38:31| INFO doc finished [took 42.5826s]
25/01/24 11:38:31| INFO m3w_sld_lr_is finished [took 42.9533s]
25/01/24 11:38:31| INFO bin_sld_lr_is finished [took 44.0394s]
25/01/24 11:38:42| INFO mul_sld_lr_is finished [took 53.3836s]
25/01/24 11:38:42| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 55.4420s]
25/01/24 11:38:42| INFO Dataset sample [0.4 0.6] of dataset imdb started
25/01/24 11:39:12| INFO atc_mc finished [took 28.1797s]
25/01/24 11:39:14| INFO cross2 finished [took 30.6477s]
25/01/24 11:39:15| INFO ref finished [took 31.6700s]
25/01/24 11:39:17| INFO doc finished [took 34.1247s]
25/01/24 11:39:21| INFO m3w_sld_lr_is finished [took 37.9809s]
25/01/24 11:39:25| INFO cross finished [took 41.8937s]
25/01/24 11:39:29| INFO mul_sld_lr_is finished [took 46.5930s]
25/01/24 11:39:36| INFO bin_sld_lr_is finished [took 53.1445s]
25/01/24 11:39:36| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 54.1517s]
25/01/24 11:39:36| INFO Dataset sample [0.5 0.5] of dataset imdb started
25/01/24 11:39:57| INFO cross2 finished [took 19.7987s]
25/01/24 11:40:04| INFO atc_mc finished [took 27.2542s]
25/01/24 11:40:04| INFO ref finished [took 26.8310s]
25/01/24 11:40:11| INFO doc finished [took 33.4677s]
25/01/24 11:40:13| INFO cross finished [took 35.5359s]
25/01/24 11:40:23| INFO m3w_sld_lr_is finished [took 45.5564s]
25/01/24 11:40:27| INFO mul_sld_lr_is finished [took 49.9659s]
25/01/24 11:40:28| INFO bin_sld_lr_is finished [took 50.3638s]
25/01/24 11:40:28| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 52.0138s]
25/01/24 11:40:28| INFO Dataset sample [0.6 0.4] of dataset imdb started
25/01/24 11:40:49| INFO cross2 finished [took 19.6678s]
25/01/24 11:41:02| INFO ref finished [took 32.0682s]
25/01/24 11:41:07| INFO m3w_sld_lr_is finished [took 38.1759s]
25/01/24 11:41:09| INFO cross finished [took 39.1518s]
25/01/24 11:41:09| INFO atc_mc finished [took 39.4263s]
25/01/24 11:41:10| INFO doc finished [took 40.1959s]
25/01/24 11:41:13| INFO bin_sld_lr_is finished [took 43.9935s]
25/01/24 11:41:17| INFO mul_sld_lr_is finished [took 48.2449s]
25/01/24 11:41:17| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 49.4781s]
25/01/24 11:41:17| INFO Dataset sample [0.7 0.3] of dataset imdb started
25/01/24 11:41:45| INFO ref finished [took 25.6513s]
25/01/24 11:41:46| INFO atc_mc finished [took 27.0561s]
25/01/24 11:41:49| INFO cross2 finished [took 29.3019s]
25/01/24 11:41:56| INFO cross finished [took 35.8179s]
25/01/24 11:41:56| INFO doc finished [took 35.9353s]
25/01/24 11:42:04| INFO bin_sld_lr_is finished [took 44.8654s]
25/01/24 11:42:05| INFO m3w_sld_lr_is finished [took 45.3874s]
25/01/24 11:42:11| INFO mul_sld_lr_is finished [took 51.7435s]
25/01/24 11:42:11| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 53.4523s]
25/01/24 11:42:11| INFO Dataset sample [0.8 0.2] of dataset imdb started
25/01/24 11:42:32| INFO ref finished [took 19.9497s]
25/01/24 11:42:38| INFO cross2 finished [took 25.5259s]
25/01/24 11:42:49| INFO m3w_sld_lr_is finished [took 36.9316s]
25/01/24 11:42:49| INFO atc_mc finished [took 36.3590s]
25/01/24 11:42:51| INFO cross finished [took 39.0287s]
25/01/24 11:42:54| INFO doc finished [took 41.5488s]
25/01/24 11:43:08| INFO mul_sld_lr_is finished [took 56.3771s]
25/01/24 11:43:09| INFO bin_sld_lr_is finished [took 57.0681s]
25/01/24 11:43:09| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 58.0938s]
25/01/24 11:43:09| INFO Dataset sample [0.9 0.1] of dataset imdb started
25/01/24 11:43:37| INFO atc_mc finished [took 26.9476s]
25/01/24 11:43:40| INFO ref finished [took 29.9288s]
25/01/24 11:43:41| INFO cross2 finished [took 30.5196s]
25/01/24 11:43:45| INFO cross finished [took 35.1148s]
25/01/24 11:43:46| INFO m3w_sld_lr_is finished [took 35.4226s]
25/01/24 11:43:49| INFO mul_sld_lr_is finished [took 38.7458s]
25/01/24 11:43:53| INFO doc finished [took 42.4371s]
25/01/24 11:44:18| INFO bin_sld_lr_is finished [took 67.7248s]
25/01/24 11:44:18| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 68.8483s]
----------------------------------------------------------------------------------------------------
25/01/24 11:44:25| INFO dataset rcv1_CCAT [pool size: 10]
25/01/24 11:44:25| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
25/01/24 11:45:41| INFO cross2 finished [took 73.2839s]
25/01/24 11:45:48| INFO cross finished [took 81.5714s]
25/01/24 11:45:51| INFO m3w_sld_lr_is finished [took 84.7033s]
25/01/24 11:45:59| INFO ref finished [took 92.0133s]
25/01/24 11:46:12| INFO doc finished [took 104.0604s]
25/01/24 11:46:13| INFO atc_mc finished [took 105.5313s]
25/01/24 11:46:28| INFO mul_sld_lr_is finished [took 121.6784s]
25/01/24 11:46:29| INFO bin_sld_lr_is finished [took 121.3874s]
25/01/24 11:46:29| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 123.9118s]
25/01/24 11:46:29| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
25/01/24 11:47:43| INFO cross2 finished [took 72.1173s]
25/01/24 11:47:50| INFO atc_mc finished [took 79.5104s]
25/01/24 11:47:56| INFO m3w_sld_lr_is finished [took 85.2153s]
25/01/24 11:47:56| INFO doc finished [took 84.4297s]
25/01/24 11:48:08| INFO ref finished [took 97.0382s]
25/01/24 11:48:19| INFO cross finished [took 107.2867s]
25/01/24 11:48:40| INFO mul_sld_lr_is finished [took 128.0434s]
25/01/24 11:48:42| INFO bin_sld_lr_is finished [took 130.2633s]
25/01/24 11:48:42| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 133.1027s]
25/01/24 11:48:42| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
25/01/24 11:49:55| INFO cross2 finished [took 70.7983s]
25/01/24 11:49:59| INFO atc_mc finished [took 74.8269s]
25/01/24 11:50:21| INFO ref finished [took 96.5090s]
25/01/24 11:50:25| INFO bin_sld_lr_is finished [took 101.6008s]
25/01/24 11:50:28| INFO mul_sld_lr_is finished [took 104.2289s]
25/01/24 11:50:29| INFO cross finished [took 103.9743s]
25/01/24 11:50:31| INFO doc finished [took 106.5046s]
25/01/24 11:50:35| INFO m3w_sld_lr_is finished [took 110.1622s]
25/01/24 11:50:35| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 113.0112s]
25/01/24 11:50:35| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
25/01/24 11:51:45| INFO ref finished [took 68.1313s]
25/01/24 11:51:52| INFO atc_mc finished [took 74.9690s]
25/01/24 11:51:53| INFO cross finished [took 76.8063s]
25/01/24 11:51:58| INFO m3w_sld_lr_is finished [took 82.0022s]
25/01/24 11:52:12| INFO cross2 finished [took 94.9298s]
25/01/24 11:52:21| INFO doc finished [took 104.1582s]
25/01/24 11:52:37| INFO bin_sld_lr_is finished [took 120.2569s]
25/01/24 11:52:41| INFO mul_sld_lr_is finished [took 123.8944s]
25/01/24 11:52:41| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 126.0833s]
25/01/24 11:52:41| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
25/01/24 11:53:53| INFO cross2 finished [took 69.7417s]
25/01/24 11:54:05| INFO doc finished [took 81.7758s]
25/01/24 11:54:07| INFO m3w_sld_lr_is finished [took 84.5683s]
25/01/24 11:54:24| INFO ref finished [took 100.3438s]
25/01/24 11:54:25| INFO mul_sld_lr_is finished [took 102.1231s]
25/01/24 11:54:25| INFO atc_mc finished [took 101.7972s]
25/01/24 11:54:27| INFO cross finished [took 103.7545s]
25/01/24 11:54:49| INFO bin_sld_lr_is finished [took 125.1956s]
25/01/24 11:54:49| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 127.7231s]
25/01/24 11:54:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
25/01/24 11:55:57| INFO ref finished [took 67.1904s]
25/01/24 11:56:00| INFO cross2 finished [took 70.3554s]
25/01/24 11:56:15| INFO m3w_sld_lr_is finished [took 85.2588s]
25/01/24 11:56:28| INFO bin_sld_lr_is finished [took 97.6812s]
25/01/24 11:56:32| INFO atc_mc finished [took 101.8635s]
25/01/24 11:56:34| INFO doc finished [took 103.1996s]
25/01/24 11:56:36| INFO cross finished [took 105.4554s]
25/01/24 11:56:54| INFO mul_sld_lr_is finished [took 123.7189s]
25/01/24 11:56:54| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 125.2845s]
25/01/24 11:56:54| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
25/01/24 11:58:15| INFO atc_mc finished [took 79.0230s]
25/01/24 11:58:19| INFO ref finished [took 81.5896s]
25/01/24 11:58:24| INFO m3w_sld_lr_is finished [took 86.5488s]
25/01/24 11:58:28| INFO doc finished [took 90.2149s]
25/01/24 11:58:36| INFO cross2 finished [took 99.3227s]
25/01/24 11:58:36| INFO cross finished [took 98.3996s]
25/01/24 11:58:53| INFO mul_sld_lr_is finished [took 116.6495s]
25/01/24 11:59:03| INFO bin_sld_lr_is finished [took 126.2623s]
25/01/24 11:59:03| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 128.3143s]
25/01/24 11:59:03| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
25/01/24 12:00:26| INFO doc finished [took 81.9131s]
25/01/24 12:00:29| INFO m3w_sld_lr_is finished [took 84.5987s]
25/01/24 12:00:36| INFO atc_mc finished [took 90.5774s]
25/01/24 12:00:41| INFO ref finished [took 96.3053s]
25/01/24 12:00:42| INFO mul_sld_lr_is finished [took 97.3056s]
25/01/24 12:00:43| INFO cross finished [took 98.3308s]
25/01/24 12:00:47| INFO cross2 finished [took 101.5465s]
25/01/24 12:01:12| INFO bin_sld_lr_is finished [took 126.7583s]
25/01/24 12:01:12| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 129.3432s]
25/01/24 12:01:12| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
25/01/24 12:02:23| INFO cross2 finished [took 69.2817s]
25/01/24 12:02:37| INFO cross finished [took 83.3023s]
25/01/24 12:02:38| INFO m3w_sld_lr_is finished [took 84.2394s]
25/01/24 12:02:51| INFO ref finished [took 97.1679s]
25/01/24 12:02:56| INFO atc_mc finished [took 101.3354s]
25/01/24 12:02:56| INFO bin_sld_lr_is finished [took 103.0702s]
25/01/24 12:02:57| INFO doc finished [took 102.4440s]
25/01/24 12:03:12| INFO mul_sld_lr_is finished [took 118.7092s]
25/01/24 12:03:12| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 120.2353s]
----------------------------------------------------------------------------------------------------
25/01/24 12:22:21| INFO dataset imdb [pool size: 10]
25/01/24 12:22:21| INFO Dataset sample [0.1 0.9] of dataset imdb started
25/01/24 12:22:58| INFO ref finished [took 33.6297s]
25/01/24 12:22:58| INFO cross2 finished [took 33.7000s]
25/01/24 12:23:07| INFO atc_mc finished [took 41.7784s]
25/01/24 12:23:21| INFO doc finished [took 55.9796s]
25/01/24 12:23:24| INFO cross finished [took 59.6992s]
25/01/24 12:23:26| INFO m3w_sld_lr_is finished [took 61.3862s]
25/01/24 12:23:29| INFO m3w_sld_lr finished [took 64.4167s]
25/01/24 12:23:33| INFO bin_sld_lr_is finished [took 68.6201s]
25/01/24 12:23:38| INFO bin_sld_lr finished [took 73.3467s]
25/01/24 12:23:40| INFO mul_sld_lr_is finished [took 74.8617s]
25/01/24 12:23:53| INFO mul_sld_lr finished [took 88.2640s]
25/01/24 12:23:53| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 92.1619s]
25/01/24 12:23:53| INFO Dataset sample [0.2 0.8] of dataset imdb started
25/01/24 12:24:28| INFO ref finished [took 33.3323s]
25/01/24 12:24:28| INFO cross2 finished [took 33.5663s]
25/01/24 12:24:37| INFO atc_mc finished [took 42.9700s]
25/01/24 12:24:49| INFO cross finished [took 54.5496s]
25/01/24 12:24:51| INFO doc finished [took 56.7869s]
25/01/24 12:24:53| INFO m3w_sld_lr finished [took 58.5622s]
25/01/24 12:24:53| INFO m3w_sld_lr_is finished [took 58.9278s]
25/01/24 12:24:56| INFO mul_sld_lr_is finished [took 61.6606s]
25/01/24 12:25:02| INFO mul_sld_lr finished [took 67.9241s]
25/01/24 12:25:05| INFO bin_sld_lr_is finished [took 70.4352s]
25/01/24 12:25:08| INFO bin_sld_lr finished [took 73.9751s]
25/01/24 12:25:08| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 75.5093s]
25/01/24 12:25:08| INFO Dataset sample [0.3 0.7] of dataset imdb started
25/01/24 12:25:44| INFO cross2 finished [took 33.9943s]
25/01/24 12:25:44| INFO ref finished [took 34.4567s]
25/01/24 12:25:57| INFO atc_mc finished [took 47.4235s]
25/01/24 12:26:03| INFO doc finished [took 53.2943s]
25/01/24 12:26:04| INFO m3w_sld_lr finished [took 53.8319s]
25/01/24 12:26:05| INFO cross finished [took 54.8585s]
25/01/24 12:26:08| INFO m3w_sld_lr_is finished [took 58.4755s]
25/01/24 12:26:10| INFO mul_sld_lr finished [took 60.1296s]
25/01/24 12:26:15| INFO bin_sld_lr_is finished [took 65.6663s]
25/01/24 12:26:17| INFO mul_sld_lr_is finished [took 66.7777s]
25/01/24 12:26:19| INFO bin_sld_lr finished [took 68.8810s]
25/01/24 12:26:19| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 70.2981s]
25/01/24 12:26:19| INFO Dataset sample [0.4 0.6] of dataset imdb started
25/01/24 12:26:54| INFO cross2 finished [took 34.4718s]
25/01/24 12:26:54| INFO ref finished [took 34.4079s]
25/01/24 12:27:04| INFO atc_mc finished [took 44.5984s]
25/01/24 12:27:08| INFO cross finished [took 48.2413s]
25/01/24 12:27:13| INFO doc finished [took 52.9755s]
25/01/24 12:27:16| INFO m3w_sld_lr_is finished [took 56.0605s]
25/01/24 12:27:17| INFO m3w_sld_lr finished [took 57.5390s]
25/01/24 12:27:25| INFO mul_sld_lr finished [took 65.1679s]
25/01/24 12:27:25| INFO bin_sld_lr finished [took 65.4812s]
25/01/24 12:27:26| INFO bin_sld_lr_is finished [took 66.9950s]
25/01/24 12:27:27| INFO mul_sld_lr_is finished [took 67.8697s]
25/01/24 12:27:28| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 68.7604s]
25/01/24 12:27:28| INFO Dataset sample [0.5 0.5] of dataset imdb started
25/01/24 12:28:03| INFO cross2 finished [took 34.7222s]
25/01/24 12:28:03| INFO ref finished [took 35.0608s]
25/01/24 12:28:15| INFO atc_mc finished [took 46.8302s]
25/01/24 12:28:23| INFO m3w_sld_lr finished [took 54.7266s]
25/01/24 12:28:23| INFO cross finished [took 54.8490s]
25/01/24 12:28:25| INFO doc finished [took 56.4045s]
25/01/24 12:28:25| INFO m3w_sld_lr_is finished [took 56.4646s]
25/01/24 12:28:30| INFO bin_sld_lr_is finished [took 61.4160s]
25/01/24 12:28:34| INFO mul_sld_lr_is finished [took 66.0148s]
25/01/24 12:28:35| INFO bin_sld_lr finished [took 67.0917s]
25/01/24 12:28:38| INFO mul_sld_lr finished [took 69.8819s]
25/01/24 12:28:38| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 70.8268s]
25/01/24 12:28:38| INFO Dataset sample [0.6 0.4] of dataset imdb started
25/01/24 12:29:13| INFO cross2 finished [took 33.6649s]
25/01/24 12:29:14| INFO ref finished [took 34.1838s]
25/01/24 12:29:26| INFO atc_mc finished [took 46.1140s]
25/01/24 12:29:31| INFO cross finished [took 51.0968s]
25/01/24 12:29:32| INFO m3w_sld_lr_is finished [took 52.0895s]
25/01/24 12:29:35| INFO m3w_sld_lr finished [took 55.0865s]
25/01/24 12:29:36| INFO doc finished [took 56.1595s]
25/01/24 12:29:44| INFO bin_sld_lr finished [took 64.8579s]
25/01/24 12:29:46| INFO bin_sld_lr_is finished [took 66.6080s]
25/01/24 12:29:47| INFO mul_sld_lr_is finished [took 68.0383s]
25/01/24 12:29:51| INFO mul_sld_lr finished [took 71.8295s]
25/01/24 12:29:52| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 73.1838s]
25/01/24 12:29:52| INFO Dataset sample [0.7 0.3] of dataset imdb started
25/01/24 12:30:26| INFO ref finished [took 33.5052s]
25/01/24 12:30:26| INFO cross2 finished [took 33.5628s]
25/01/24 12:30:38| INFO atc_mc finished [took 45.5159s]
25/01/24 12:30:42| INFO cross finished [took 49.7529s]
25/01/24 12:30:45| INFO doc finished [took 52.3566s]
25/01/24 12:30:49| INFO m3w_sld_lr finished [took 56.4881s]
25/01/24 12:30:50| INFO m3w_sld_lr_is finished [took 56.9020s]
25/01/24 12:31:00| INFO mul_sld_lr finished [took 67.1920s]
25/01/24 12:31:00| INFO mul_sld_lr_is finished [took 67.3540s]
25/01/24 12:31:01| INFO bin_sld_lr_is finished [took 68.4303s]
25/01/24 12:31:04| INFO bin_sld_lr finished [took 70.7400s]
25/01/24 12:31:04| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 72.0617s]
25/01/24 12:31:04| INFO Dataset sample [0.8 0.2] of dataset imdb started
25/01/24 12:31:38| INFO cross2 finished [took 33.2872s]
25/01/24 12:31:39| INFO ref finished [took 34.2233s]
25/01/24 12:31:51| INFO atc_mc finished [took 45.8910s]
25/01/24 12:31:55| INFO m3w_sld_lr finished [took 49.9020s]
25/01/24 12:31:57| INFO m3w_sld_lr_is finished [took 52.3495s]
25/01/24 12:31:58| INFO doc finished [took 52.9964s]
25/01/24 12:31:59| INFO cross finished [took 54.3552s]
25/01/24 12:32:15| INFO mul_sld_lr_is finished [took 70.2474s]
25/01/24 12:32:21| INFO bin_sld_lr_is finished [took 75.9115s]
25/01/24 12:32:25| INFO bin_sld_lr finished [took 80.2923s]
25/01/24 12:32:27| INFO mul_sld_lr finished [took 82.3178s]
25/01/24 12:32:27| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 83.6393s]
25/01/24 12:32:27| INFO Dataset sample [0.9 0.1] of dataset imdb started
25/01/24 12:33:01| INFO cross2 finished [took 32.8266s]
25/01/24 12:33:02| INFO ref finished [took 33.1846s]
25/01/24 12:33:09| INFO atc_mc finished [took 40.6510s]
25/01/24 12:33:19| INFO m3w_sld_lr_is finished [took 50.7897s]
25/01/24 12:33:20| INFO cross finished [took 51.7187s]
25/01/24 12:33:22| INFO doc finished [took 53.4998s]
25/01/24 12:33:23| INFO m3w_sld_lr finished [took 54.3079s]
25/01/24 12:33:28| INFO mul_sld_lr finished [took 59.3274s]
25/01/24 12:33:43| INFO bin_sld_lr_is finished [took 75.0638s]
25/01/24 12:33:51| INFO bin_sld_lr finished [took 82.2384s]
25/01/24 12:34:02| INFO mul_sld_lr_is finished [took 93.5196s]
25/01/24 12:34:02| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 94.7759s]
----------------------------------------------------------------------------------------------------
25/01/24 12:34:07| INFO dataset rcv1_CCAT [pool size: 10]
25/01/24 12:34:07| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
25/01/24 12:36:15| INFO atc_mc finished [took 125.7611s]
25/01/24 12:36:21| INFO ref finished [took 132.1697s]
25/01/24 12:36:23| INFO cross2 finished [took 134.2677s]
25/01/24 12:36:35| INFO cross finished [took 146.1256s]
25/01/24 12:36:39| INFO doc finished [took 149.7789s]
25/01/24 12:36:39| INFO m3w_sld_lr finished [took 150.9322s]
25/01/24 12:36:40| INFO m3w_sld_lr_is finished [took 151.5271s]
25/01/24 12:36:45| INFO mul_sld_lr_is finished [took 156.3806s]
25/01/24 12:36:50| INFO mul_sld_lr finished [took 161.0921s]
25/01/24 12:37:08| INFO bin_sld_lr_is finished [took 178.9724s]
25/01/24 12:37:09| INFO bin_sld_lr finished [took 180.6145s]
25/01/24 12:37:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 181.9801s]
25/01/24 12:37:09| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
25/01/24 12:39:14| INFO cross2 finished [took 123.8257s]
25/01/24 12:39:17| INFO atc_mc finished [took 125.7378s]
25/01/24 12:39:22| INFO ref finished [took 130.8220s]
25/01/24 12:39:28| INFO cross finished [took 137.3247s]
25/01/24 12:39:33| INFO doc finished [took 141.7685s]
25/01/24 12:39:34| INFO m3w_sld_lr finished [took 142.3875s]
25/01/24 12:39:40| INFO m3w_sld_lr_is finished [took 148.3258s]
25/01/24 12:39:50| INFO mul_sld_lr finished [took 158.7034s]
25/01/24 12:39:51| INFO mul_sld_lr_is finished [took 159.3121s]
25/01/24 12:40:01| INFO bin_sld_lr_is finished [took 170.0174s]
25/01/24 12:40:02| INFO bin_sld_lr finished [took 170.5169s]
25/01/24 12:40:02| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 172.2719s]
25/01/24 12:40:02| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
25/01/24 12:42:15| INFO ref finished [took 131.4029s]
25/01/24 12:42:17| INFO cross2 finished [took 133.4621s]
25/01/24 12:42:23| INFO atc_mc finished [took 139.2557s]
25/01/24 12:42:24| INFO m3w_sld_lr_is finished [took 140.2105s]
25/01/24 12:42:30| INFO m3w_sld_lr finished [took 147.1981s]
25/01/24 12:42:32| INFO doc finished [took 148.1908s]
25/01/24 12:42:34| INFO cross finished [took 150.5925s]
25/01/24 12:42:43| INFO bin_sld_lr_is finished [took 159.3226s]
25/01/24 12:42:49| INFO mul_sld_lr_is finished [took 165.8626s]
25/01/24 12:42:54| INFO mul_sld_lr finished [took 170.7817s]
25/01/24 12:42:58| INFO bin_sld_lr finished [took 174.2454s]
25/01/24 12:42:58| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 175.9490s]
25/01/24 12:42:58| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
25/01/24 12:44:53| INFO atc_mc finished [took 113.4863s]
25/01/24 12:45:07| INFO ref finished [took 128.0909s]
25/01/24 12:45:09| INFO cross2 finished [took 129.8759s]
25/01/24 12:45:17| INFO cross finished [took 138.0735s]
25/01/24 12:45:24| INFO m3w_sld_lr_is finished [took 145.0510s]
25/01/24 12:45:25| INFO doc finished [took 145.5072s]
25/01/24 12:45:25| INFO m3w_sld_lr finished [took 146.0284s]
25/01/24 12:45:30| INFO mul_sld_lr_is finished [took 150.9118s]
25/01/24 12:45:32| INFO bin_sld_lr_is finished [took 153.0524s]
25/01/24 12:45:40| INFO bin_sld_lr finished [took 161.3401s]
25/01/24 12:45:41| INFO mul_sld_lr finished [took 161.9054s]
25/01/24 12:45:41| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 163.3906s]
25/01/24 12:45:41| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
25/01/24 12:47:26| INFO cross2 finished [took 103.0398s]
25/01/24 12:47:56| INFO ref finished [took 133.2650s]
25/01/24 12:47:59| INFO cross finished [took 137.0592s]
25/01/24 12:48:02| INFO atc_mc finished [took 139.6395s]
25/01/24 12:48:04| INFO mul_sld_lr finished [took 141.6673s]
25/01/24 12:48:11| INFO doc finished [took 148.1121s]
25/01/24 12:48:11| INFO m3w_sld_lr finished [took 148.2967s]
25/01/24 12:48:13| INFO m3w_sld_lr_is finished [took 150.0335s]
25/01/24 12:48:21| INFO bin_sld_lr_is finished [took 158.5279s]
25/01/24 12:48:23| INFO bin_sld_lr finished [took 160.0234s]
25/01/24 12:48:28| INFO mul_sld_lr_is finished [took 165.2170s]
25/01/24 12:48:28| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 166.7069s]
25/01/24 12:48:28| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
25/01/24 12:50:31| INFO ref finished [took 122.5025s]
25/01/24 12:50:31| INFO cross2 finished [took 122.7188s]
25/01/24 12:50:54| INFO cross finished [took 145.2352s]
25/01/24 12:50:55| INFO atc_mc finished [took 146.5007s]
25/01/24 12:50:57| INFO doc finished [took 148.4474s]
25/01/24 12:51:00| INFO m3w_sld_lr finished [took 151.2561s]
25/01/24 12:51:02| INFO m3w_sld_lr_is finished [took 153.2082s]
25/01/24 12:51:16| INFO mul_sld_lr finished [took 167.4429s]
25/01/24 12:51:16| INFO mul_sld_lr_is finished [took 167.5035s]
25/01/24 12:51:20| INFO bin_sld_lr finished [took 171.1769s]
25/01/24 12:51:21| INFO bin_sld_lr_is finished [took 171.7745s]
25/01/24 12:51:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 172.7349s]
25/01/24 12:51:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
25/01/24 12:53:28| INFO cross2 finished [took 126.4406s]
25/01/24 12:53:37| INFO ref finished [took 134.5815s]
25/01/24 12:53:45| INFO atc_mc finished [took 142.2757s]
25/01/24 12:53:51| INFO cross finished [took 147.8059s]
25/01/24 12:53:53| INFO m3w_sld_lr_is finished [took 150.3535s]
25/01/24 12:53:55| INFO doc finished [took 151.8425s]
25/01/24 12:53:59| INFO m3w_sld_lr finished [took 156.5067s]
25/01/24 12:54:06| INFO mul_sld_lr_is finished [took 163.3772s]
25/01/24 12:54:09| INFO mul_sld_lr finished [took 166.1159s]
25/01/24 12:54:11| INFO bin_sld_lr finished [took 168.7289s]
25/01/24 12:54:14| INFO bin_sld_lr_is finished [took 171.0113s]
25/01/24 12:54:14| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 173.2417s]
25/01/24 12:54:14| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
25/01/24 12:56:20| INFO ref finished [took 123.8999s]
25/01/24 12:56:26| INFO cross2 finished [took 130.3596s]
25/01/24 12:56:43| INFO m3w_sld_lr_is finished [took 147.1640s]
25/01/24 12:56:44| INFO doc finished [took 148.2395s]
25/01/24 12:56:45| INFO atc_mc finished [took 149.3265s]
25/01/24 12:56:45| INFO cross finished [took 149.4201s]
25/01/24 12:56:51| INFO m3w_sld_lr finished [took 155.5928s]
25/01/24 12:56:56| INFO mul_sld_lr_is finished [took 160.2231s]
25/01/24 12:57:07| INFO bin_sld_lr_is finished [took 171.8535s]
25/01/24 12:57:10| INFO bin_sld_lr finished [took 173.9271s]
25/01/24 12:57:14| INFO mul_sld_lr finished [took 177.9837s]
25/01/24 12:57:14| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 179.7120s]
25/01/24 12:57:14| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
25/01/24 12:59:25| INFO cross2 finished [took 129.5739s]
25/01/24 12:59:26| INFO ref finished [took 130.4932s]
25/01/24 12:59:36| INFO atc_mc finished [took 140.6765s]
25/01/24 12:59:37| INFO cross finished [took 142.4876s]
25/01/24 12:59:45| INFO m3w_sld_lr_is finished [took 150.6797s]
25/01/24 12:59:46| INFO doc finished [took 150.7387s]
25/01/24 12:59:46| INFO m3w_sld_lr finished [took 150.9508s]
25/01/24 13:00:00| INFO bin_sld_lr finished [took 164.9272s]
25/01/24 13:00:00| INFO bin_sld_lr_is finished [took 165.2628s]
25/01/24 13:00:07| INFO mul_sld_lr finished [took 172.1540s]
25/01/24 13:00:15| INFO mul_sld_lr_is finished [took 180.0685s]
25/01/24 13:00:15| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 181.6084s]
----------------------------------------------------------------------------------------------------
25/01/24 13:41:13| INFO dataset rcv1_MCAT [pool size: 10]
25/01/24 13:41:13| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started
25/01/24 13:42:48| INFO ref finished [took 91.8894s]
25/01/24 13:42:52| INFO atc_mc finished [took 96.1650s]
25/01/24 13:42:56| INFO doc finished [took 100.4566s]
25/01/24 13:48:37| INFO rca_star finished [took 440.4432s]
25/01/24 13:48:40| INFO rca finished [took 443.6743s]
25/01/24 13:56:49| INFO mandoline finished [took 932.8227s]
25/01/24 13:56:49| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 935.4640s]
25/01/24 13:56:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started
25/01/24 13:58:17| INFO ref finished [took 87.4484s]
25/01/24 13:58:25| INFO atc_mc finished [took 93.5795s]
25/01/24 13:58:32| INFO doc finished [took 100.9422s]
25/01/24 14:05:00| INFO rca finished [took 488.2718s]
25/01/24 14:05:02| INFO rca_star finished [took 491.0657s]
25/01/24 14:12:22| INFO mandoline finished [took 930.3638s]
25/01/24 14:12:22| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 932.9191s]
25/01/24 14:12:22| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started
25/01/24 14:13:51| INFO ref finished [took 88.0385s]
25/01/24 14:14:00| INFO atc_mc finished [took 95.9475s]
25/01/24 14:14:05| INFO doc finished [took 100.7115s]
25/01/24 14:20:33| INFO rca finished [took 488.6075s]
25/01/24 14:20:35| INFO rca_star finished [took 490.6619s]
25/01/24 14:27:37| INFO mandoline finished [took 912.1410s]
25/01/24 14:27:37| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 914.8554s]
25/01/24 14:27:37| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started
25/01/24 14:29:06| INFO ref finished [took 88.1780s]
25/01/24 14:29:14| INFO atc_mc finished [took 95.1463s]
25/01/24 14:29:21| INFO doc finished [took 102.0665s]
25/01/24 14:35:46| INFO rca_star finished [took 486.7376s]
25/01/24 14:35:52| INFO rca finished [took 493.2990s]
25/01/24 14:42:58| INFO mandoline finished [took 918.6429s]
25/01/24 14:42:58| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 921.1681s]
25/01/24 14:42:58| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started
25/01/24 14:44:26| INFO ref finished [took 87.2694s]
25/01/24 14:44:35| INFO atc_mc finished [took 94.2686s]
25/01/24 14:44:41| INFO doc finished [took 100.3706s]
25/01/24 14:51:07| INFO rca finished [took 487.0160s]
25/01/24 14:51:11| INFO rca_star finished [took 490.3627s]
25/01/24 14:58:38| INFO mandoline finished [took 937.9291s]
25/01/24 14:58:38| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 940.5597s]
25/01/24 14:58:38| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started
25/01/24 15:00:08| INFO ref finished [took 88.5776s]
25/01/24 15:00:16| INFO atc_mc finished [took 95.1581s]
25/01/24 15:00:21| INFO doc finished [took 99.8099s]
25/01/24 15:06:51| INFO rca finished [took 489.8960s]
25/01/24 15:06:55| INFO rca_star finished [took 494.3795s]
25/01/24 15:14:07| INFO mandoline finished [took 925.8516s]
25/01/24 15:14:07| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 928.2753s]
25/01/24 15:14:07| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started
25/01/24 15:15:36| INFO ref finished [took 88.0580s]
25/01/24 15:15:45| INFO atc_mc finished [took 96.0900s]
25/01/24 15:15:51| INFO doc finished [took 101.1047s]
25/01/24 15:22:21| INFO rca_star finished [took 491.9192s]
25/01/24 15:22:22| INFO rca finished [took 492.0604s]
25/01/24 15:29:29| INFO mandoline finished [took 919.4335s]
25/01/24 15:29:29| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 922.0897s]
25/01/24 15:29:29| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started
25/01/24 15:30:57| INFO ref finished [took 87.8217s]
25/01/24 15:31:07| INFO atc_mc finished [took 95.2762s]
25/01/24 15:31:12| INFO doc finished [took 100.6940s]
25/01/24 15:37:18| INFO rca_star finished [took 466.6618s]
25/01/24 15:37:23| INFO rca finished [took 471.2736s]
25/01/24 15:44:40| INFO mandoline finished [took 908.9283s]
25/01/24 15:44:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 911.6243s]
25/01/24 15:44:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started
25/01/24 15:46:13| INFO ref finished [took 91.3125s]
25/01/24 15:46:27| INFO atc_mc finished [took 103.8304s]
25/01/24 15:46:34| INFO doc finished [took 110.6919s]
25/01/24 15:53:06| INFO rca_star finished [took 502.9974s]
25/01/24 15:53:08| INFO rca finished [took 504.4067s]
25/01/24 16:00:41| INFO mandoline finished [took 957.8078s]
25/01/24 16:00:41| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 960.6609s]
----------------------------------------------------------------------------------------------------
25/01/24 18:08:10| INFO dataset imdb [pool size: 10]
25/01/24 18:08:10| INFO Dataset sample [0.1 0.9] of dataset imdb started
25/01/24 18:08:32| INFO ref finished [took 20.0780s]
25/01/24 18:08:40| INFO atc_mc finished [took 27.5694s]
25/01/24 18:08:46| INFO doc finished [took 33.5501s]
25/01/24 18:12:41| INFO rca finished [took 268.8300s]
25/01/24 18:12:41| INFO rca_star finished [took 269.0242s]
25/01/24 18:42:47| INFO mandoline finished [took 2074.4264s]
25/01/24 18:42:47| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 2076.8198s]
25/01/24 18:42:47| INFO Dataset sample [0.2 0.8] of dataset imdb started
25/01/24 18:43:08| INFO ref finished [took 20.2966s]
25/01/24 18:43:17| INFO atc_mc finished [took 27.5369s]
25/01/24 18:43:23| INFO doc finished [took 34.1168s]
25/01/24 18:48:35| INFO rca_star finished [took 346.0954s]
25/01/24 18:48:41| INFO rca finished [took 351.9739s]
25/01/24 19:17:03| INFO mandoline finished [took 2053.5588s]
25/01/24 19:17:03| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 2056.2038s]
25/01/24 19:17:03| INFO Dataset sample [0.3 0.7] of dataset imdb started
25/01/24 19:17:24| INFO ref finished [took 20.8364s]
25/01/24 19:17:33| INFO atc_mc finished [took 27.4550s]
25/01/24 19:17:39| INFO doc finished [took 33.9024s]
25/01/24 19:22:06| INFO rca_star finished [took 300.5427s]
25/01/24 19:22:11| INFO rca finished [took 305.8736s]
25/01/24 19:51:21| INFO mandoline finished [took 2055.1625s]
25/01/24 19:51:21| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 2057.7084s]
25/01/24 19:51:21| INFO Dataset sample [0.4 0.6] of dataset imdb started
25/01/24 19:51:42| INFO ref finished [took 20.6138s]
25/01/24 19:51:51| INFO atc_mc finished [took 27.6528s]
25/01/24 19:51:56| INFO doc finished [took 33.1588s]
25/01/24 19:57:05| INFO rca_star finished [took 342.2380s]
25/01/24 19:57:07| INFO rca finished [took 344.4579s]
25/01/24 20:25:00| INFO mandoline finished [took 2017.0414s]
25/01/24 20:25:00| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 2019.4652s]
25/01/24 20:25:00| INFO Dataset sample [0.5 0.5] of dataset imdb started
25/01/24 20:25:21| INFO ref finished [took 20.6674s]
25/01/24 20:25:30| INFO atc_mc finished [took 27.3027s]
25/01/24 20:25:37| INFO doc finished [took 34.0993s]
25/01/24 20:30:41| INFO rca_star finished [took 338.5652s]
25/01/24 20:30:46| INFO rca finished [took 343.7947s]
25/01/24 20:59:14| INFO mandoline finished [took 2051.5696s]
25/01/24 20:59:14| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 2053.9318s]
25/01/24 20:59:14| INFO Dataset sample [0.6 0.4] of dataset imdb started
25/01/24 20:59:36| INFO ref finished [took 20.8493s]
25/01/24 20:59:44| INFO atc_mc finished [took 27.4613s]
25/01/24 20:59:50| INFO doc finished [took 33.7709s]
25/01/24 21:04:52| INFO rca_star finished [took 335.7672s]
25/01/24 21:04:55| INFO rca finished [took 338.7511s]
25/01/24 21:33:27| INFO mandoline finished [took 2050.4126s]
25/01/24 21:33:27| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 2052.9282s]
25/01/24 21:33:27| INFO Dataset sample [0.7 0.3] of dataset imdb started
25/01/24 21:33:48| INFO ref finished [took 20.5255s]
25/01/24 21:33:57| INFO atc_mc finished [took 27.1069s]
25/01/24 21:34:03| INFO doc finished [took 33.3741s]
25/01/24 21:38:30| INFO rca_star finished [took 300.4359s]
25/01/24 21:38:32| INFO rca finished [took 302.5463s]
25/01/24 22:07:17| INFO mandoline finished [took 2027.3022s]
25/01/24 22:07:17| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 2029.8254s]
25/01/24 22:07:17| INFO Dataset sample [0.8 0.2] of dataset imdb started
25/01/24 22:07:38| INFO ref finished [took 20.6072s]
25/01/24 22:07:47| INFO atc_mc finished [took 28.0474s]
25/01/24 22:07:53| INFO doc finished [took 33.8511s]
25/01/24 22:12:53| INFO rca_star finished [took 333.4884s]
25/01/24 22:12:53| INFO rca finished [took 333.7893s]
25/01/24 22:42:01| INFO mandoline finished [took 2081.3063s]
25/01/24 22:42:01| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 2083.7533s]
25/01/24 22:42:01| INFO Dataset sample [0.9 0.1] of dataset imdb started
25/01/24 22:42:22| INFO ref finished [took 20.4089s]
25/01/24 22:42:31| INFO atc_mc finished [took 27.5858s]
25/01/24 22:42:36| INFO doc finished [took 33.4626s]
25/01/24 22:46:13| INFO rca_star finished [took 249.9972s]
25/01/24 22:46:15| INFO rca finished [took 252.0454s]
25/01/24 23:15:38| INFO mandoline finished [took 2015.1380s]
25/01/24 23:15:38| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 2017.5776s]
----------------------------------------------------------------------------------------------------
29/01/24 19:29:54| INFO dataset rcv1_CCAT [pool size: 10]
29/01/24 19:29:54| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started
29/01/24 19:31:20| INFO ref finished [took 84.0344s]
29/01/24 19:31:30| INFO atc_mc finished [took 93.5704s]
29/01/24 19:31:34| INFO doc finished [took 97.4742s]
29/01/24 19:37:01| INFO rca finished [took 424.6757s]
29/01/24 19:37:07| INFO rca_star finished [took 430.4277s]
29/01/24 19:59:29| INFO mandoline finished [took 1773.1134s]
29/01/24 19:59:30| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1775.7782s]
29/01/24 19:59:30| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started
29/01/24 20:00:53| INFO ref finished [took 82.9494s]
29/01/24 20:01:04| INFO atc_mc finished [took 91.5715s]
29/01/24 20:01:10| INFO doc finished [took 98.0107s]
29/01/24 20:07:10| INFO rca_star finished [took 457.7627s]
29/01/24 20:07:14| INFO rca finished [took 461.5504s]
29/01/24 20:39:06| INFO mandoline finished [took 2373.4371s]
29/01/24 20:39:06| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 2376.1367s]
29/01/24 20:39:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started
29/01/24 20:42:33| INFO ref finished [took 206.5389s]
29/01/24 20:43:11| INFO atc_mc finished [took 238.9517s]
29/01/24 20:43:38| INFO doc finished [took 265.9512s]
29/01/24 20:53:59| INFO rca_star finished [took 887.0092s]
29/01/24 20:54:14| INFO rca finished [took 902.3731s]
29/01/24 21:16:36| INFO mandoline finished [took 2243.3933s]
29/01/24 21:16:36| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 2249.9257s]
29/01/24 21:16:36| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started
29/01/24 21:18:00| INFO ref finished [took 83.9265s]
29/01/24 21:18:11| INFO atc_mc finished [took 93.0182s]
29/01/24 21:18:17| INFO doc finished [took 98.4712s]
29/01/24 21:24:38| INFO rca_star finished [took 479.3263s]
29/01/24 21:24:45| INFO rca finished [took 486.2352s]
29/01/24 21:46:02| INFO mandoline finished [took 1764.1578s]
29/01/24 21:46:03| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 1766.8618s]
29/01/24 21:46:03| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started
29/01/24 21:47:35| INFO ref finished [took 91.9094s]
29/01/24 21:47:43| INFO atc_mc finished [took 97.9967s]
29/01/24 21:47:51| INFO doc finished [took 106.1827s]
29/01/24 21:54:50| INFO rca_star finished [took 525.1775s]
29/01/24 21:54:54| INFO rca finished [took 529.3669s]
29/01/24 22:25:22| INFO mandoline finished [took 2357.1600s]
29/01/24 22:25:22| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 2359.7366s]
29/01/24 22:25:22| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started
29/01/24 22:27:34| INFO atc_mc finished [took 129.0078s]
29/01/24 22:27:55| INFO doc finished [took 150.2910s]
29/01/24 22:28:41| INFO ref finished [took 197.5532s]
29/01/24 22:39:55| INFO rca finished [took 870.1641s]
29/01/24 22:40:00| INFO rca_star finished [took 875.4623s]
29/01/24 23:02:02| INFO mandoline finished [took 2197.3545s]
29/01/24 23:02:02| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 2199.8501s]
29/01/24 23:02:02| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started
29/01/24 23:03:28| INFO ref finished [took 85.2146s]
29/01/24 23:03:38| INFO atc_mc finished [took 93.1096s]
29/01/24 23:03:46| INFO doc finished [took 100.9699s]
29/01/24 23:13:36| INFO rca finished [took 691.3499s]
29/01/24 23:13:37| INFO rca_star finished [took 692.3723s]
29/01/24 23:44:11| INFO mandoline finished [took 2526.2548s]
29/01/24 23:44:12| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 2529.4029s]
29/01/24 23:44:12| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started
29/01/24 23:46:51| INFO ref finished [took 157.6259s]
29/01/24 23:47:18| INFO doc finished [took 180.9850s]
29/01/24 23:47:25| INFO atc_mc finished [took 188.3503s]
29/01/24 23:56:17| INFO rca finished [took 720.2895s]
29/01/24 23:56:19| INFO rca_star finished [took 723.4815s]
30/01/24 00:17:47| INFO mandoline finished [took 2009.1370s]
30/01/24 00:17:47| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 2015.0057s]
30/01/24 00:17:47| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started
30/01/24 00:19:11| INFO ref finished [took 83.7675s]
30/01/24 00:19:22| INFO atc_mc finished [took 92.3929s]
30/01/24 00:19:25| INFO doc finished [took 95.9041s]
30/01/24 00:25:59| INFO rca_star finished [took 489.9583s]
30/01/24 00:26:06| INFO rca finished [took 497.2176s]
30/01/24 00:47:14| INFO mandoline finished [took 1764.4702s]
30/01/24 00:47:14| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1767.0212s]
----------------------------------------------------------------------------------------------------
30/01/24 04:13:32| INFO dataset rcv1_GCAT [pool size: 10]
30/01/24 04:13:32| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started
30/01/24 04:15:03| INFO ref finished [took 88.4634s]
30/01/24 04:15:10| INFO atc_mc finished [took 95.7205s]
30/01/24 04:15:15| INFO doc finished [took 100.5782s]
30/01/24 04:21:38| INFO rca finished [took 482.8087s]
30/01/24 04:21:39| INFO rca_star finished [took 484.2297s]