From 1d5507889bae74124244efae2b5f5626baff5f5d Mon Sep 17 00:00:00 2001 From: Lorenzo Volpi Date: Wed, 6 Dec 2023 10:03:04 +0100 Subject: [PATCH] logs updated --- quacc.log | 11009 +++++++++++++++++++++++++++++---------------------- remote.log | 320 ++ 2 files changed, 6550 insertions(+), 4779 deletions(-) diff --git a/quacc.log b/quacc.log index 50f8f67..5dadba9 100644 --- a/quacc.log +++ b/quacc.log @@ -1,4782 +1,4782 @@ ----------------------------------------------------------------------------------------------------- -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] +---------------------------------------------------------------------------------------------------- +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 @@ -11377,3 +11377,1454 @@ 01/12/23 21:19:05| INFO m3w_kde_gs finished [took 1066.0211s] 01/12/23 21:19:14| INFO ref finished [took 8.3435s] 01/12/23 21:19:14| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2879.6491s] +---------------------------------------------------------------------------------------------------- +02/12/23 17:26:58| INFO dataset imdb_1prevs [pool size: 10] +02/12/23 17:27:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started +02/12/23 17:27:05| ERROR Evaluation over imdb_1prevs failed. Exception: WorkerArgs.from_estimators() takes 6 positional arguments but 7 were given +---------------------------------------------------------------------------------------------------- +02/12/23 17:27:41| INFO dataset imdb_1prevs [pool size: 10] +02/12/23 17:27:47| INFO Dataset sample 0.50 of dataset imdb_1prevs started +02/12/23 17:28:00| INFO doc finished [took 10.0879s] +02/12/23 17:28:00| INFO ref finished [took 10.6789s] +02/12/23 17:28:04| INFO atc_mc finished [took 13.8939s] +02/12/23 17:28:05| INFO binis_sld finished [took 15.3076s] +02/12/23 17:28:05| INFO m3wis_sld finished [took 15.6609s] +02/12/23 17:28:07| INFO mulis_sld finished [took 17.3600s] +02/12/23 17:29:06| 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 58.1567s] +02/12/23 17:29:19| INFO bin_sld_gs finished [took 70.5015s] +02/12/23 17:29:19| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 91.6072s] +---------------------------------------------------------------------------------------------------- +02/12/23 17:29:37| INFO dataset imdb_1prevs [pool size: 10] +02/12/23 17:29:44| INFO Dataset sample 0.50 of dataset imdb_1prevs started +02/12/23 17:29:56| INFO doc finished [took 10.3211s] +02/12/23 17:29:57| INFO ref finished [took 10.6313s] +02/12/23 17:30:00| INFO atc_mc finished [took 13.9295s] +02/12/23 17:30:02| INFO binis_sld finished [took 15.5240s] +02/12/23 17:30:02| INFO m3wis_sld finished [took 15.8131s] +02/12/23 17:30:04| INFO mulis_sld finished [took 17.7087s] +02/12/23 17:31:03| 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 58.0420s] +02/12/23 17:31:15| INFO bin_sld_gs finished [took 70.1533s] +02/12/23 17:31:15| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 91.9308s] +---------------------------------------------------------------------------------------------------- +02/12/23 17:32:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +02/12/23 17:32:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +02/12/23 17:33:10| INFO doc finished [took 30.4758s] +02/12/23 17:33:11| INFO ref finished [took 31.3355s] +02/12/23 17:33:14| INFO m3wis_sld finished [took 34.4247s] +02/12/23 17:33:14| INFO binis_sld finished [took 34.6961s] +02/12/23 17:33:15| INFO atc_mc finished [took 35.3378s] +02/12/23 17:33:15| INFO mulis_sld finished [took 35.6075s] +02/12/23 17:34:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 60.6149s] +02/12/23 17:34:48| INFO bin_sld_gs finished [took 91.4984s] +02/12/23 17:34:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 130.5281s] +---------------------------------------------------------------------------------------------------- +02/12/23 17:37:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +02/12/23 17:37:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +02/12/23 17:38:31| INFO bin_sld finished [took 49.7383s] +02/12/23 17:38:32| INFO m3wmc_sld finished [took 50.5678s] +02/12/23 17:38:34| INFO binc_sld finished [took 53.6161s] +02/12/23 17:38:37| INFO m3w_sld finished [took 55.2349s] +02/12/23 17:38:37| INFO mul_sld finished [took 55.5628s] +02/12/23 17:38:37| INFO binne_sld finished [took 55.9847s] +02/12/23 17:38:39| INFO m3wc_sld finished [took 57.3195s] +02/12/23 17:38:40| INFO binmc_sld finished [took 58.9394s] +02/12/23 17:38:42| INFO mulmc_sld finished [took 60.1940s] +02/12/23 17:38:42| INFO mulc_sld finished [took 60.1992s] +02/12/23 17:38:44| INFO mulne_sld finished [took 62.3856s] +02/12/23 17:39:15| INFO gde finished [took 32.5312s] +02/12/23 17:39:20| INFO m3wne_sld finished [took 47.8908s] +02/12/23 17:39:21| INFO atc_mc finished [took 42.8510s] +02/12/23 17:39:21| INFO binis_sld finished [took 48.6476s] +02/12/23 17:39:22| INFO ref finished [took 44.5145s] +02/12/23 17:39:23| INFO doc finished [took 43.4597s] +02/12/23 17:39:25| INFO m3wis_sld finished [took 48.0828s] +02/12/23 17:39:27| INFO mulis_sld finished [took 52.1882s] +02/12/23 17:43:38| INFO rca finished [took 296.5681s] +02/12/23 17:57:48| INFO mandoline finished [took 1145.2510s] +02/12/23 17:58:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.5647s] +02/12/23 17:59:22| INFO bin_sld_gs finished [took 93.5219s] +02/12/23 18:02:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00773) [took 181.2473s] +02/12/23 18:02:56| INFO mul_sld_gs finished [took 213.0169s] +02/12/23 18:04:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00919) [took 121.4241s] +02/12/23 18:05:28| INFO m3w_sld_gs finished [took 151.3891s] +02/12/23 18:05:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1669.9182s] +---------------------------------------------------------------------------------------------------- +02/12/23 22:19:27| ERROR Evaluation over rcv1_CCAT_1prevs failed. Exception: 'NoneType' object has no attribute 'debug' +---------------------------------------------------------------------------------------------------- +03/12/23 02:22:45| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 02:22:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 02:23:27| INFO doc finished [took 35.7763s] +03/12/23 02:23:28| INFO ref finished [took 37.0951s] +03/12/23 02:23:29| INFO m3w_sld finished [took 37.9576s] +03/12/23 02:23:30| INFO bin_sld finished [took 38.8674s] +03/12/23 02:23:30| INFO atc_mc finished [took 38.8511s] +03/12/23 02:23:33| INFO mul_sld finished [took 41.9738s] +03/12/23 02:24:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 63.7000s] +03/12/23 02:25:09| INFO bin_sld_gs finished [took 95.0387s] +03/12/23 02:27:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00919) [took 132.5784s] +03/12/23 02:27:53| INFO m3w_sld_gs finished [took 164.1179s] +03/12/23 02:27:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 305.0618s] +---------------------------------------------------------------------------------------------------- +03/12/23 02:28:00| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 02:28:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 02:28:34| INFO ref finished [took 28.9307s] +03/12/23 02:28:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01039) [took 14.1123s] +03/12/23 02:29:21| INFO bin_sld_gs finished [took 46.3272s] +03/12/23 02:29:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 78.0955s] +---------------------------------------------------------------------------------------------------- +03/12/23 02:29:27| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 02:29:34| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 02:29:44| INFO ref finished [took 8.6496s] +03/12/23 02:30:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01320) [took 14.9588s] +03/12/23 02:30:12| INFO bin_sld_gs finished [took 26.2841s] +03/12/23 02:30:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 38.0549s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:11:10| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:11:17| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:11:28| INFO ref finished [took 8.6022s] +03/12/23 14:11:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01376) [took 5.5468s] +03/12/23 14:11:48| INFO bin_sld_gs finished [took 18.2965s] +03/12/23 14:11:48| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 30.6673s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:12:50| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:12:56| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:13:06| INFO ref finished [took 8.2080s] +03/12/23 14:14:13| 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 65.2160s] +03/12/23 14:14:25| INFO bin_sld_gs finished [took 77.5481s] +03/12/23 14:14:25| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 89.1156s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:14:38| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:14:45| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:14:55| INFO ref finished [took 8.4410s] +03/12/23 14:15:59| 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 62.5479s] +03/12/23 14:16:11| INFO bin_sld_gs finished [took 75.1998s] +03/12/23 14:16:11| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 86.8688s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:24:14| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:24:20| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:24:31| INFO ref finished [took 8.5790s] +03/12/23 14:25:34| 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 61.9703s] +03/12/23 14:25:47| INFO bin_sld_gs finished [took 74.3198s] +03/12/23 14:25:47| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 86.4699s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:27:09| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:27:16| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:27:16| DEBUG Parallel(n_jobs=-2) +03/12/23 14:27:26| INFO ref finished [took 8.2934s] +03/12/23 14:27:26| DEBUG Parallel(n_jobs=1) +03/12/23 14:27:28| DEBUG Parallel(n_jobs=-2) +03/12/23 14:27:35| DEBUG Parallel(n_jobs=-2) +03/12/23 14:27:44| DEBUG Parallel(n_jobs=-2) +03/12/23 14:27:52| DEBUG Parallel(n_jobs=-2) +03/12/23 14:28:00| DEBUG Parallel(n_jobs=-2) +03/12/23 14:28:07| DEBUG Parallel(n_jobs=-2) +03/12/23 14:28:15| DEBUG Parallel(n_jobs=-2) +03/12/23 14:28:24| DEBUG Parallel(n_jobs=-2) +03/12/23 14:28:30| 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 62.0059s] +03/12/23 14:28:42| INFO bin_sld_gs finished [took 74.7350s] +03/12/23 14:28:42| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 86.4724s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:29:33| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:29:40| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:29:50| INFO ref finished [took 8.4225s] +03/12/23 14:29:52| DEBUG [array([30, 40, 43, 50, 22, 54, 2, 56, 26, 8, 69]), array([13, 66, 77, 16, 27, 75, 73, 48, 74, 83, 61]), array([41, 63, 55, 45, 72, 6, 3, 68, 59, 7, 33]), array([52, 60, 4, 15, 17, 38, 5, 76, 42, 0, 34]), array([28, 11, 62, 23, 10, 31, 53, 79, 1, 32, 71]), array([14, 57, 19, 29, 51, 49, 24, 35, 18, 81, 82]), array([20, 78, 25, 37, 46, 39, 65, 58, 12, 70, 36]), array([21, 9, 80, 67, 64, 47, 44])] +03/12/23 14:29:52| DEBUG [30 40 43 50 22 54 2 56 26 8 69] +03/12/23 14:29:59| DEBUG [13 66 77 16 27 75 73 48 74 83 61] +03/12/23 14:30:08| DEBUG [41 63 55 45 72 6 3 68 59 7 33] +03/12/23 14:30:17| DEBUG [52 60 4 15 17 38 5 76 42 0 34] +03/12/23 14:30:24| DEBUG [28 11 62 23 10 31 53 79 1 32 71] +03/12/23 14:30:32| DEBUG [14 57 19 29 51 49 24 35 18 81 82] +03/12/23 14:30:40| DEBUG [20 78 25 37 46 39 65 58 12 70 36] +03/12/23 14:30:48| DEBUG [21 9 80 67 64 47 44] +03/12/23 14:30:55| 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 63.0119s] +03/12/23 14:31:07| INFO bin_sld_gs finished [took 75.5957s] +03/12/23 14:31:07| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 87.4977s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:31:10| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:31:17| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:31:27| INFO ref finished [took 8.2326s] +03/12/23 14:31:29| DEBUG [array([30, 40, 43, 50, 22, 54, 2, 56, 26, 8, 69, 13, 66, 77, 16, 27, 75, + 73, 48, 74, 83, 61]), array([41, 63, 55, 45, 72, 6, 3, 68, 59, 7, 33, 52, 60, 4, 15, 17, 38, + 5, 76, 42, 0, 34]), array([28, 11, 62, 23, 10, 31, 53, 79, 1, 32, 71, 14, 57, 19, 29, 51, 49, + 24, 35, 18, 81, 82]), array([20, 78, 25, 37, 46, 39, 65, 58, 12, 70, 36, 21, 9, 80, 67, 64, 47, + 44])] +03/12/23 14:31:29| DEBUG [30 40 43 50 22 54 2 56 26 8 69 13 66 77 16 27 75 73 48 74 83 61] +03/12/23 14:31:44| DEBUG [41 63 55 45 72 6 3 68 59 7 33 52 60 4 15 17 38 5 76 42 0 34] +03/12/23 14:31:59| DEBUG [28 11 62 23 10 31 53 79 1 32 71 14 57 19 29 51 49 24 35 18 81 82] +03/12/23 14:32:14| DEBUG [20 78 25 37 46 39 65 58 12 70 36 21 9 80 67 64 47 44] +03/12/23 14:32:27| 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 58.7255s] +03/12/23 14:32:40| INFO bin_sld_gs finished [took 71.3678s] +03/12/23 14:32:40| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 83.0722s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:32:49| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:32:55| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:33:06| INFO ref finished [took 8.4779s] +03/12/23 14:34:05| 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 58.4757s] +03/12/23 14:34:18| INFO bin_sld_gs finished [took 70.8493s] +03/12/23 14:34:18| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 82.5498s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:34:33| INFO dataset imdb_1prevs [pool size: 10] +03/12/23 14:34:39| INFO Dataset sample 0.50 of dataset imdb_1prevs started +03/12/23 14:34:50| INFO ref finished [took 8.3271s] +03/12/23 14:34:51| DEBUG [array([30, 36, 27, 4, 10, 25, 28, 11, 37, 31, 29, 20, 39, 2, 41, 18, 15, + 22, 16, 38, 8, 13]), array([ 5, 17, 32, 14, 35, 7, 34, 1, 26, 12, 33, 24, 6, 23, 21, 19, 9, + 40, 3, 0])] +03/12/23 14:34:51| DEBUG [30 36 27 4 10 25 28 11 37 31 29 20 39 2 41 18 15 22 16 38 8 13] +03/12/23 14:35:00| DEBUG [ 5 17 32 14 35 7 34 1 26 12 33 24 6 23 21 19 9 40 3 0] +03/12/23 14:35:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01320) [took 16.8406s] +03/12/23 14:35:19| INFO bin_sld_gs finished [took 27.6451s] +03/12/23 14:35:19| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 39.5360s] +---------------------------------------------------------------------------------------------------- +03/12/23 14:35:55| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 14:35:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 14:36:29| INFO ref finished [took 28.4466s] +03/12/23 14:37:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.2735s] +03/12/23 14:38:03| INFO bin_sld_gs finished [took 92.7118s] +03/12/23 14:38:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 124.1349s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:15:36| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:15:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:16:10| INFO ref finished [took 29.1572s] +03/12/23 16:16:11| DEBUG [array([30, 40, 43, 50, 22, 54, 2, 56, 26, 8, 69, 13, 66, 77, 16, 27, 75, + 73, 48, 74, 83, 61]), array([41, 63, 55, 45, 72, 6, 3, 68, 59, 7, 33, 52, 60, 4, 15, 17, 38, + 5, 76, 42, 0, 34]), array([28, 11, 62, 23, 10, 31, 53, 79, 1, 32, 71, 14, 57, 19, 29, 51, 49, + 24, 35, 18, 81, 82]), array([20, 78, 25, 37, 46, 39, 65, 58, 12, 70, 36, 21, 9, 80, 67, 64, 47, + 44])] +03/12/23 16:16:11| DEBUG [30 40 43 50 22 54 2 56 26 8 69 13 66 77 16 27 75 73 48 74 83 61] +03/12/23 16:16:26| DEBUG [41 63 55 45 72 6 3 68 59 7 33 52 60 4 15 17 38 5 76 42 0 34] +03/12/23 16:16:42| DEBUG [28 11 62 23 10 31 53 79 1 32 71 14 57 19 29 51 49 24 35 18 81 82] +03/12/23 16:16:57| DEBUG [20 78 25 37 46 39 65 58 12 70 36 21 9 80 67 64 47 44] +03/12/23 16:17:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 59.3199s] +03/12/23 16:17:43| INFO bin_sld_gs finished [took 91.6124s] +03/12/23 16:17:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 123.6585s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:18:02| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:18:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:18:37| INFO ref finished [took 29.2084s] +03/12/23 16:18:38| DEBUG -2 +03/12/23 16:18:38| WARNING Method bin_sld_gs failed. Exception: can only specify one unknown dimension +03/12/23 16:18:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 31.9220s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:20:16| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:20:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:20:50| INFO ref finished [took 29.0951s] +03/12/23 16:20:51| DEBUG -2 +03/12/23 16:20:51| WARNING Method bin_sld_gs failed. Exception: can only specify one unknown dimension +03/12/23 16:20:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 32.0523s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:22:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:22:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:23:15| INFO ref finished [took 28.6124s] +03/12/23 16:23:16| DEBUG 15 +03/12/23 16:24:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 60.3048s] +03/12/23 16:24:47| INFO bin_sld_gs finished [took 91.5732s] +03/12/23 16:24:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 122.8222s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:24:59| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:25:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:25:34| INFO ref finished [took 29.7378s] +03/12/23 16:25:35| DEBUG batch_size = 11 +03/12/23 16:26:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.6446s] +03/12/23 16:27:09| INFO bin_sld_gs finished [took 93.5524s] +03/12/23 16:27:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 126.2251s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:29:09| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:29:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:29:43| INFO ref finished [took 28.1603s] +03/12/23 16:29:44| DEBUG batch_size = 11 +03/12/23 16:29:51| WARNING Method bin_sld_gs failed. Exception: zero-size array to reduction operation minimum which has no identity +03/12/23 16:29:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 38.5622s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:30:23| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:30:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:30:58| INFO ref finished [took 29.3369s] +03/12/23 16:30:59| DEBUG batch_size = 11 +03/12/23 16:31:06| DEBUG [iter 0] best score = 0.00859855347204677 +03/12/23 16:31:15| DEBUG [iter 1] best score = 0.009053886256670092 +03/12/23 16:31:23| DEBUG [iter 2] best score = 0.008440275237985408 +03/12/23 16:31:31| WARNING Method bin_sld_gs failed. Exception: '<=' not supported between instances of 'float' and 'NoneType' +03/12/23 16:31:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 64.0201s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:32:22| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:32:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:32:57| INFO ref finished [took 29.1482s] +03/12/23 16:32:58| DEBUG batch_size = 11 +03/12/23 16:33:06| DEBUG [iter 0] best score = 0.00859855347204677 +03/12/23 16:33:15| DEBUG [iter 1] best score = 0.009053886256670092 +03/12/23 16:33:23| DEBUG [iter 2] best score = 0.008440275237985408 +03/12/23 16:33:30| DEBUG [iter 3] best score = 0.008509727237092844 +03/12/23 16:33:37| DEBUG [iter 4] best score = 0.008384628938204557 +03/12/23 16:33:46| DEBUG [iter 5] best score = 0.00838873657574064 +03/12/23 16:33:54| DEBUG [iter 6] best score = 0.008582864504239243 +03/12/23 16:34:00| DEBUG [iter 7] best score = 0.008738292249705014 +03/12/23 16:34:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00838) [took 61.8658s] +03/12/23 16:34:31| INFO bin_sld_gs finished [took 92.8298s] +03/12/23 16:34:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 125.0087s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:35:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:35:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:36:11| INFO ref finished [took 29.1342s] +03/12/23 16:36:12| DEBUG batch_size = 11 +---------------------------------------------------------------------------------------------------- +03/12/23 16:37:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:37:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:38:11| INFO ref finished [took 28.4000s] +03/12/23 16:38:12| DEBUG batch_size = 11 +03/12/23 16:38:12| WARNING Method bin_kde_gs failed. Exception: 'builtin_function_or_method' object has no attribute 'time' +03/12/23 16:38:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 31.1123s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:39:19| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:39:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:39:53| INFO ref finished [took 28.2250s] +03/12/23 16:39:54| DEBUG batch_size = 11 +03/12/23 16:40:32| DEBUG [iter 0] best score = 0.009729173941721516 [took -37.887585401535034s] +03/12/23 16:41:13| DEBUG [iter 1] best score = 0.009392603683075316 [took -41.157336950302124s] +03/12/23 16:41:45| DEBUG [iter 2] best score = 0.01020332673171631 [took -32.264721632003784s] +03/12/23 16:42:25| DEBUG [iter 3] best score = 0.009722409102226702 [took -39.225417137145996s] +03/12/23 16:43:07| DEBUG [iter 4] best score = 0.009626694539706276 [took -42.80421543121338s] +03/12/23 16:43:44| DEBUG [iter 5] best score = 0.010481925236731597 [took -36.653741121292114s] +03/12/23 16:44:25| DEBUG [iter 6] best score = 0.01028800503143689 [took -40.85479164123535s] +03/12/23 16:45:00| DEBUG [iter 7] best score = 0.010999057911683478 [took -35.337661266326904s] +03/12/23 16:45:31| DEBUG [iter 8] best score = 0.01158550879499442 [took -30.31934881210327s] +03/12/23 16:46:08| DEBUG [iter 9] best score = 0.019747547649031204 [took -37.18638324737549s] +03/12/23 16:46:51| DEBUG [iter 10] best score = 0.009834232311934768 [took -43.61098265647888s] +03/12/23 16:47:27| DEBUG [iter 11] best score = 0.012995501553795731 [took -35.67589831352234s] +03/12/23 16:47:57| DEBUG [iter 12] best score = 0.014686311877447969 [took -30.10047459602356s] +03/12/23 16:47:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 483.1874s] +03/12/23 16:52:29| INFO bin_kde_gs finished [took 755.1949s] +03/12/23 16:52:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 786.2503s] +---------------------------------------------------------------------------------------------------- +03/12/23 16:52:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 16:52:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 16:53:15| INFO ref finished [took 28.8704s] +03/12/23 16:53:16| DEBUG batch_size = 11 +03/12/23 16:54:05| DEBUG [iter 0] best score = 0.01076030 [took 48.401s] +03/12/23 16:54:40| DEBUG [iter 1] best score = 0.01519444 [took 35.206s] +03/12/23 16:55:17| DEBUG [iter 2] best score = 0.01199583 [took 36.699s] +03/12/23 16:55:58| DEBUG [iter 3] best score = 0.01193761 [took 41.430s] +03/12/23 16:56:42| DEBUG [iter 4] best score = 0.00962002 [took 43.772s] +03/12/23 16:57:21| DEBUG [iter 5] best score = 0.01210373 [took 39.555s] +03/12/23 16:57:52| DEBUG [iter 6] best score = 0.01186543 [took 30.891s] +03/12/23 16:58:27| DEBUG [iter 7] best score = 0.01149941 [took 34.600s] +03/12/23 16:59:09| DEBUG [iter 8] best score = 0.00952915 [took 42.496s] +03/12/23 16:59:45| DEBUG [iter 9] best score = 0.00973752 [took 35.673s] +03/12/23 17:00:21| DEBUG [iter 10] best score = 0.01015591 [took 36.101s] +03/12/23 17:01:03| DEBUG [iter 11] best score = 0.01016702 [took 41.941s] +03/12/23 17:01:41| DEBUG [iter 12] best score = 0.01014406 [took 38.225s] +03/12/23 17:02:18| DEBUG [iter 13] best score = 0.01251315 [took 36.405s] +03/12/23 17:02:49| DEBUG [iter 14] best score = 0.01002339 [took 31.075s] +03/12/23 17:03:25| DEBUG [iter 15] best score = 0.01378857 [took 35.703s] +03/12/23 17:04:01| DEBUG [iter 16] best score = 0.00963704 [took 36.924s] +03/12/23 17:04:40| DEBUG [iter 17] best score = 0.01160308 [took 38.959s] +03/12/23 17:05:13| DEBUG [iter 18] best score = 0.01010798 [took 33.016s] +03/12/23 17:05:50| DEBUG [iter 19] best score = 0.01076733 [took 36.148s] +03/12/23 17:06:21| DEBUG [iter 20] best score = 0.01053728 [took 31.780s] +03/12/23 17:06:58| DEBUG [iter 21] best score = 0.01075536 [took 36.333s] +03/12/23 17:07:39| DEBUG [iter 22] best score = 0.00972917 [took 41.138s] +03/12/23 17:08:15| DEBUG [iter 23] best score = 0.01249425 [took 36.396s] +03/12/23 17:08:56| DEBUG [iter 24] best score = 0.01498806 [took 40.610s] +03/12/23 17:09:31| DEBUG [iter 25] best score = 0.01542491 [took 35.593s] +03/12/23 17:10:09| DEBUG [iter 26] best score = 0.00954800 [took 37.561s] +03/12/23 17:10:52| DEBUG [iter 27] best score = 0.00927255 [took 42.919s] +03/12/23 17:11:24| DEBUG [iter 28] best score = 0.00990196 [took 32.236s] +03/12/23 17:12:03| DEBUG [iter 29] best score = 0.01048518 [took 39.135s] +03/12/23 17:12:44| DEBUG [iter 30] best score = 0.00971109 [took 40.799s] +03/12/23 17:13:25| DEBUG [iter 31] best score = 0.01096402 [took 40.810s] +03/12/23 17:13:57| DEBUG [iter 32] best score = 0.00984265 [took 32.558s] +03/12/23 17:14:35| DEBUG [iter 33] best score = 0.01761690 [took 37.551s] +03/12/23 17:15:10| DEBUG [iter 34] best score = 0.00955739 [took 34.810s] +03/12/23 17:15:46| DEBUG [iter 35] best score = 0.01318167 [took 36.112s] +03/12/23 17:16:29| DEBUG [iter 36] best score = 0.01110071 [took 42.679s] +03/12/23 17:17:10| DEBUG [iter 37] best score = 0.00966141 [took 41.634s] +03/12/23 17:17:48| DEBUG [iter 38] best score = 0.00969641 [took 37.899s] +03/12/23 17:18:20| DEBUG [iter 39] best score = 0.00939260 [took 32.221s] +03/12/23 17:18:58| DEBUG [iter 40] best score = 0.01080854 [took 37.744s] +03/12/23 17:19:34| DEBUG [iter 41] best score = 0.01120728 [took 36.167s] +03/12/23 17:20:15| DEBUG [iter 42] best score = 0.01020333 [took 40.334s] +03/12/23 17:20:52| DEBUG [iter 43] best score = 0.01030955 [took 37.253s] +03/12/23 17:21:26| DEBUG [iter 44] best score = 0.01020734 [took 34.365s] +03/12/23 17:22:05| DEBUG [iter 45] best score = 0.01090877 [took 38.829s] +03/12/23 17:22:40| DEBUG [iter 46] best score = 0.00995080 [took 34.615s] +---------------------------------------------------------------------------------------------------- +03/12/23 17:50:32| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 17:50:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 17:51:05| INFO ref finished [took 28.1365s] +03/12/23 17:51:06| DEBUG batch_size = 11 +03/12/23 17:51:30| DEBUG [iter 0] best score = 0.00887274 [took 23.211s] +03/12/23 17:51:59| DEBUG [iter 1] best score = 0.00867318 [took 29.474s] +03/12/23 17:52:25| DEBUG [iter 2] best score = 0.01220571 [took 26.432s] +03/12/23 17:52:48| DEBUG [iter 3] best score = 0.01091149 [took 22.763s] +03/12/23 17:53:11| DEBUG [iter 4] best score = 0.01192161 [took 22.686s] +03/12/23 17:53:33| DEBUG [iter 5] best score = 0.01318754 [took 21.984s] +03/12/23 17:53:57| DEBUG [iter 6] best score = 0.00962752 [took 23.612s] +03/12/23 17:54:22| DEBUG [iter 7] best score = 0.00999534 [took 25.606s] +03/12/23 17:54:50| DEBUG [iter 8] best score = 0.01016374 [took 28.142s] +03/12/23 17:55:17| DEBUG [iter 9] best score = 0.00906638 [took 26.430s] +03/12/23 17:55:42| DEBUG [iter 10] best score = 0.01047633 [took 25.586s] +03/12/23 17:56:10| DEBUG [iter 11] best score = 0.00858527 [took 27.955s] +03/12/23 17:56:35| DEBUG [iter 12] best score = 0.00865464 [took 25.123s] +03/12/23 17:56:59| DEBUG [iter 13] best score = 0.01103404 [took 23.375s] +03/12/23 17:57:18| DEBUG [iter 14] best score = 0.01042848 [took 19.538s] +03/12/23 17:57:43| DEBUG [iter 15] best score = 0.00939529 [took 24.795s] +03/12/23 17:58:08| DEBUG [iter 16] best score = 0.00977250 [took 25.425s] +03/12/23 17:58:32| DEBUG [iter 17] best score = 0.01323922 [took 23.031s] +03/12/23 17:58:58| DEBUG [iter 18] best score = 0.01006337 [took 26.436s] +03/12/23 17:59:26| DEBUG [iter 19] best score = 0.00863107 [took 28.220s] +03/12/23 17:59:53| DEBUG [iter 20] best score = 0.01183034 [took 26.682s] +03/12/23 18:00:18| DEBUG [iter 21] best score = 0.01097665 [took 25.092s] +03/12/23 18:00:43| DEBUG [iter 22] best score = 0.00913278 [took 24.852s] +03/12/23 18:01:08| DEBUG [iter 23] best score = 0.00864778 [took 25.655s] +03/12/23 18:01:37| DEBUG [iter 24] best score = 0.01170818 [took 28.992s] +03/12/23 18:02:00| DEBUG [iter 25] best score = 0.00872422 [took 22.179s] +03/12/23 18:02:26| DEBUG [iter 26] best score = 0.00760174 [took 26.292s] +03/12/23 18:02:50| DEBUG [iter 27] best score = 0.00927294 [took 24.464s] +03/12/23 18:03:14| DEBUG [iter 28] best score = 0.00882952 [took 23.923s] +03/12/23 18:03:38| DEBUG [iter 29] best score = 0.01057001 [took 24.057s] +03/12/23 18:04:01| DEBUG [iter 30] best score = 0.00868684 [took 22.401s] +03/12/23 18:04:30| DEBUG [iter 31] best score = 0.00874412 [took 29.648s] +03/12/23 18:04:52| DEBUG [iter 32] best score = 0.01030450 [took 21.429s] +03/12/23 18:05:16| DEBUG [iter 33] best score = 0.01085922 [took 24.008s] +03/12/23 18:05:39| DEBUG [iter 34] best score = 0.01254566 [took 22.653s] +03/12/23 18:06:12| DEBUG [iter 35] best score = 0.01153955 [took 33.566s] +03/12/23 18:06:36| DEBUG [iter 36] best score = 0.01079749 [took 24.085s] +03/12/23 18:07:02| DEBUG [iter 37] best score = 0.01061162 [took 25.371s] +03/12/23 18:07:27| DEBUG [iter 38] best score = 0.00929242 [took 25.177s] +03/12/23 18:07:53| DEBUG [iter 39] best score = 0.01097814 [took 25.889s] +03/12/23 18:08:18| DEBUG [iter 40] best score = 0.01041492 [took 25.429s] +03/12/23 18:08:44| DEBUG [iter 41] best score = 0.01025479 [took 25.854s] +03/12/23 18:09:12| DEBUG [iter 42] best score = 0.01043784 [took 27.713s] +03/12/23 18:09:37| DEBUG [iter 43] best score = 0.01254014 [took 24.961s] +03/12/23 18:09:59| DEBUG [iter 44] best score = 0.00995612 [took 22.130s] +03/12/23 18:10:26| DEBUG [iter 45] best score = 0.01067231 [took 26.929s] +03/12/23 18:10:51| DEBUG [iter 46] best score = 0.00893041 [took 25.192s] +03/12/23 18:11:14| DEBUG [iter 47] best score = 0.01174370 [took 22.842s] +03/12/23 18:11:42| DEBUG [iter 48] best score = 0.00953082 [took 28.327s] +03/12/23 18:12:06| DEBUG [iter 49] best score = 0.01069810 [took 24.155s] +03/12/23 18:12:30| DEBUG [iter 50] best score = 0.01154315 [took 23.556s] +03/12/23 18:12:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00760) [took 1283.4691s] +03/12/23 18:15:14| INFO bin_kde_gs finished [took 1447.7080s] +03/12/23 18:15:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1478.6723s] +---------------------------------------------------------------------------------------------------- +03/12/23 18:15:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 18:15:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 18:16:08| INFO ref finished [took 28.1284s] +03/12/23 18:16:09| DEBUG batch_size = 11 +03/12/23 18:16:18| DEBUG [iter 0] best score = 0.01312175 [took 9.610s] +03/12/23 18:16:29| DEBUG [iter 1] best score = 0.02124558 [took 10.810s] +03/12/23 18:16:39| DEBUG [iter 2] best score = 0.01196361 [took 9.933s] +03/12/23 18:16:47| DEBUG [iter 3] best score = 0.02316770 [took 8.479s] +03/12/23 18:16:56| DEBUG [iter 4] best score = 0.03845201 [took 8.540s] +03/12/23 18:17:04| DEBUG [iter 5] best score = 0.02981809 [took 8.168s] +03/12/23 18:17:13| DEBUG [iter 6] best score = 0.01283328 [took 8.929s] +03/12/23 18:17:23| DEBUG [iter 7] best score = 0.01421001 [took 9.811s] +03/12/23 18:17:33| DEBUG [iter 8] best score = 0.01321974 [took 10.223s] +03/12/23 18:17:43| DEBUG [iter 9] best score = 0.01205659 [took 9.733s] +03/12/23 18:17:52| DEBUG [iter 10] best score = 0.03963885 [took 8.889s] +03/12/23 18:18:02| DEBUG [iter 11] best score = 0.02162535 [took 9.991s] +03/12/23 18:18:11| DEBUG [iter 12] best score = 0.01409854 [took 8.872s] +03/12/23 18:18:19| DEBUG [iter 13] best score = 0.01924669 [took 8.786s] +03/12/23 18:18:27| DEBUG [iter 14] best score = 0.01289574 [took 7.951s] +03/12/23 18:18:36| DEBUG [iter 15] best score = 0.01670670 [took 8.656s] +03/12/23 18:18:45| DEBUG [iter 16] best score = 0.01418211 [took 9.197s] +03/12/23 18:18:54| DEBUG [iter 17] best score = 0.01197634 [took 8.322s] +03/12/23 18:19:03| DEBUG [iter 18] best score = 0.02300680 [took 9.526s] +03/12/23 18:19:13| DEBUG [iter 19] best score = 0.01244713 [took 10.278s] +03/12/23 18:19:23| DEBUG [iter 20] best score = 0.01474099 [took 9.531s] +03/12/23 18:19:32| DEBUG [iter 21] best score = 0.02411991 [took 8.888s] +03/12/23 18:19:40| DEBUG [iter 22] best score = 0.01231082 [took 8.558s] +03/12/23 18:19:50| DEBUG [iter 23] best score = 0.01764084 [took 9.588s] +03/12/23 18:20:00| DEBUG [iter 24] best score = 0.01213220 [took 10.275s] +03/12/23 18:20:09| DEBUG [iter 25] best score = 0.04026699 [took 8.385s] +03/12/23 18:20:18| DEBUG [iter 26] best score = 0.01904431 [took 9.033s] +03/12/23 18:20:26| DEBUG [iter 27] best score = 0.01319563 [took 8.848s] +03/12/23 18:20:35| DEBUG [iter 28] best score = 0.02780002 [took 8.364s] +03/12/23 18:20:43| DEBUG [iter 29] best score = 0.01340489 [took 8.334s] +03/12/23 18:20:52| DEBUG [iter 30] best score = 0.01893523 [took 9.005s] +03/12/23 18:21:03| DEBUG [iter 31] best score = 0.01542356 [took 10.822s] +03/12/23 18:21:11| DEBUG [iter 32] best score = 0.01189100 [took 8.071s] +03/12/23 18:21:20| DEBUG [iter 33] best score = 0.01239448 [took 8.491s] +03/12/23 18:21:28| DEBUG [iter 34] best score = 0.02215184 [took 8.395s] +03/12/23 18:21:39| DEBUG [iter 35] best score = 0.02864283 [took 11.013s] +03/12/23 18:21:48| DEBUG [iter 36] best score = 0.02148982 [took 8.830s] +03/12/23 18:21:57| DEBUG [iter 37] best score = 0.01204784 [took 9.320s] +03/12/23 18:22:07| DEBUG [iter 38] best score = 0.01411311 [took 9.408s] +03/12/23 18:22:15| DEBUG [iter 39] best score = 0.03837698 [took 8.688s] +03/12/23 18:22:24| DEBUG [iter 40] best score = 0.01208478 [took 8.932s] +03/12/23 18:22:33| DEBUG [iter 41] best score = 0.01433506 [took 9.329s] +03/12/23 18:22:43| DEBUG [iter 42] best score = 0.01289865 [took 9.333s] +03/12/23 18:22:52| DEBUG [iter 43] best score = 0.01449728 [took 9.401s] +03/12/23 18:23:00| DEBUG [iter 44] best score = 0.01980503 [took 8.083s] +03/12/23 18:23:10| DEBUG [iter 45] best score = 0.01446583 [took 9.516s] +03/12/23 18:23:19| DEBUG [iter 46] best score = 0.02742582 [took 9.340s] +03/12/23 18:23:28| DEBUG [iter 47] best score = 0.01304332 [took 8.352s] +03/12/23 18:23:38| DEBUG [iter 48] best score = 0.01192447 [took 10.091s] +03/12/23 18:23:47| DEBUG [iter 49] best score = 0.01291259 [took 9.005s] +03/12/23 18:23:54| DEBUG [iter 50] best score = 0.01448077 [took 7.797s] +03/12/23 18:23:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01189) [took 465.8660s] +03/12/23 18:24:43| INFO bin_kde_gs finished [took 514.1362s] +03/12/23 18:24:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 545.1156s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:29:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:29:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +---------------------------------------------------------------------------------------------------- +03/12/23 21:30:35| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:30:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:31:09| INFO ref finished [took 29.2042s] +03/12/23 21:31:10| INFO self.protocol.total() = 100 +03/12/23 21:31:10| INFO protocol.total() = 4 +---------------------------------------------------------------------------------------------------- +03/12/23 21:33:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:33:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:34:12| INFO ref finished [took 28.7780s] +03/12/23 21:34:17| WARNING Method bin_kde_gs failed. Exception: 'NoneType' object is not subscriptable +03/12/23 21:34:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 35.8846s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:36:31| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:36:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:37:05| INFO ref finished [took 29.0306s] +03/12/23 21:37:11| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index +03/12/23 21:37:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 36.4005s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:39:04| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:39:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:39:39| INFO ref finished [took 29.4051s] +03/12/23 21:39:44| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index +03/12/23 21:39:44| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 36.5524s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:40:57| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:41:00| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:41:31| INFO ref finished [took 28.8051s] +03/12/23 21:41:36| WARNING Method bin_kde_gs failed. Exception: list index out of range +03/12/23 21:41:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 35.9323s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:42:53| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:42:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:43:28| INFO ref finished [took 29.4567s] +03/12/23 21:43:34| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index +03/12/23 21:43:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 36.8411s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:44:39| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:44:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:45:14| INFO ref finished [took 29.4473s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:46:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:46:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:47:13| INFO ref finished [took 29.2156s] +03/12/23 21:53:39| DEBUG [step 27.0] best score = 0.01068581 [took 385.620s] +03/12/23 21:53:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01069) [took 385.7449s] +03/12/23 21:54:35| INFO bin_kde_gs finished [took 441.2240s] +03/12/23 21:54:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 473.2994s] +---------------------------------------------------------------------------------------------------- +03/12/23 21:57:01| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 21:57:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 21:57:36| INFO ref finished [took 29.5519s] +03/12/23 22:04:43| DEBUG [step 27.0] best score = 0.01189100 [took 425.950s] +03/12/23 22:04:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01189) [took 426.0730s] +03/12/23 22:05:30| INFO bin_kde_gs finished [took 472.9577s] +03/12/23 22:05:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 505.3358s] +---------------------------------------------------------------------------------------------------- +03/12/23 23:41:55| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 23:41:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 23:42:29| INFO ref finished [took 28.3703s] +03/12/23 23:49:38| DEBUG [step 0.037037037037037035] best score = 0.01189100 [took 427.398s] +03/12/23 23:49:38| DEBUG [step 0.1111111111111111] best score = 1.00000000 [took 0.369s] +03/12/23 23:49:38| WARNING Method bin_kde_gs failed. Exception: no combination of hyperparameters seem to work +03/12/23 23:49:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 459.0923s] +---------------------------------------------------------------------------------------------------- +03/12/23 23:51:22| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 23:51:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 23:51:56| INFO ref finished [took 28.6151s] +03/12/23 23:53:46| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.355s] +03/12/23 23:54:44| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.365s] +03/12/23 23:54:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01141) [took 166.8319s] +03/12/23 23:55:48| INFO bin_kde_gs finished [took 230.5525s] +03/12/23 23:55:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 262.0104s] +---------------------------------------------------------------------------------------------------- +03/12/23 23:56:17| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +03/12/23 23:56:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +03/12/23 23:56:50| INFO ref finished [took 27.7273s] +03/12/23 23:58:38| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 107.116s] +03/12/23 23:59:36| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.107s] +04/12/23 00:00:02| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.568s] +04/12/23 00:00:02| WARNING Method bin_kde_gs failed. Exception: The 'train_size' parameter of train_test_split must be a float in the range (0.0, 1.0), an int in the range [1, inf) or None. Got 1.0 instead. +04/12/23 00:00:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 221.5128s] +---------------------------------------------------------------------------------------------------- +04/12/23 00:01:19| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 00:01:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 00:01:54| INFO ref finished [took 29.1486s] +04/12/23 00:03:43| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 107.880s] +04/12/23 00:04:41| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.737s] +04/12/23 00:05:07| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.820s] +04/12/23 00:05:07| WARNING Method bin_kde_gs failed. Exception: cannot unpack non-iterable LabelledCollection object +04/12/23 00:05:07| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 224.5642s] +---------------------------------------------------------------------------------------------------- +04/12/23 00:05:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 00:05:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 00:06:11| INFO ref finished [took 28.6422s] +04/12/23 00:08:01| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.234s] +04/12/23 00:09:00| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.868s] +04/12/23 00:09:25| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.473s] +04/12/23 00:09:49| DEBUG [step 1.0] best score = 0.01156060 [took 23.744s] +04/12/23 00:09:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 216.4332s] +04/12/23 00:14:50| INFO bin_kde_gs finished [took 517.7569s] +04/12/23 00:14:50| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 549.4432s] +---------------------------------------------------------------------------------------------------- +04/12/23 00:23:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 00:23:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 00:24:09| INFO ref finished [took 29.2210s] +04/12/23 00:26:32| DEBUG [step 0.1111111111111111] best score = 0.01015786 [took 141.917s] +04/12/23 00:28:02| DEBUG [step 0.3333333333333333] best score = 0.00955716 [took 89.583s] +04/12/23 00:29:05| DEBUG [step 1.0] best score = 0.01156060 [took 63.475s] +04/12/23 00:29:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 295.0878s] +04/12/23 00:34:06| INFO bin_kde_gs finished [took 596.3637s] +04/12/23 00:34:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 628.5218s] +---------------------------------------------------------------------------------------------------- +04/12/23 00:41:48| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 00:41:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 00:42:22| INFO ref finished [took 29.1185s] +04/12/23 00:44:12| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.320s] +04/12/23 00:45:11| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 59.045s] +04/12/23 00:45:36| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.399s] +04/12/23 00:46:00| DEBUG [step 1.0] best score = 0.01156060 [took 23.700s] +04/12/23 00:46:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 216.5719s] +04/12/23 00:51:03| INFO bin_kde_gs finished [took 519.4451s] +04/12/23 00:51:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 551.3254s] +---------------------------------------------------------------------------------------------------- +04/12/23 00:51:09| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 00:51:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 00:51:44| INFO ref finished [took 29.0244s] +04/12/23 00:53:32| DEBUG n_none: 0 +04/12/23 00:53:32| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 107.606s] +04/12/23 00:54:30| DEBUG n_none: 0 +04/12/23 00:54:30| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 58.196s] +04/12/23 00:54:56| DEBUG n_none: 0 +04/12/23 00:54:56| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.785s] +04/12/23 00:55:21| DEBUG n_none: 0 +04/12/23 00:55:21| DEBUG [step 1.0] best score = 0.01156060 [took 24.487s] +04/12/23 00:55:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 216.1769s] +04/12/23 01:00:23| INFO bin_kde_gs finished [took 518.1653s] +04/12/23 01:00:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 549.9731s] +---------------------------------------------------------------------------------------------------- +04/12/23 01:00:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 01:00:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 01:01:07| INFO ref finished [took 28.3511s] +04/12/23 01:02:57| DEBUG sorted_scores_idx = array([ 75, 77, 72, 53, 60, 55, 71, 73, 50, 31, 63, 41, 79, + 92, 95, 93, 111, 51, 135, 74, 83, 61, 97, 137, 94, 103, + 57, 81, 91, 123, 113, 114, 115, 90, 99, 85, 117, 105, 82, + 102, 70, 101, 139, 134, 119, 132, 96, 116, 80, 76, 65, 59, + 112, 131, 100, 87, 98, 110, 122, 136, 125, 78, 52, 107, 16, + 133, 120, 118, 33, 14, 67, 84, 18, 121, 89, 62, 30, 69, + 43, 11, 12, 54, 109, 130, 86, 35, 104, 138, 64, 88, 56, + 58, 37, 66, 32, 36, 34, 10, 38, 39, 68, 19, 108, 17, + 13, 127, 15, 106, 45, 47, 49, 124, 129, 128, 126, 40, 21, + 1, 20, 0, 42, 9, 4, 48, 3, 5, 44, 27, 2, 6, + 7, 46, 22, 25, 24, 8, 23, 29, 26, 28]) +04/12/23 01:02:57| DEBUG scores = [0.9341099999981499, 0.9341099999960902, 0.93411, 0.9341099999999999, 0.9341099999999998, 0.9341099999999999, 0.93411, 0.93411, 0.93411, 0.9341099999999998, 0.06051999999999993, 0.05554700292472367, 0.05583499999999995, 0.06356955666771408, 0.05048, 0.06393000000000003, 0.04877499999999993, 0.06281999999999996, 0.051340000000000025, 0.062024999999999934, 0.9341099999968062, 0.9341099999936691, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.93411, 0.05391066334746173, 0.014740993651088975, 0.06051999999999888, 0.0503544130991147, 0.06051999999999993, 0.056582630209597966, 0.06051999999999982, 0.06019563736241398, 0.06052, 0.061540841627911715, 0.8805972181599924, 0.018341808709467538, 0.9341099999999996, 0.05508948634046047, 0.9341099999999999, 0.06562713873160708, 0.93411, 0.06840733252168531, 0.9341099999999999, 0.06904480176783795, 0.01446583451074425, 0.0238313231987788, 0.04836590183800994, 0.013031147501712978, 0.0560770314861489, 0.014153572804457094, 0.05922556604088968, 0.02925635215124327, 0.06014682380914686, 0.04161307596339526, 0.013595757983072469, 0.025570771298542884, 0.052393817815018943, 0.01830904493739659, 0.05850980120814502, 0.03999996760267361, 0.06040811330781148, 0.05066606002626029, 0.061665110026532355, 0.054869617170647894, 0.03541487119611707, 0.014182105143992594, 0.012885508388027989, 0.014425530381247307, 0.02495578836284016, 0.012036462152735627, 0.03951229601255115, 0.012425606400230015, 0.04758946342255208, 0.01862757812984388, 0.0394393323729755, 0.02984513484758662, 0.03475449942021076, 0.02499171859532958, 0.05078831716230666, 0.032825569665387105, 0.05653373185639488, 0.04436421783376611, 0.05886895978487318, 0.05216043815355643, 0.03174524413753661, 0.02992749070727628, 0.019488446889935267, 0.021854490533367424, 0.028000982653718812, 0.01979616004588961, 0.037116372391093784, 0.026666177566206324, 0.04474063852272977, 0.03192646814259144, 0.04383160587505503, 0.03543109372987328, 0.03519712770127706, 0.029166534003624855, 0.057026794987734525, 0.03429561378307575, 0.06398198116995187, 0.048600773151118215, 0.06228195913262663, 0.05636671795017024, 0.04688899176092301, 0.022024663377822908, 0.04214343624261962, 0.0300821636613662, 0.030544150851935122, 0.03155016113712236, 0.03914141202005726, 0.03292254406087403, 0.050009052530722256, 0.036070545465431675, 0.0492089214051547, 0.05147028368345044, 0.04709509629635795, 0.03001801806849074, 0.1741178578677826, 0.0474258887681083, 0.4018600000017519, 0.0638505194109593, 0.30975700075071944, 0.2722955549887443, 0.05638960004768515, 0.04249762817775558, 0.03688905457687575, 0.04897726533326319, 0.035709865009509255, 0.02459986074922838, 0.04733995001415783, 0.026752489189760763, 0.057114823639443174, 0.03567896625100557] +04/12/23 01:02:57| DEBUG [step 0.03703703703703703] best score = 0.01203646 [took 108.236s] +04/12/23 01:03:56| DEBUG sorted_scores_idx = array([ 8, 3, 2, 15, 7, 11, 0, 5, 13, 9, 19, 14, 40, 27, 1, 33, 30, + 41, 6, 4, 17, 28, 10, 24, 16, 20, 21, 26, 32, 12, 22, 38, 45, 46, + 31, 35, 25, 34, 36, 18, 29, 39, 43, 37, 44, 23, 42]) +04/12/23 01:03:56| DEBUG scores = [0.016220183023966824, 0.021612690964907925, 0.013299790295454831, 0.012648639547867026, 0.023406568823581286, 0.01658539656239435, 0.022781183074839898, 0.013763406015530458, 0.011413382346037958, 0.020182573829241036, 0.024334070653912104, 0.015481883343538679, 0.028631710832028662, 0.019810450321216498, 0.02056502455197584, 0.013647707017555714, 0.025276860687734482, 0.02407563923125481, 0.03557308715842989, 0.020500408728095457, 0.025448565163013682, 0.02614021644308903, 0.028667074005054326, 0.0430809142406204, 0.024662367428162933, 0.03438298762399586, 0.028289692208593627, 0.021506318593271203, 0.024169564041016042, 0.037855466048464105, 0.022755803809970408, 0.030421994178460768, 0.02830546666160659, 0.02275036806213072, 0.0345832591430778, 0.033559804380996, 0.03491600561197311, 0.041477917158539636, 0.029146099601968182, 0.039081137426187365, 0.020756866527674292, 0.022771716980332674, 0.049188239563569554, 0.04124042333039163, 0.04232287859305015, 0.03019715693016894, 0.030333377362935683] +04/12/23 01:03:56| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 59.161s] +04/12/23 01:04:21| DEBUG sorted_scores_idx = array([10, 6, 11, 7, 8, 3, 14, 4, 2, 1, 12, 5, 15, 0, 9, 13]) +04/12/23 01:04:21| DEBUG scores = [0.023838055682022574, 0.01261525092755997, 0.012295815774473598, 0.011423920718930924, 0.012165167895890132, 0.021647471937002557, 0.010240038210003638, 0.011166485106203232, 0.011350152133747033, 0.026777690174550197, 0.010184868439742346, 0.010573549980624479, 0.018146341772912362, 0.029223930297535342, 0.01212768209544412, 0.023540769120652026] +04/12/23 01:04:21| DEBUG [step 0.3333333333333333] best score = 0.01018487 [took 25.773s] +04/12/23 01:04:46| DEBUG sorted_scores_idx = array([4, 1, 0, 3, 2]) +04/12/23 01:04:46| DEBUG scores = [0.012217352591314942, 0.011803797097287764, 0.014606372282934597, 0.012309882273099594, 0.01156060256759692] +04/12/23 01:04:46| DEBUG [step 1.0] best score = 0.01156060 [took 24.148s] +04/12/23 01:04:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 217.4299s] +04/12/23 01:09:47| INFO bin_kde_gs finished [took 519.1312s] +04/12/23 01:09:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 550.3609s] +---------------------------------------------------------------------------------------------------- +04/12/23 01:11:16| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 01:11:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 01:11:51| INFO ref finished [took 29.0498s] +04/12/23 01:14:16| DEBUG sorted_scores_idx = array([ 40, 55, 77, 52, 75, 63, 74, 83, 113, 95, 93, 133, 73, + 53, 94, 112, 92, 30, 115, 82, 57, 97, 123, 72, 132, 79, + 76, 114, 135, 96, 62, 134, 51, 117, 33, 104, 116, 85, 105, + 103, 99, 70, 84, 137, 136, 125, 31, 124, 41, 61, 119, 98, + 60, 122, 118, 71, 139, 138, 65, 102, 131, 59, 78, 126, 21, + 107, 50, 110, 106, 127, 130, 43, 91, 120, 87, 121, 111, 80, + 86, 128, 129, 90, 11, 81, 109, 100, 54, 108, 67, 101, 89, + 64, 88, 35, 69, 56, 45, 37, 66, 58, 39, 47, 68, 28, + 49, 26, 42, 20, 32, 23, 44, 46, 24, 48, 16, 18, 13, + 10, 34, 36, 38, 12, 14, 15, 17, 19, 25, 27, 29, 22, + 9, 1, 7, 5, 3, 4, 6, 8, 2, 0]) +04/12/23 01:14:16| DEBUG scores = [0.40186000000000005, 0.07353163958121685, 0.27232500000000004, 0.08065999999999995, 0.17011500000000002, 0.07515, 0.17440999999999998, 0.07430499999999995, 0.18262, 0.07188500000000003, 0.05965503014389904, 0.029606582148695083, 0.06001999999999981, 0.05961779675894107, 0.06001999999999996, 0.06061961069190619, 0.05952499999999992, 0.06077999999999983, 0.05952499999999997, 0.06078, 0.05815457337811102, 0.023419396225256267, 0.06243999999999991, 0.05852401054507965, 0.05918999999999994, 0.06093182116811773, 0.057289999999999966, 0.061398732821814246, 0.056104999999999974, 0.061908508366774716, 0.012975512177002182, 0.019307790531636674, 0.05827311446142846, 0.017284720206507086, 0.059701604593834556, 0.04282012147257354, 0.05998067074198594, 0.04989293480391931, 0.060019999999997305, 0.053498339875711114, 0.010451599351086936, 0.01949248173887317, 0.05755975500266395, 0.02526302742618757, 0.05885834771813455, 0.04871865236728752, 0.05918774612095492, 0.05458776667744776, 0.059434370804501147, 0.05700755866977981, 0.0237372999437562, 0.016476977535947773, 0.010777221267876351, 0.012374707011971813, 0.03168275779840681, 0.010597733212519804, 0.046475243377660194, 0.013556812900790001, 0.05173481314588318, 0.022645947017967336, 0.02040712393548714, 0.019528459226845242, 0.015209626266324196, 0.01080709707644092, 0.037142082894902145, 0.02153547281587568, 0.05050407883621661, 0.03366328769748206, 0.055125000112055914, 0.044316073594525586, 0.018123335859011335, 0.020712468450571012, 0.014022048619581869, 0.01214463545505052, 0.011016740438149786, 0.010785420885899502, 0.014214855025425658, 0.010762281242833786, 0.022699919187680398, 0.014214030055069032, 0.02820035937294377, 0.030438874784031244, 0.013526992123429084, 0.011175813034201698, 0.018161891349663895, 0.01750936262030257, 0.028277478455296653, 0.025695019106684522, 0.0401550538392149, 0.03459033258322342, 0.029597007836584296, 0.025280862094268653, 0.012925411565965203, 0.011914330085312492, 0.01255283850088298, 0.011633218819676862, 0.015091063592705102, 0.01360479843497591, 0.020154288200963502, 0.0181033108048395, 0.031178465812380665, 0.03408253808209406, 0.022101734332182002, 0.017749764628874263, 0.01747830470757934, 0.017664630163419067, 0.023962876593190713, 0.023614419287244476, 0.0322130458132037, 0.030810790058526178, 0.02394267003337493, 0.02646741599717868, 0.01265513588428192, 0.011617777253743092, 0.014520615849985154, 0.013252761922668608, 0.017479953278209556, 0.016519284753801634, 0.020559497749799566, 0.020150262799084332, 0.025324096862884348, 0.026148694876005886, 0.02044798491240849, 0.013808932853798148, 0.01942062198798235, 0.019119625780569062, 0.023392832633558718, 0.024091541489987062, 0.028361906214945484, 0.02860839927478069, 0.02482652972871083, 0.022543834098407135, 0.014032629877417935, 0.012054448304868267, 0.016357829753433566, 0.014757066113737562, 0.018679449715819734, 0.018232042086109287, 0.02147572898882577, 0.02128374715470324] +04/12/23 01:14:16| DEBUG [step 0.125] best score = 0.01045160 [took 143.683s] +04/12/23 01:16:14| DEBUG sorted_scores_idx = array([46, 66, 55, 13, 32, 0, 12, 64, 34, 17, 1, 23, 48, 3, 10, 16, 4, + 6, 52, 2, 20, 15, 49, 8, 41, 9, 5, 26, 14, 67, 25, 18, 21, 30, + 24, 27, 29, 11, 61, 62, 7, 53, 33, 40, 22, 28, 19, 51, 31, 36, 37, + 42, 35, 38, 58, 39, 60, 43, 59, 50, 44, 54, 45, 47, 56, 57, 69, 65, + 68, 63]) +04/12/23 01:16:14| DEBUG scores = [0.013506514707985114, 0.01442667050398571, 0.019874890979317713, 0.015036290731523285, 0.0163333633299544, 0.022855968116602593, 0.01795683446195668, 0.02926365873913065, 0.021478495937862486, 0.022027734724964568, 0.015413567227699576, 0.02783281569739502, 0.014088334743091332, 0.01235824332833259, 0.022974624511932516, 0.0205736729382828, 0.016149073985918232, 0.014394190785836907, 0.02603188681333672, 0.03136314915677621, 0.020312907328963264, 0.026313021048662396, 0.030866864617105125, 0.014447660107103742, 0.026767003639297494, 0.025183604806336798, 0.02287416550601979, 0.027119923740613994, 0.031019778184531544, 0.02745792864649359, 0.026370777702049226, 0.031633637839345446, 0.012952591668868273, 0.03071314057148157, 0.014258270665688699, 0.03340233545926781, 0.03176007572689447, 0.03195088059347915, 0.03346135669566925, 0.03364490637538094, 0.030751989888636276, 0.0217248223824206, 0.03239234716248587, 0.03425653398699199, 0.03512450516593821, 0.035916441764634405, 0.010609189953759923, 0.03632007587139641, 0.014530498455672686, 0.021197479944787254, 0.034731325541740486, 0.03156529392848483, 0.019659238532517234, 0.029569990508601974, 0.03541154479385654, 0.0118829385805304, 0.03664517411494793, 0.03778626695953293, 0.033600417685127976, 0.034712604031046215, 0.03379821237895517, 0.028386177103599294, 0.028715059709878733, 0.03903438866816674, 0.014136495025216144, 0.03837486429334349, 0.011859832246967753, 0.024663937897618216, 0.03866990158252312, 0.03831658024346472] +04/12/23 01:16:14| DEBUG [step 0.25] best score = 0.01060919 [took 117.955s] +04/12/23 01:17:20| DEBUG sorted_scores_idx = array([25, 28, 23, 21, 16, 17, 19, 27, 26, 29, 15, 34, 14, 11, 6, 33, 20, + 10, 31, 32, 13, 30, 3, 8, 4, 22, 2, 1, 18, 12, 24, 9, 5, 7, + 0]) +04/12/23 01:17:20| DEBUG scores = [0.029365060942721045, 0.021301435313253337, 0.017859407165322604, 0.014402102917355379, 0.016876953566926343, 0.02474260268306391, 0.011801273587192235, 0.025999383006188415, 0.015372088096726926, 0.02350256468087881, 0.012661044477720089, 0.011706959499246883, 0.021817146653087822, 0.013753633521721032, 0.01166287448364165, 0.011558560359400087, 0.010483668232391843, 0.01059035847624461, 0.021323604356155244, 0.01100054247551213, 0.012438023249191042, 0.009780810430665414, 0.01715484735832172, 0.009763497205567356, 0.022405249667863943, 0.009487641656816665, 0.011493948867653512, 0.011266486505915822, 0.009628104666354654, 0.011547889080915686, 0.014393903762371967, 0.013322971589942965, 0.01348690544879845, 0.012061603074141489, 0.0116425296199164] +04/12/23 01:17:20| DEBUG [step 0.5] best score = 0.00948764 [took 66.057s] +04/12/23 01:18:24| DEBUG sorted_scores_idx = array([14, 13, 9, 10, 12, 4, 5, 17, 8, 15, 0, 16, 1, 2, 6, 3, 7, + 11]) +04/12/23 01:18:24| DEBUG scores = [0.014606372282934597, 0.015205990977069732, 0.015259261530928296, 0.015760349297068255, 0.011803797097287764, 0.012217352591314942, 0.015330917477619105, 0.015927940359055384, 0.013105649797581886, 0.010760295424366384, 0.01156060256759692, 0.01750757120515553, 0.011572007493072805, 0.009834232311934768, 0.009626694539706276, 0.013997758101392158, 0.014780114580034165, 0.012309882273099594] +04/12/23 01:18:24| DEBUG [step 1.0] best score = 0.00962669 [took 64.132s] +04/12/23 01:18:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00963) [took 391.9410s] +04/12/23 01:23:14| INFO bin_kde_gs finished [took 681.5185s] +04/12/23 01:23:14| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 713.5300s] +---------------------------------------------------------------------------------------------------- +04/12/23 01:23:32| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 01:23:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 01:24:06| INFO ref finished [took 29.1334s] +04/12/23 01:30:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 368.9057s] +04/12/23 01:34:48| INFO bin_kde_gs finished [took 640.2091s] +04/12/23 01:34:48| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 672.2306s] +---------------------------------------------------------------------------------------------------- +04/12/23 01:37:58| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 01:38:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 01:38:32| INFO ref finished [took 29.0990s] +04/12/23 01:40:55| DEBUG [step 0.1111111111111111] best score = 0.01015786 [took 141.471s] +04/12/23 01:42:26| DEBUG [step 0.3333333333333333] best score = 0.00955716 [took 91.088s] +04/12/23 01:43:30| DEBUG [step 1.0] best score = 0.01156060 [took 64.134s] +04/12/23 01:43:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01156) [took 296.7964s] +04/12/23 01:48:32| INFO bin_kde_gs finished [took 598.5847s] +04/12/23 01:48:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 630.4409s] +---------------------------------------------------------------------------------------------------- +04/12/23 01:49:22| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 01:49:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 01:49:57| INFO ref finished [took 28.9632s] +---------------------------------------------------------------------------------------------------- +04/12/23 02:04:17| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 02:04:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 02:04:51| INFO ref finished [took 28.9117s] +04/12/23 02:11:59| DEBUG [step 0.03703703703703703] best score = 0.01189100 [took 426.753s] +04/12/23 02:15:46| DEBUG [step 0.1111111111111111] best score = 0.01141338 [took 227.677s] +04/12/23 02:17:10| DEBUG [step 0.3333333333333333] best score = 0.01007941 [took 83.816s] +04/12/23 02:18:22| DEBUG [step 1.0] best score = 0.01002339 [took 71.952s] +04/12/23 02:18:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.01002) [took 810.3019s] +04/12/23 02:23:21| INFO bin_kde_gs finished [took 1108.6665s] +04/12/23 02:23:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1140.1512s] +---------------------------------------------------------------------------------------------------- +04/12/23 02:31:00| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 02:31:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 02:31:35| INFO ref finished [took 28.9709s] +04/12/23 02:31:35| DEBUG batch_size = 11 +04/12/23 02:32:23| DEBUG [iter 0] best score = 0.01076030 [took 47.161s] +04/12/23 02:32:58| DEBUG [iter 1] best score = 0.01519444 [took 35.191s] +04/12/23 02:32:58| WARNING Method bin_kde_gs failed. Exception: local variable '_iter_from_improv' referenced before assignment +04/12/23 02:32:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 114.2195s] +---------------------------------------------------------------------------------------------------- +04/12/23 02:33:39| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 02:33:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 02:34:14| INFO ref finished [took 29.3592s] +04/12/23 02:34:15| DEBUG batch_size = 11 +04/12/23 02:35:02| DEBUG [iter 0] best score = 0.01076030 [took 47.491s] +04/12/23 02:35:37| DEBUG [iter 1] best score = 0.01519444 [took 35.124s] +04/12/23 02:36:14| DEBUG [iter 2] best score = 0.01199583 [took 36.431s] +04/12/23 02:36:56| DEBUG [iter 3] best score = 0.01193761 [took 41.733s] +04/12/23 02:37:39| DEBUG [iter 4] best score = 0.00962002 [took 43.625s] +04/12/23 02:38:19| DEBUG [iter 5] best score = 0.01210373 [took 39.770s] +04/12/23 02:38:50| DEBUG [iter 6] best score = 0.01186543 [took 30.948s] +04/12/23 02:39:24| DEBUG [iter 7] best score = 0.01149941 [took 34.476s] +04/12/23 02:40:07| DEBUG [iter 8] best score = 0.00952915 [took 42.107s] +04/12/23 02:40:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00953) [took 351.8096s] +04/12/23 02:44:36| INFO bin_kde_gs finished [took 621.2505s] +04/12/23 02:44:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 653.2874s] +---------------------------------------------------------------------------------------------------- +04/12/23 03:04:41| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 03:04:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 03:05:15| INFO ref finished [took 27.9019s] +04/12/23 03:05:16| DEBUG batch_size = 22 +04/12/23 03:06:33| DEBUG [iter 0] best score = 0.01076030 [took 76.862s] +04/12/23 03:07:42| DEBUG [iter 1] best score = 0.01193761 [took 69.801s] +04/12/23 03:08:57| DEBUG [iter 2] best score = 0.00962002 [took 74.390s] +04/12/23 03:09:55| DEBUG [iter 3] best score = 0.01149941 [took 58.538s] +04/12/23 03:11:05| DEBUG [iter 4] best score = 0.00952915 [took 69.909s] +04/12/23 03:12:14| DEBUG [iter 5] best score = 0.01015591 [took 68.859s] +04/12/23 03:13:21| DEBUG [iter 6] best score = 0.01014406 [took 67.375s] +04/12/23 03:13:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00953) [took 485.8408s] +04/12/23 03:17:51| INFO bin_kde_gs finished [took 755.1712s] +04/12/23 03:17:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 785.9886s] +---------------------------------------------------------------------------------------------------- +04/12/23 03:18:25| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 03:18:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 03:18:59| INFO ref finished [took 28.6478s] +04/12/23 03:19:00| DEBUG batch_size = 22 +04/12/23 03:22:10| DEBUG [iter 0] best score = 0.01076229 [took 190.645s] +04/12/23 03:25:06| DEBUG [iter 1] best score = 0.01153586 [took 175.200s] +04/12/23 03:28:10| DEBUG [iter 2] best score = 0.00906249 [took 184.014s] +04/12/23 03:30:32| DEBUG [iter 3] best score = 0.00985135 [took 142.187s] +04/12/23 03:33:44| DEBUG [iter 4] best score = 0.00831166 [took 192.417s] +04/12/23 03:36:35| DEBUG [iter 5] best score = 0.00861926 [took 171.177s] +04/12/23 03:39:15| DEBUG [iter 6] best score = 0.01129063 [took 159.731s] +04/12/23 03:41:30| DEBUG [iter 7] best score = 0.00976135 [took 135.215s] +04/12/23 03:44:24| DEBUG [iter 8] best score = 0.00879464 [took 174.065s] +04/12/23 03:44:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00831) [took 1524.7582s] +04/12/23 03:50:34| INFO mul_kde_gs finished [took 1894.1123s] +04/12/23 03:50:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1925.4244s] +---------------------------------------------------------------------------------------------------- +04/12/23 03:59:01| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 03:59:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 03:59:35| INFO ref finished [took 28.6803s] +04/12/23 03:59:36| DEBUG batch_size = 11 +04/12/23 04:01:29| DEBUG [iter 0] best score = 0.01076229 [took 113.153s] +04/12/23 04:03:02| DEBUG [iter 1] best score = 0.01134210 [took 92.587s] +04/12/23 04:04:40| DEBUG [iter 2] best score = 0.01198470 [took 98.129s] +04/12/23 04:06:29| DEBUG [iter 3] best score = 0.01153586 [took 108.873s] +04/12/23 04:08:18| DEBUG [iter 4] best score = 0.00906249 [took 109.378s] +04/12/23 04:10:05| DEBUG [iter 5] best score = 0.01148134 [took 107.355s] +04/12/23 04:11:22| DEBUG [iter 6] best score = 0.00985135 [took 76.762s] +04/12/23 04:12:53| DEBUG [iter 7] best score = 0.01071009 [took 90.847s] +04/12/23 04:14:57| DEBUG [iter 8] best score = 0.00920549 [took 124.632s] +04/12/23 04:14:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00906) [took 921.8315s] +04/12/23 04:20:30| INFO mul_kde_gs finished [took 1254.1793s] +04/12/23 04:20:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1285.6674s] +---------------------------------------------------------------------------------------------------- +04/12/23 11:14:45| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 11:14:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 11:15:20| INFO ref finished [took 29.1956s] +04/12/23 11:44:39| DEBUG [step 0.03703703703703703] best score = 0.01172352 [took 1758.342s] +04/12/23 12:02:17| DEBUG [step 0.1111111111111111] best score = 0.00887864 [took 1057.856s] +04/12/23 12:09:37| DEBUG [step 0.3333333333333333] best score = 0.00879205 [took 440.370s] +04/12/23 12:13:17| DEBUG [step 1.0] best score = 0.00855067 [took 219.282s] +04/12/23 12:13:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.00855) [took 3475.9649s] +04/12/23 12:21:49| INFO mul_kde_gs finished [took 3988.7107s] +04/12/23 12:21:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 4020.6990s] +---------------------------------------------------------------------------------------------------- +04/12/23 12:28:46| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 12:28:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 12:29:20| INFO ref finished [took 28.5183s] +---------------------------------------------------------------------------------------------------- +04/12/23 13:11:56| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:11:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:12:30| INFO ref finished [took 29.0423s] +04/12/23 13:12:31| DEBUG batch_size = 11 +04/12/23 13:12:32| WARNING Method bin_kde_gs failed. Exception: sklearn.base.BaseEstimator.set_params() argument after ** must be a mapping, not str +04/12/23 13:12:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 33.2553s] +---------------------------------------------------------------------------------------------------- +04/12/23 13:17:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:17:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:18:08| INFO ref finished [took 29.1127s] +04/12/23 13:18:09| DEBUG batch_size = 11 +04/12/23 13:18:10| WARNING Method bin_kde_gs failed. Exception: sklearn.base.BaseEstimator.set_params() argument after ** must be a mapping, not str +04/12/23 13:18:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 33.1964s] +---------------------------------------------------------------------------------------------------- +04/12/23 13:18:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:18:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:19:10| INFO ref finished [took 28.4630s] +04/12/23 13:19:11| DEBUG batch_size = 11 +04/12/23 13:19:49| WARNING Method bin_kde_gs failed. Exception: only integer scalar arrays can be converted to a scalar index +04/12/23 13:19:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 68.7640s] +---------------------------------------------------------------------------------------------------- +04/12/23 13:23:06| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:23:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:23:40| INFO ref finished [took 29.1152s] +04/12/23 13:23:41| DEBUG batch_size = 11 +04/12/23 13:24:18| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.218s] +04/12/23 13:24:42| DEBUG [iter=1,size=11] best score = 0.04728818; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.390s] +04/12/23 13:25:06| DEBUG [iter=2,size=11] best score = 0.05889500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 23.917s] +04/12/23 13:25:29| DEBUG [iter=3,size=11] best score = 0.05736500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 23.413s] +04/12/23 13:25:53| DEBUG [iter=4,size=11] best score = 0.05677500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 23.363s] +04/12/23 13:26:16| DEBUG [iter=5,size=11] best score = 0.02947433; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.246s] +04/12/23 13:26:36| DEBUG [iter=6,size=11] best score = 0.01552989; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 19.853s] +04/12/23 13:26:58| DEBUG [iter=7,size=11] best score = 0.03440108; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 22.721s] +04/12/23 13:27:21| DEBUG [iter=8,size=11] best score = 0.04907742; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 22.678s] +04/12/23 13:27:44| DEBUG [iter=9,size=11] best score = 0.05390910; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} [took 22.810s] +04/12/23 13:28:07| DEBUG [iter=10,size=11] best score = 0.05613112; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 22.736s] +04/12/23 13:28:31| DEBUG [iter=11,size=11] best score = 0.01468631; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 24.249s] +04/12/23 13:28:56| DEBUG [iter=12,size=11] best score = 0.04529725; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 24.929s] +04/12/23 13:29:20| DEBUG [iter=13,size=11] best score = 0.05579906; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 23.910s] +04/12/23 13:29:45| DEBUG [iter=14,size=11] best score = 0.06002000; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 25.215s] +04/12/23 13:30:09| DEBUG [iter=15,size=11] best score = 0.01306119; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 24.305s] +04/12/23 13:30:32| DEBUG [iter=16,size=11] best score = 0.01158551; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.010s] +04/12/23 13:30:57| DEBUG [iter=17,size=11] best score = 0.01082179; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 24.966s] +04/12/23 13:31:22| DEBUG [iter=18,size=11] best score = 0.01408230; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 24.710s] +04/12/23 13:31:46| DEBUG [iter=19,size=11] best score = 0.02476863; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} [took 23.819s] +04/12/23 13:32:10| DEBUG [iter=20,size=11] best score = 0.01255207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.902s] +04/12/23 13:32:36| DEBUG [iter=21,size=11] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.322s] +---------------------------------------------------------------------------------------------------- +04/12/23 13:34:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:34:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:35:12| INFO ref finished [took 29.4386s] +04/12/23 13:35:13| DEBUG batch_size = 11 +04/12/23 13:35:13| DEBUG 129 +04/12/23 13:35:51| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.921s] +04/12/23 13:35:51| DEBUG 128 +04/12/23 13:36:14| DEBUG [iter=1,size=11] best score = 0.04728818; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 23.114s] +04/12/23 13:36:14| DEBUG 127 +04/12/23 13:36:37| DEBUG [iter=2,size=11] best score = 0.05889500; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 23.526s] +04/12/23 13:36:37| DEBUG 126 +---------------------------------------------------------------------------------------------------- +04/12/23 13:38:58| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:39:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:39:31| INFO ref finished [took 28.2421s] +04/12/23 13:39:32| DEBUG batch_size = 11 +04/12/23 13:39:32| DEBUG 129 +04/12/23 13:40:10| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.580s] +04/12/23 13:40:10| DEBUG _min_pd_len=11 +04/12/23 13:40:10| DEBUG 118 +04/12/23 13:40:53| DEBUG [iter=1,size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 43.268s] +04/12/23 13:40:53| DEBUG _min_pd_len=6 +04/12/23 13:40:53| DEBUG 112 +04/12/23 13:41:24| DEBUG [iter=2,size=6] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 30.503s] +04/12/23 13:41:24| DEBUG _min_pd_len=8 +04/12/23 13:41:24| DEBUG 104 +04/12/23 13:41:56| DEBUG [iter=3,size=8] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 32.058s] +04/12/23 13:41:56| DEBUG _min_pd_len=5 +04/12/23 13:41:56| DEBUG 99 +04/12/23 13:42:26| DEBUG [iter=4,size=5] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 30.300s] +04/12/23 13:42:26| DEBUG _min_pd_len=9 +04/12/23 13:42:26| DEBUG 90 +04/12/23 13:43:02| DEBUG [iter=5,size=9] best score = 0.00972241; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 35.843s] +04/12/23 13:43:02| DEBUG _min_pd_len=8 +04/12/23 13:43:02| DEBUG 82 +04/12/23 13:43:34| DEBUG [iter=6,size=8] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 31.748s] +04/12/23 13:43:34| DEBUG _min_pd_len=3 +04/12/23 13:43:34| DEBUG 79 +04/12/23 13:43:51| DEBUG [iter=7,size=3] best score = 0.01746385; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 17.526s] +04/12/23 13:43:51| DEBUG _min_pd_len=7 +04/12/23 13:43:51| DEBUG 72 +04/12/23 13:44:17| DEBUG [iter=8,size=7] best score = 0.01099906; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 26.025s] +04/12/23 13:44:17| DEBUG _min_pd_len=7 +04/12/23 13:44:17| DEBUG 65 +04/12/23 13:44:42| DEBUG [iter=9,size=7] best score = 0.00962669; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 24.939s] +04/12/23 13:44:42| DEBUG _min_pd_len=4 +04/12/23 13:44:42| DEBUG 61 +04/12/23 13:45:03| DEBUG [iter=10,size=4] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 20.425s] +04/12/23 13:45:03| DEBUG _min_pd_len=7 +04/12/23 13:45:03| DEBUG 54 +04/12/23 13:45:31| DEBUG [iter=11,size=7] best score = 0.01221735; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': None} [took 28.334s] +04/12/23 13:45:31| DEBUG _min_pd_len=5 +04/12/23 13:45:31| DEBUG 49 +04/12/23 13:45:56| DEBUG [iter=12,size=5] best score = 0.01305249; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': None} [took 24.914s] +04/12/23 13:45:56| DEBUG _min_pd_len=3 +04/12/23 13:45:56| DEBUG 46 +04/12/23 13:46:14| DEBUG [iter=13,size=3] best score = 0.01852107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 18.216s] +04/12/23 13:46:14| DEBUG _min_pd_len=4 +04/12/23 13:46:14| DEBUG 42 +---------------------------------------------------------------------------------------------------- +04/12/23 13:46:18| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:46:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:46:53| INFO ref finished [took 29.1766s] +04/12/23 13:46:54| DEBUG batch_size = 11 +04/12/23 13:46:54| DEBUG 129 +04/12/23 13:47:31| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.322s] +04/12/23 13:47:31| DEBUG _min_pd_len=11 +04/12/23 13:47:31| DEBUG 118 +04/12/23 13:48:15| DEBUG [iter=1,size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 43.482s] +04/12/23 13:48:15| DEBUG _min_pd_len=6 +04/12/23 13:48:15| DEBUG 107 +04/12/23 13:49:00| DEBUG [iter=2,size=11] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 44.788s] +04/12/23 13:49:00| DEBUG _min_pd_len=7 +04/12/23 13:49:00| DEBUG 96 +04/12/23 13:49:38| DEBUG [iter=3,size=11] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.653s] +04/12/23 13:49:38| DEBUG _min_pd_len=4 +04/12/23 13:49:38| DEBUG 85 +04/12/23 13:50:18| DEBUG [iter=4,size=11] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 39.443s] +04/12/23 13:50:18| DEBUG _min_pd_len=7 +04/12/23 13:50:18| DEBUG 74 +---------------------------------------------------------------------------------------------------- +04/12/23 13:50:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:50:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:51:12| INFO ref finished [took 29.4522s] +04/12/23 13:51:13| DEBUG batch_size = 11 +04/12/23 13:51:13| DEBUG 129 +04/12/23 13:51:50| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.937s] +04/12/23 13:51:50| DEBUG _min_pd_len=53 +04/12/23 13:51:50| DEBUG 76 +04/12/23 13:54:34| DEBUG [iter=1,size=53] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.722s] +04/12/23 13:54:34| DEBUG _min_pd_len=33 +04/12/23 13:54:34| DEBUG 43 +04/12/23 13:56:08| DEBUG [iter=2,size=33] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 94.488s] +04/12/23 13:56:08| DEBUG _min_pd_len=9 +04/12/23 13:56:08| DEBUG 32 +04/12/23 13:56:43| DEBUG [iter=3,size=11] best score = 0.01310565; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 34.340s] +04/12/23 13:56:43| DEBUG _min_pd_len=20 +04/12/23 13:56:43| DEBUG 12 +04/12/23 13:57:47| DEBUG [iter=4,size=20] best score = 0.01535565; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 64.602s] +04/12/23 13:57:47| DEBUG _min_pd_len=0 +04/12/23 13:57:47| DEBUG 1 +04/12/23 13:58:23| DEBUG [iter=5,size=11] best score = 0.02438625; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 35.907s] +04/12/23 13:58:23| DEBUG _min_pd_len=1 +04/12/23 13:58:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 430.1089s] +---------------------------------------------------------------------------------------------------- +04/12/23 13:59:24| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 13:59:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 13:59:59| INFO ref finished [took 29.4114s] +04/12/23 14:00:00| DEBUG batch_size = 11 +04/12/23 14:00:00| DEBUG 549 +04/12/23 14:00:47| DEBUG [iter=0,size=11] best score = 0.01076030; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 47.409s] +04/12/23 14:00:47| DEBUG _min_pd_len=27 +04/12/23 14:00:47| DEBUG 522 +04/12/23 14:02:39| DEBUG [iter=1,size=27] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 112.074s] +04/12/23 14:02:39| DEBUG _min_pd_len=21 +04/12/23 14:02:39| DEBUG 501 +04/12/23 14:04:09| DEBUG [iter=2,size=21] best score = 0.00927255; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 89.369s] +04/12/23 14:04:09| DEBUG _min_pd_len=7 +04/12/23 14:04:09| DEBUG 490 +04/12/23 14:04:47| DEBUG [iter=3,size=11] best score = 0.00966141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 38.552s] +04/12/23 14:04:47| DEBUG _min_pd_len=22 +04/12/23 14:04:47| DEBUG 468 +04/12/23 14:06:19| DEBUG [iter=4,size=22] best score = 0.00963704; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 91.372s] +04/12/23 14:06:19| DEBUG _min_pd_len=20 +04/12/23 14:06:19| DEBUG 448 +04/12/23 14:07:21| DEBUG [iter=5,size=20] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 62.708s] +04/12/23 14:07:21| DEBUG _min_pd_len=7 +04/12/23 14:07:21| DEBUG 437 +04/12/23 14:07:56| DEBUG [iter=6,size=11] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 35.034s] +04/12/23 14:07:56| DEBUG _min_pd_len=22 +04/12/23 14:07:56| DEBUG 415 +04/12/23 14:08:58| DEBUG [iter=7,size=22] best score = 0.00969641; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 61.995s] +04/12/23 14:08:58| DEBUG _min_pd_len=5 +04/12/23 14:08:58| DEBUG 404 +04/12/23 14:09:31| DEBUG [iter=8,size=11] best score = 0.00985754; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 32.852s] +04/12/23 14:09:31| DEBUG _min_pd_len=17 +04/12/23 14:09:31| DEBUG 387 +04/12/23 14:10:18| DEBUG [iter=9,size=17] best score = 0.00984265; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 47.201s] +04/12/23 14:10:18| DEBUG _min_pd_len=5 +04/12/23 14:10:18| DEBUG 376 +04/12/23 14:10:48| DEBUG [iter=10,size=11] best score = 0.00997422; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 29.291s] +04/12/23 14:10:48| DEBUG _min_pd_len=22 +04/12/23 14:10:48| DEBUG 354 +04/12/23 14:11:44| DEBUG [iter=11,size=22] best score = 0.01020734; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 56.648s] +04/12/23 14:11:44| DEBUG _min_pd_len=23 +04/12/23 14:11:44| DEBUG 331 +04/12/23 14:12:46| DEBUG [iter=12,size=23] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 61.766s] +04/12/23 14:12:46| DEBUG _min_pd_len=7 +04/12/23 14:12:46| DEBUG 320 +04/12/23 14:13:22| DEBUG [iter=13,size=11] best score = 0.00972241; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 35.848s] +04/12/23 14:13:22| DEBUG _min_pd_len=19 +04/12/23 14:13:22| DEBUG 301 +04/12/23 14:15:01| DEBUG [iter=14,size=19] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 99.184s] +04/12/23 14:15:01| DEBUG _min_pd_len=19 +04/12/23 14:15:01| DEBUG 282 +04/12/23 14:16:30| DEBUG [iter=15,size=19] best score = 0.01582141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 88.749s] +04/12/23 14:16:30| DEBUG _min_pd_len=11 +04/12/23 14:16:30| DEBUG 271 +04/12/23 14:17:03| DEBUG [iter=16,size=11] best score = 0.01446370; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 33.074s] +04/12/23 14:17:03| DEBUG _min_pd_len=5 +04/12/23 14:17:03| DEBUG 260 +04/12/23 14:17:43| DEBUG [iter=17,size=11] best score = 0.01307169; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 40.201s] +04/12/23 14:17:43| DEBUG _min_pd_len=15 +04/12/23 14:17:43| DEBUG 245 +04/12/23 14:18:55| DEBUG [iter=18,size=15] best score = 0.01154013; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 71.881s] +04/12/23 14:18:55| DEBUG _min_pd_len=4 +04/12/23 14:18:55| DEBUG 234 +04/12/23 14:19:33| DEBUG [iter=19,size=11] best score = 0.01053118; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 37.544s] +04/12/23 14:19:33| DEBUG _min_pd_len=18 +04/12/23 14:19:33| DEBUG 216 +04/12/23 14:20:44| DEBUG [iter=20,size=18] best score = 0.01396782; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 71.151s] +04/12/23 14:20:44| DEBUG _min_pd_len=2 +04/12/23 14:20:44| DEBUG 205 +04/12/23 14:21:18| DEBUG [iter=21,size=11] best score = 0.02363495; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 34.746s] +04/12/23 14:21:18| DEBUG _min_pd_len=15 +04/12/23 14:21:18| DEBUG 190 +04/12/23 14:22:37| DEBUG [iter=22,size=15] best score = 0.01732266; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 78.653s] +04/12/23 14:22:37| DEBUG _min_pd_len=19 +04/12/23 14:22:37| DEBUG 171 +04/12/23 14:24:00| DEBUG [iter=23,size=19] best score = 0.01155584; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 83.096s] +04/12/23 14:24:00| DEBUG _min_pd_len=12 +04/12/23 14:24:00| DEBUG 159 +04/12/23 14:24:42| DEBUG [iter=24,size=12] best score = 0.01130407; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 41.316s] +04/12/23 14:24:42| DEBUG _min_pd_len=3 +04/12/23 14:24:42| DEBUG 148 +04/12/23 14:25:10| DEBUG [iter=25,size=11] best score = 0.01133298; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 28.239s] +04/12/23 14:25:10| DEBUG _min_pd_len=13 +04/12/23 14:25:10| DEBUG 135 +04/12/23 14:25:47| DEBUG [iter=26,size=13] best score = 0.01051948; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.970s] +04/12/23 14:25:47| DEBUG _min_pd_len=3 +04/12/23 14:25:47| DEBUG 124 +04/12/23 14:26:20| DEBUG [iter=27,size=11] best score = 0.01210373; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 33.248s] +04/12/23 14:26:20| DEBUG _min_pd_len=7 +04/12/23 14:26:20| DEBUG 113 +04/12/23 14:26:43| DEBUG [iter=28,size=11] best score = 0.04649167; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 22.839s] +04/12/23 14:26:43| DEBUG _min_pd_len=2 +04/12/23 14:26:43| DEBUG 102 +04/12/23 14:27:12| DEBUG [iter=29,size=11] best score = 0.01982030; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 29.333s] +04/12/23 14:27:12| DEBUG _min_pd_len=10 +04/12/23 14:27:12| DEBUG 91 +04/12/23 14:28:09| DEBUG [iter=30,size=11] best score = 0.01936862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 56.443s] +04/12/23 14:28:09| DEBUG _min_pd_len=13 +04/12/23 14:28:09| DEBUG 78 +04/12/23 14:29:20| DEBUG [iter=31,size=13] best score = 0.01823377; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 71.363s] +04/12/23 14:29:20| DEBUG _min_pd_len=0 +04/12/23 14:29:20| DEBUG 67 +04/12/23 14:29:49| DEBUG [iter=32,size=11] best score = 0.02120722; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 29.492s] +04/12/23 14:29:49| DEBUG _min_pd_len=0 +04/12/23 14:29:49| DEBUG 56 +04/12/23 14:30:13| DEBUG [iter=33,size=11] best score = 0.05961249; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 23.722s] +04/12/23 14:30:13| DEBUG _min_pd_len=2 +04/12/23 14:30:13| DEBUG 45 +04/12/23 14:30:45| DEBUG [iter=34,size=11] best score = 0.02534662; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 31.490s] +04/12/23 14:30:45| DEBUG _min_pd_len=9 +04/12/23 14:30:45| DEBUG 34 +04/12/23 14:32:23| DEBUG [iter=35,size=11] best score = 0.02601183; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 97.832s] +04/12/23 14:32:23| DEBUG _min_pd_len=1 +04/12/23 14:32:23| DEBUG 23 +---------------------------------------------------------------------------------------------------- +04/12/23 14:59:01| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 14:59:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 14:59:35| INFO ref finished [took 28.8714s] +04/12/23 15:23:27| 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 1431.2353s] +04/12/23 15:28:10| INFO bin_kde_gs finished [took 1713.5652s] +04/12/23 15:28:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1745.2846s] +---------------------------------------------------------------------------------------------------- +04/12/23 16:05:05| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:05:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +---------------------------------------------------------------------------------------------------- +04/12/23 16:05:27| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:05:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:06:05| INFO ref finished [took 32.7335s] +04/12/23 16:06:06| DEBUG batch_size = 11 +04/12/23 16:06:06| DEBUG len(_hyper_remaining)=24 +04/12/23 16:06:47| DEBUG [iter=0,size=11] best score = 0.01075536; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 41.021s] +04/12/23 16:06:47| DEBUG _min_pd_len=4 +04/12/23 16:06:47| DEBUG len(_hyper_remaining)=13 +04/12/23 16:07:30| DEBUG [iter=1,size=11] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.311s] +04/12/23 16:07:30| DEBUG _min_pd_len=2 +04/12/23 16:07:30| DEBUG len(_hyper_remaining)=2 +04/12/23 16:08:02| DEBUG [iter=2,size=11] best score = 0.02594594; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 31.534s] +04/12/23 16:08:02| DEBUG _min_pd_len=0 +04/12/23 16:08:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01076) [took 115.9826s] +---------------------------------------------------------------------------------------------------- +04/12/23 16:09:23| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:09:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:10:02| INFO ref finished [took 33.7756s] +04/12/23 16:10:03| DEBUG batch_size = 11 +04/12/23 16:10:03| DEBUG len(_hyper_remaining)=129 +04/12/23 16:10:40| DEBUG [iter=0,size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.636s] +04/12/23 16:10:40| DEBUG _min_pd_len=11 +04/12/23 16:10:40| DEBUG len(_hyper_remaining)=118 +04/12/23 16:11:24| DEBUG [iter=1,size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 44.356s] +04/12/23 16:11:24| DEBUG _min_pd_len=6 +04/12/23 16:11:24| DEBUG len(_hyper_remaining)=107 +04/12/23 16:12:07| DEBUG [iter=2,size=11] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.306s] +04/12/23 16:12:07| DEBUG _min_pd_len=7 +04/12/23 16:12:07| DEBUG len(_hyper_remaining)=96 +04/12/23 16:12:46| DEBUG [iter=3,size=11] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.251s] +04/12/23 16:12:46| DEBUG _min_pd_len=4 +04/12/23 16:12:46| DEBUG len(_hyper_remaining)=85 +04/12/23 16:13:25| DEBUG [iter=4,size=11] best score = 0.00983423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 39.047s] +04/12/23 16:13:25| DEBUG _min_pd_len=7 +04/12/23 16:13:25| DEBUG len(_hyper_remaining)=74 +04/12/23 16:13:57| DEBUG [iter=5,size=11] best score = 0.00962669; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 32.291s] +04/12/23 16:13:57| DEBUG _min_pd_len=6 +04/12/23 16:13:57| DEBUG len(_hyper_remaining)=63 +04/12/23 16:14:30| DEBUG [iter=6,size=11] best score = 0.01082179; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} [took 33.320s] +04/12/23 16:14:30| DEBUG _min_pd_len=0 +04/12/23 16:14:30| DEBUG len(_hyper_remaining)=52 +04/12/23 16:15:00| DEBUG [iter=7,size=11] best score = 0.01230988; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': ['isoft']} [took 29.614s] +04/12/23 16:15:00| DEBUG _min_pd_len=0 +04/12/23 16:15:00| DEBUG len(_hyper_remaining)=41 +04/12/23 16:15:36| DEBUG [iter=8,size=11] best score = 0.01028801; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 36.181s] +04/12/23 16:15:36| DEBUG _min_pd_len=2 +04/12/23 16:15:36| DEBUG len(_hyper_remaining)=30 +04/12/23 16:16:23| DEBUG [iter=9,size=11] best score = 0.00972241; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 46.686s] +04/12/23 16:16:23| DEBUG _min_pd_len=1 +04/12/23 16:16:23| DEBUG len(_hyper_remaining)=19 +04/12/23 16:17:03| DEBUG [iter=10,size=11] best score = 0.02338209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 40.663s] +04/12/23 16:17:03| DEBUG _min_pd_len=6 +04/12/23 16:17:03| DEBUG len(_hyper_remaining)=8 +04/12/23 16:17:46| DEBUG [iter=11,size=11] best score = 0.01627881; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} [took 42.841s] +04/12/23 16:17:46| DEBUG _min_pd_len=0 +04/12/23 16:17:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 463.3099s] +04/12/23 16:22:18| INFO bin_kde_gs finished [took 734.9857s] +04/12/23 16:22:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 771.2762s] +---------------------------------------------------------------------------------------------------- +04/12/23 16:24:35| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:24:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:25:09| INFO ref finished [took 28.2222s] +04/12/23 16:25:10| DEBUG len(_hyper_remaining)=129 +---------------------------------------------------------------------------------------------------- +04/12/23 16:25:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:25:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:26:18| INFO ref finished [took 29.6509s] +04/12/23 16:26:19| DEBUG len(_hyper_remaining)=24 +04/12/23 16:27:04| DEBUG [size=11] best score = 0.01075536; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 45.385s] +04/12/23 16:27:04| DEBUG _min_pd_len=4 +04/12/23 16:27:04| DEBUG len(_hyper_remaining)=13 +04/12/23 16:27:50| DEBUG [size=11] best score = 0.01171423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.433s] +04/12/23 16:27:50| DEBUG _min_pd_len=2 +04/12/23 16:27:50| DEBUG len(_hyper_remaining)=2 +04/12/23 16:28:24| DEBUG [size=11] best score = 0.02594594; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.15250000000000002, 'confidence': None} [took 33.360s] +04/12/23 16:28:24| DEBUG _min_pd_len=0 +04/12/23 16:28:24| DEBUG len(_hyper_remaining)=0 +04/12/23 16:28:43| DEBUG [size=2] best score = 0.02426218; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.105, 'confidence': None} [took 18.972s] +04/12/23 16:28:43| DEBUG _min_pd_len=0 +04/12/23 16:28:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01076) [took 144.2576s] +04/12/23 16:33:53| INFO bin_kde_gs finished [took 454.2733s] +04/12/23 16:33:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 486.6731s] +---------------------------------------------------------------------------------------------------- +04/12/23 16:34:06| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:34:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:34:42| INFO ref finished [took 29.7996s] +04/12/23 16:35:34| DEBUG [size=11] best score = 0.01076030; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 51.253s] +04/12/23 16:37:42| DEBUG [size=27] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 127.987s] +04/12/23 16:39:24| DEBUG [size=21] best score = 0.00927255; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 101.698s] +04/12/23 16:40:06| DEBUG [size=11] best score = 0.00966141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 42.150s] +---------------------------------------------------------------------------------------------------- +04/12/23 16:42:07| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:42:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:42:42| INFO ref finished [took 29.6268s] +04/12/23 16:43:25| DEBUG [size=11] best score = 0.00972917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 41.238s] +04/12/23 16:44:13| DEBUG [size=11] best score = 0.00952915; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 47.965s] +04/12/23 16:45:01| DEBUG [size=11] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.080s] +04/12/23 16:45:43| DEBUG [size=11] best score = 0.01299550; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 41.956s] +04/12/23 16:45:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00939) [took 179.3460s] +---------------------------------------------------------------------------------------------------- +04/12/23 16:46:26| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:46:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:47:02| INFO ref finished [took 30.3732s] +04/12/23 16:47:55| DEBUG [size=11] best score = 0.01076030; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 51.688s] +04/12/23 16:50:04| DEBUG [size=27] best score = 0.00939260; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 129.776s] +04/12/23 16:51:47| DEBUG [size=21] best score = 0.00927255; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 102.130s] +04/12/23 16:52:29| DEBUG [size=11] best score = 0.00966141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 42.833s] +04/12/23 16:52:30| 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 326.5350s] +---------------------------------------------------------------------------------------------------- +04/12/23 16:53:28| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 16:53:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 16:54:04| INFO ref finished [took 29.7904s] +04/12/23 16:56:07| DEBUG [size=11] best score = 0.01076229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 121.793s] +04/12/23 16:59:12| DEBUG [size=26] best score = 0.00924771; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 184.726s] +04/12/23 17:02:37| DEBUG [size=26] best score = 0.00829794; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 204.889s] +04/12/23 17:06:58| DEBUG [size=20] best score = 0.00805111; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 261.259s] +04/12/23 17:08:32| DEBUG [size=11] best score = 0.00905197; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 94.310s] +04/12/23 17:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00805) [took 867.0839s] +04/12/23 17:14:35| INFO mul_kde_gs finished [took 1229.2690s] +04/12/23 17:14:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1262.4235s] +---------------------------------------------------------------------------------------------------- +04/12/23 19:10:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 19:10:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 19:11:05| INFO ref finished [took 29.5641s] +04/12/23 19:14:33| DEBUG [size=22] best score = 0.01076229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 207.207s] +04/12/23 19:17:29| DEBUG [size=26] best score = 0.00924771; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 175.591s] +04/12/23 19:20:52| DEBUG [size=26] best score = 0.00829794; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 203.265s] +04/12/23 19:25:30| DEBUG [size=22] best score = 0.00805111; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 277.470s] +04/12/23 19:28:46| DEBUG [size=22] best score = 0.00905197; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 196.481s] +04/12/23 19:28:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00805) [took 1060.1211s] +04/12/23 19:34:56| INFO mul_kde_gs finished [took 1429.9534s] +04/12/23 19:34:56| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1462.4419s] +---------------------------------------------------------------------------------------------------- +04/12/23 20:04:58| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 20:05:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 20:05:33| INFO ref finished [took 29.6333s] +04/12/23 20:07:40| DEBUG [size=11] best score = 0.01076229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 125.855s] +04/12/23 20:29:29| DEBUG [size=191] best score = 0.00829794; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1308.849s] +---------------------------------------------------------------------------------------------------- +04/12/23 20:49:59| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 20:50:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 20:50:36| INFO ref finished [took 30.1334s] +04/12/23 20:52:13| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 96.244s] +04/12/23 20:54:40| DEBUG [size=26] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.663s] +04/12/23 20:58:04| DEBUG [size=21] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 203.931s] +04/12/23 20:59:13| DEBUG [size=11] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 69.051s] +04/12/23 21:02:14| DEBUG [size=18] best score = 0.01093643; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 181.699s] +04/12/23 21:02:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 697.6941s] +---------------------------------------------------------------------------------------------------- +04/12/23 21:02:39| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +04/12/23 21:02:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +04/12/23 21:03:14| INFO ref finished [took 29.3140s] +---------------------------------------------------------------------------------------------------- +04/12/23 22:36:53| INFO dataset imdb_1prevs [pool size: 10] +04/12/23 22:37:00| INFO Dataset sample 0.50 of dataset imdb_1prevs started +04/12/23 22:37:10| INFO ref finished [took 8.5163s] +04/12/23 22:38:43| DEBUG [size=11] best score = 0.02170395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 90.846s] +04/12/23 22:42:12| DEBUG [size=27] best score = 0.01524518; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.068s] +04/12/23 22:45:19| DEBUG [size=21] best score = 0.01507978; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 186.754s] +04/12/23 22:48:27| DEBUG [size=24] best score = 0.01557248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 188.755s] +04/12/23 22:48:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 675.5291s] +---------------------------------------------------------------------------------------------------- +04/12/23 22:49:10| INFO dataset imdb_1prevs [pool size: 10] +04/12/23 22:49:17| INFO Dataset sample 0.50 of dataset imdb_1prevs started +04/12/23 22:49:28| INFO ref finished [took 9.0866s] +04/12/23 23:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 781.9100s] +---------------------------------------------------------------------------------------------------- +04/12/23 23:04:44| INFO dataset imdb_1prevs [pool size: 10] +04/12/23 23:04:51| INFO Dataset sample 0.50 of dataset imdb_1prevs started +04/12/23 23:05:02| INFO ref finished [took 8.9531s] +04/12/23 23:20:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01353) [took 930.3856s] +04/12/23 23:26:04| INFO mul_kde_gs finished [took 1260.3849s] +04/12/23 23:26:04| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1272.8386s] +---------------------------------------------------------------------------------------------------- +04/12/23 23:47:29| INFO dataset imdb_1prevs [pool size: 10] +04/12/23 23:47:36| INFO Dataset sample 0.50 of dataset imdb_1prevs started +04/12/23 23:47:47| INFO ref finished [took 8.6752s] +04/12/23 23:49:39| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 110.470s] +04/12/23 23:52:47| DEBUG [size=26] best score = 0.01465952; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 188.587s] +04/12/23 23:56:38| DEBUG [size=21] best score = 0.01398823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 230.546s] +04/12/23 23:58:13| DEBUG [size=11] best score = 0.01437900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 95.348s] +04/12/23 23:58:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01399) [took 625.0578s] +05/12/23 00:03:22| INFO mul_kde_gs finished [took 933.1236s] +05/12/23 00:03:22| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 945.3589s] +---------------------------------------------------------------------------------------------------- +05/12/23 00:04:29| INFO dataset imdb_1prevs [pool size: 10] +05/12/23 00:04:35| INFO Dataset sample 0.50 of dataset imdb_1prevs started +05/12/23 00:04:46| INFO ref finished [took 8.7604s] +05/12/23 00:09:03| DEBUG [size=33] best score = 0.01437900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 255.755s] +05/12/23 00:12:42| DEBUG [size=25] best score = 0.01398823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.245s] +05/12/23 00:17:16| DEBUG [size=26] best score = 0.01411134; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 274.687s] +05/12/23 00:18:50| DEBUG [size=11] best score = 0.01433959; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 94.267s] +05/12/23 00:18:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01399) [took 843.0596s] +05/12/23 00:23:57| INFO mul_kde_gs finished [took 1149.3991s] +05/12/23 00:23:57| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1161.6634s] +---------------------------------------------------------------------------------------------------- +05/12/23 00:35:15| INFO dataset imdb_1prevs [pool size: 10] +05/12/23 00:35:21| INFO Dataset sample 0.50 of dataset imdb_1prevs started +05/12/23 00:35:33| INFO ref finished [took 9.2495s] +05/12/23 00:37:28| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 113.211s] +---------------------------------------------------------------------------------------------------- +05/12/23 00:56:08| INFO dataset imdb_1prevs [pool size: 10] +05/12/23 00:56:15| INFO Dataset sample 0.50 of dataset imdb_1prevs started +05/12/23 00:56:26| INFO ref finished [took 9.0349s] +05/12/23 00:58:19| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 111.199s] +---------------------------------------------------------------------------------------------------- +05/12/23 01:08:17| INFO dataset imdb_1prevs [pool size: 10] +05/12/23 01:08:24| INFO Dataset sample 0.50 of dataset imdb_1prevs started +05/12/23 01:08:35| INFO ref finished [took 8.8962s] +05/12/23 01:10:28| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 112.209s] +---------------------------------------------------------------------------------------------------- +05/12/23 01:13:23| INFO dataset imdb_1prevs [pool size: 10] +05/12/23 01:13:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started +05/12/23 01:13:40| INFO ref finished [took 8.9219s] +05/12/23 01:15:35| DEBUG [size=11] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 113.169s] +05/12/23 01:15:35| DEBUG _max_pd_len=110 +05/12/23 01:15:35| DEBUG _max_pd_len=26 +05/12/23 01:15:35| DEBUG _new_hyper_len=52 +05/12/23 01:15:35| DEBUG len(_new_hyper_idx)=52 +05/12/23 01:21:53| DEBUG [size=52] best score = 0.01465952; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 377.236s] +05/12/23 01:21:53| DEBUG _max_pd_len=84 +05/12/23 01:21:53| DEBUG _max_pd_len=21 +05/12/23 01:21:53| DEBUG _new_hyper_len=42 +05/12/23 01:21:53| DEBUG len(_new_hyper_idx)=42 +05/12/23 01:28:05| DEBUG [size=42] best score = 0.01398823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 372.700s] +05/12/23 01:28:05| DEBUG _max_pd_len=65 +05/12/23 01:28:05| DEBUG _max_pd_len=7 +05/12/23 01:28:05| DEBUG _new_hyper_len=14 +05/12/23 01:28:05| DEBUG len(_new_hyper_idx)=14 +05/12/23 01:30:07| DEBUG [size=14] best score = 0.01437900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 121.771s] +05/12/23 01:30:07| DEBUG _max_pd_len=110 +05/12/23 01:30:07| DEBUG _max_pd_len=25 +05/12/23 01:30:07| DEBUG _new_hyper_len=50 +05/12/23 01:30:07| DEBUG len(_new_hyper_idx)=50 +05/12/23 01:36:16| DEBUG [size=50] best score = 0.01423332; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 369.199s] +05/12/23 01:36:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01399) [took 1354.1983s] +05/12/23 01:41:26| INFO mul_kde_gs finished [took 1664.2248s] +05/12/23 01:41:26| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1676.9504s] +---------------------------------------------------------------------------------------------------- +05/12/23 01:45:32| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +05/12/23 01:45:36| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +05/12/23 01:46:08| INFO ref finished [took 29.7523s] +05/12/23 01:47:47| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 97.575s] +05/12/23 01:50:15| DEBUG [size=26] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 148.276s] +05/12/23 01:53:34| DEBUG [size=21] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 199.290s] +05/12/23 01:54:24| DEBUG [size=7] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 49.186s] +05/12/23 01:57:36| DEBUG [size=19] best score = 0.01093643; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 192.093s] +05/12/23 01:58:23| DEBUG [size=6] best score = 0.01259404; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 47.156s] +05/12/23 01:58:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 733.6881s] +05/12/23 02:03:52| INFO m3w_kde_gs finished [took 1062.7084s] +05/12/23 02:03:52| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1095.7702s] +---------------------------------------------------------------------------------------------------- +05/12/23 02:12:14| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +05/12/23 02:12:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +05/12/23 02:12:49| INFO ref finished [took 29.5758s] +05/12/23 02:14:27| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 96.355s] +05/12/23 02:16:54| DEBUG [size=26] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.306s] +05/12/23 02:20:11| DEBUG [size=21] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 196.656s] +05/12/23 02:21:17| DEBUG [size=11] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 66.130s] +05/12/23 02:24:21| DEBUG [size=18] best score = 0.01093643; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 183.756s] +05/12/23 02:25:43| DEBUG [size=11] best score = 0.01127876; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 81.771s] +05/12/23 02:25:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 772.0939s] +05/12/23 02:31:10| INFO m3w_kde_gs finished [took 1099.3679s] +05/12/23 02:31:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1132.0136s] +---------------------------------------------------------------------------------------------------- +05/12/23 02:31:17| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +05/12/23 02:31:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +05/12/23 02:31:52| INFO ref finished [took 28.9624s] +05/12/23 02:33:22| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 89.305s] +05/12/23 02:48:29| DEBUG [size=191] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 907.160s] +05/12/23 02:53:48| DEBUG [size=48] best score = 0.01019966; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 318.945s] +05/12/23 02:53:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01007) [took 1315.5163s] +05/12/23 02:59:06| INFO m3w_kde_gs finished [took 1633.6578s] +05/12/23 02:59:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1665.6408s] +---------------------------------------------------------------------------------------------------- +05/12/23 12:53:06| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +05/12/23 12:53:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +05/12/23 12:53:41| INFO ref finished [took 29.4890s] +---------------------------------------------------------------------------------------------------- +05/12/23 12:54:16| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +05/12/23 12:54:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +05/12/23 12:54:51| INFO ref finished [took 30.1333s] +05/12/23 12:56:30| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 97.438s] +05/12/23 12:56:30| WARNING Method m3w_kde_gs failed. Exception: '<' not supported between instances of 'dict' and 'dict' +05/12/23 12:56:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 130.7498s] +---------------------------------------------------------------------------------------------------- +05/12/23 12:58:08| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +05/12/23 12:58:12| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +05/12/23 12:58:43| INFO ref finished [took 29.1355s] +05/12/23 13:00:22| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 98.304s] +05/12/23 13:06:19| DEBUG [size=61] best score = 0.01007418; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 356.910s] +05/12/23 13:14:06| DEBUG [size=66] best score = 0.00940621; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 466.788s] +05/12/23 13:19:30| DEBUG [size=45] best score = 0.01029764; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 323.882s] +05/12/23 13:19:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00941) [took 1246.0035s] +05/12/23 13:24:56| INFO m3w_kde_gs finished [took 1572.6046s] +05/12/23 13:24:56| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1604.8060s] +---------------------------------------------------------------------------------------------------- +05/12/23 13:25:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +05/12/23 13:25:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +05/12/23 13:26:05| INFO ref finished [took 29.6892s] +05/12/23 13:27:44| DEBUG [size=11] best score = 0.01443578; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 97.908s] +05/12/23 13:30:55| DEBUG [size=34] best score = 0.01203822; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 191.114s] +05/12/23 13:36:33| DEBUG [size=40] best score = 0.01098735; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 337.309s] +05/12/23 13:37:59| DEBUG [size=12] best score = 0.00979333; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 86.122s] +05/12/23 13:43:28| DEBUG [size=41] best score = 0.00943624; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 329.177s] +05/12/23 13:44:58| DEBUG [size=14] best score = 0.01029764; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 89.662s] +05/12/23 13:44:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00944) [took 1131.4191s] +05/12/23 13:50:40| INFO m3w_kde_gs finished [took 1473.8428s] +05/12/23 13:50:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1506.5813s] +---------------------------------------------------------------------------------------------------- +05/12/23 20:31:37| INFO dataset imdb_1prevs [pool size: 10] +05/12/23 20:31:43| INFO Dataset sample 0.50 of dataset imdb_1prevs started +05/12/23 20:31:54| INFO ref finished [took 8.9517s] +05/12/23 20:32:46| DEBUG [size=11,place=1] best score = 0.01505371; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.791s] +05/12/23 20:32:46| 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 49.792s] +05/12/23 20:35:56| 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 190.304s] +05/12/23 20:35:56| 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 190.304s] +05/12/23 20:37:18| 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 82.254s] +05/12/23 20:37:18| 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 82.255s] +05/12/23 20:38:16| 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 57.319s] +05/12/23 20:38:16| 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 57.319s] +05/12/23 20:39:58| 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 102.534s] +05/12/23 20:39:58| 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 102.535s] +05/12/23 20:41:41| 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 102.546s] +05/12/23 20:41:41| DEBUG [size=30,place=2] best score = 0.01418145; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.547s] +05/12/23 20:42:29| DEBUG [size=12,place=1] best score = 0.01452208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 48.046s] +05/12/23 20:42:29| 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 48.046s] +05/12/23 20:42:29| 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 632.9113s] +05/12/23 20:47:24| INFO bin_kde_gs finished [took 927.4720s] +05/12/23 20:49:18| DEBUG [size=11,place=1] best score = 0.01523944; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 113.157s] +05/12/23 20:49:18| DEBUG [size=11,place=2] best score = 0.01657941; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 113.157s] +05/12/23 20:56:08| DEBUG [size=53,place=1] best score = 0.01353144; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 410.247s] +05/12/23 20:56:08| DEBUG [size=53,place=2] best score = 0.01371418; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 410.247s] +05/12/23 21:02:46| DEBUG [size=42,place=1] best score = 0.01374498; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 398.066s] +05/12/23 21:02:46| DEBUG [size=42,place=2] best score = 0.01429900; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 398.066s] +05/12/23 21:02:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01353) [took 921.5771s] +05/12/23 21:08:17| INFO mul_kde_gs finished [took 1251.6993s] +05/12/23 21:09:52| DEBUG [size=11,place=1] best score = 0.02170395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 94.042s] +05/12/23 21:09:52| DEBUG [size=11,place=2] best score = 0.02494368; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 94.042s] +05/12/23 21:16:11| DEBUG [size=53,place=1] best score = 0.01507978; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 378.895s] +05/12/23 21:16:11| DEBUG [size=53,place=2] best score = 0.01524518; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 378.895s] +05/12/23 21:19:07| DEBUG [size=25,place=1] best score = 0.01557248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.860s] +05/12/23 21:19:07| DEBUG [size=25,place=2] best score = 0.01958569; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 175.860s] +05/12/23 21:19:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 648.9043s] +05/12/23 21:24:58| INFO m3w_kde_gs finished [took 1000.2752s] +05/12/23 21:24:58| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 3195.1309s] +---------------------------------------------------------------------------------------------------- +05/12/23 21:27:58| INFO dataset imdb_1prevs [pool size: 10] +05/12/23 21:28:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started +05/12/23 21:28:17| INFO ref finished [took 9.7515s] +05/12/23 21:35:15| 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 416.2993s] +05/12/23 21:39:43| INFO bin_kde_gs finished [took 683.6847s] +05/12/23 21:54:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01353) [took 871.3118s] +05/12/23 21:59:37| INFO mul_kde_gs finished [took 1192.6962s] +05/12/23 22:11:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01508) [took 723.6967s] +05/12/23 22:17:23| INFO m3w_kde_gs finished [took 1065.3950s] +05/12/23 22:17:23| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2958.0688s] diff --git a/remote.log b/remote.log index fac83cd..66eed04 100644 --- a/remote.log +++ b/remote.log @@ -11475,3 +11475,323 @@ 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]