diff --git a/quacc.log b/quacc.log index 6903248..50f8f67 100644 --- a/quacc.log +++ b/quacc.log @@ -11299,3 +11299,81 @@ 26/11/23 16:31:03| INFO bin_sld finished [took 26.3150s] 26/11/23 16:31:07| INFO mul_sld finished [took 29.8139s] 26/11/23 16:31:07| INFO Dataset sample 0.90 of dataset imdb finished [took 31.3702s] +---------------------------------------------------------------------------------------------------- +01/12/23 17:35:03| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 17:35:10| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 17:38:19| WARNING Method mul_sld_gs failed. Exception: 'NoneType' object has no attribute 'debug' +01/12/23 17:38:28| INFO ref finished [took 8.2288s] +01/12/23 17:38:28| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 198.5879s] +---------------------------------------------------------------------------------------------------- +01/12/23 17:41:45| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 17:41:51| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 17:45:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01291) [took 188.1488s] +01/12/23 17:45:13| INFO mul_sld_gs finished [took 200.2355s] +01/12/23 17:45:22| INFO ref finished [took 8.4438s] +01/12/23 17:45:22| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 211.0771s] +---------------------------------------------------------------------------------------------------- +01/12/23 17:48:32| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 17:48:38| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 17:48:53| INFO ref finished [took 11.4082s] +01/12/23 17:54:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01297) [took 363.8950s] +01/12/23 17:54:57| INFO mul_sld_gs finished [took 375.9603s] +01/12/23 17:54:57| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 378.7840s] +---------------------------------------------------------------------------------------------------- +01/12/23 18:12:47| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 18:12:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 18:20:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01440) [took 479.7052s] +01/12/23 18:21:12| INFO m3w_sld_gs finished [took 495.7428s] +01/12/23 18:21:26| INFO ref finished [took 13.1128s] +01/12/23 18:22:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01297) [took 554.2995s] +01/12/23 18:22:23| INFO mul_sld_gs finished [took 566.6578s] +01/12/23 18:22:23| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 569.2848s] +---------------------------------------------------------------------------------------------------- +01/12/23 19:28:48| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 19:28:54| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 19:32:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01291) [took 186.6741s] +01/12/23 19:32:14| INFO mul_sld_gs finished [took 198.5631s] +01/12/23 19:34:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.01428) [took 147.8351s] +01/12/23 19:34:54| INFO m3w_sld_gs finished [took 158.4232s] +01/12/23 19:35:03| INFO ref finished [took 8.4209s] +01/12/23 19:35:03| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 368.5922s] +---------------------------------------------------------------------------------------------------- +01/12/23 19:35:50| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 19:35:57| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 19:38:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01294) [took 143.1597s] +01/12/23 19:38:33| INFO mul_sld_gs finished [took 154.9150s] +01/12/23 19:40:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 104.3998s] +01/12/23 19:40:30| INFO m3w_sld_gs finished [took 115.3818s] +01/12/23 19:40:39| INFO ref finished [took 8.3887s] +01/12/23 19:40:39| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 281.9887s] +---------------------------------------------------------------------------------------------------- +01/12/23 19:42:31| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 19:42:38| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 19:44:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01294) [took 136.1128s] +01/12/23 19:45:07| INFO mul_sld_gs finished [took 148.1704s] +01/12/23 19:46:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 101.5316s] +01/12/23 19:47:01| INFO m3w_sld_gs finished [took 112.6189s] +01/12/23 19:47:11| INFO ref finished [took 8.1649s] +01/12/23 19:47:11| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 272.7446s] +---------------------------------------------------------------------------------------------------- +01/12/23 19:53:06| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 19:53:12| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 19:54:11| 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 57.5135s] +01/12/23 19:54:23| INFO bin_sld_gs finished [took 69.7429s] +01/12/23 19:56:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01294) [took 134.5055s] +01/12/23 19:56:51| INFO mul_sld_gs finished [took 146.7051s] +01/12/23 19:58:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01441) [took 101.2858s] +01/12/23 19:58:45| INFO m3w_sld_gs finished [took 112.3173s] +01/12/23 19:58:55| INFO ref finished [took 8.4150s] +01/12/23 19:58:55| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 342.3546s] +---------------------------------------------------------------------------------------------------- +01/12/23 20:31:08| INFO dataset imdb_1prevs [pool size: 10] +01/12/23 20:31:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started +01/12/23 20:37:33| 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 376.9895s] +01/12/23 20:41:56| INFO bin_kde_gs finished [took 640.0389s] +01/12/23 20:55:57| 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 840.1845s] +01/12/23 21:01:17| INFO mul_kde_gs finished [took 1160.2188s] +01/12/23 21:13:23| 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 724.9068s] +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] diff --git a/remote.log b/remote.log index 4ca377c..fac83cd 100644 --- a/remote.log +++ b/remote.log @@ -1,118 +1,4782 @@ -09/11/23 02:07:02| INFO dataset rcv1_CCAT_1prevs -09/11/23 02:07:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -09/11/23 02:08:11| INFO ref finished [took 52.4555s] -09/11/23 02:08:19| INFO atc_mc finished [took 54.4747s] -09/11/23 02:08:31| INFO mulmc_sld finished [took 77.6966s] -09/11/23 02:08:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 82.7156s] ----------------------------------------------------------------------------------------------------- -09/11/23 02:08:54| INFO dataset rcv1_CCAT_1prevs -09/11/23 02:08:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -09/11/23 02:10:02| INFO ref finished [took 52.8651s] -09/11/23 02:10:09| INFO atc_mc finished [took 55.6906s] -09/11/23 02:10:20| INFO mulmc_sld finished [took 77.6748s] -09/11/23 02:10:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.6699s] ----------------------------------------------------------------------------------------------------- -09/11/23 02:25:51| INFO dataset rcv1_CCAT_1prevs -09/11/23 02:25:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -09/11/23 02:27:00| INFO ref finished [took 53.0689s] -09/11/23 02:27:07| INFO atc_mc finished [took 54.6173s] -09/11/23 02:27:18| INFO mulmc_sld finished [took 77.9001s] -09/11/23 02:27:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.9182s] ----------------------------------------------------------------------------------------------------- -09/11/23 02:43:57| INFO dataset rcv1_CCAT_1prevs -09/11/23 02:44:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -09/11/23 02:45:04| INFO ref finished [took 52.9676s] -09/11/23 02:45:12| INFO atc_mc finished [took 54.3775s] -09/11/23 02:45:24| INFO mulmc_sld finished [took 77.7181s] -09/11/23 02:45:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 81.3833s] ----------------------------------------------------------------------------------------------------- -09/11/23 03:06:41| INFO dataset rcv1_CCAT_1prevs -09/11/23 03:06:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -09/11/23 03:07:50| INFO ref finished [took 53.5034s] -09/11/23 03:07:57| INFO atc_mc finished [took 56.0467s] -09/11/23 03:08:09| INFO mulmc_sld finished [took 78.4414s] -09/11/23 03:08:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 82.5166s] ----------------------------------------------------------------------------------------------------- -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 12:57:48| INFO dataset rcv1_CCAT_9prevs -09/11/23 12:57:53| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started -09/11/23 12:57:56| WARNING Method mul_sld failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute '_BaseAccuracyEstimator__check_classifier' -09/11/23 12:57:59| WARNING Method mulc_sld failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute '_BaseAccuracyEstimator__check_classifier' -09/11/23 12:58:01| WARNING Method mulmc_sld failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute '_BaseAccuracyEstimator__check_classifier' -09/11/23 12:58:03| WARNING Method mulne_sld failed. Exception: 'MultiClassAccuracyEstimator' object has no attribute '_BaseAccuracyEstimator__check_classifier' -09/11/23 12:58:50| INFO ref finished [took 44.5854s] -09/11/23 13:01:02| INFO dataset rcv1_CCAT_9prevs -09/11/23 13:01:08| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started -09/11/23 13:01:11| WARNING Method mul_sld failed. Exception: Subscripted generics cannot be used with class and instance checks -09/11/23 13:01:13| WARNING Method mulc_sld failed. Exception: Subscripted generics cannot be used with class and instance checks -09/11/23 13:03:07| INFO dataset rcv1_CCAT_9prevs -09/11/23 13:03:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started -09/11/23 13:03:16| WARNING Method mul_sld failed. Exception: need at least one array to concatenate +---------------------------------------------------------------------------------------------------- +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 @@ -372,10 +5036,86 @@ 09/11/23 21:15:36| INFO bin_sld_gs finished [took 1476.4334s] 09/11/23 21:15:36| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1479.7993s] ---------------------------------------------------------------------------------------------------- +10/11/23 13:06:41| INFO dataset rcv1_CCAT_9prevs +10/11/23 13:06:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +10/11/23 13:06:52| WARNING Method mul_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba' +10/11/23 13:06:56| WARNING Method mul3w_sld failed. Exception: ExtendedCollection.from_lc() got an unexpected keyword argument 'pred_proba' +---------------------------------------------------------------------------------------------------- +10/11/23 13:07:50| INFO dataset rcv1_CCAT_9prevs +10/11/23 13:07:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +10/11/23 13:09:28| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 13:09:29| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 13:09:46| INFO ref finished [took 88.3729s] +10/11/23 13:09:54| INFO atc_mc finished [took 90.4167s] +10/11/23 13:09:54| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 118.7000s] +10/11/23 13:09:54| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +10/11/23 13:11:25| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 13:11:26| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +---------------------------------------------------------------------------------------------------- +10/11/23 13:19:00| INFO dataset rcv1_CCAT_9prevs +10/11/23 13:19:05| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +10/11/23 13:19:10| WARNING Method mul_sld failed. Exception: 'int' object is not iterable +10/11/23 13:19:13| WARNING Method mul3w_sld failed. Exception: 'int' object is not iterable +---------------------------------------------------------------------------------------------------- +10/11/23 13:20:12| INFO dataset rcv1_CCAT_9prevs +10/11/23 13:20:17| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +10/11/23 13:21:36| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 13:21:39| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1}) +10/11/23 13:21:54| INFO ref finished [took 77.8358s] +10/11/23 13:22:02| INFO atc_mc finished [took 81.6210s] +10/11/23 13:22:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 104.5107s] +10/11/23 13:22:02| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +10/11/23 13:23:31| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1}) +10/11/23 13:23:31| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 13:23:47| INFO ref finished [took 83.8010s] +10/11/23 13:23:55| INFO atc_mc finished [took 82.0180s] +10/11/23 13:23:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.0759s] +10/11/23 13:23:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +10/11/23 13:25:35| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1}) +10/11/23 13:25:35| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 13:25:52| INFO ref finished [took 91.9242s] +10/11/23 13:26:01| INFO atc_mc finished [took 91.0173s] +10/11/23 13:26:01| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 125.8152s] +10/11/23 13:26:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +---------------------------------------------------------------------------------------------------- +10/11/23 14:35:06| INFO dataset rcv1_CCAT_1prevs +10/11/23 14:35:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +10/11/23 14:36:54| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 14:37:32| INFO ref finished [took 114.8732s] +---------------------------------------------------------------------------------------------------- +10/11/23 14:45:14| INFO dataset rcv1_CCAT_1prevs +10/11/23 14:45:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +10/11/23 14:46:56| INFO ref finished [took 77.5985s] +10/11/23 14:47:09| INFO atc_mc finished [took 83.9760s] +10/11/23 14:56:11| WARNING Method mul_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0}) +10/11/23 14:56:13| WARNING Method mul3w_sld failed. Exception: labels ({1, 2}) contain values not included in classes_ ({0, 1}) +10/11/23 14:56:13| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 652.8237s] +---------------------------------------------------------------------------------------------------- +10/11/23 14:56:25| INFO dataset rcv1_CCAT_1prevs +---------------------------------------------------------------------------------------------------- +10/11/23 14:56:31| INFO dataset rcv1_CCAT_1prevs +10/11/23 14:56:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +10/11/23 14:58:44| INFO ref finished [took 106.4738s] +10/11/23 14:59:09| INFO atc_mc finished [took 117.9679s] +10/11/23 15:16:17| INFO mul3w_sld finished [took 1166.3690s] +---------------------------------------------------------------------------------------------------- 10/11/23 15:49:18| INFO dataset rcv1_CCAT_1prevs 10/11/23 15:49:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started 10/11/23 15:50:15| INFO ref finished [took 44.7880s] ---------------------------------------------------------------------------------------------------- +10/11/23 16:24:50| INFO dataset rcv1_CCAT_1prevs +10/11/23 16:24:57| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +---------------------------------------------------------------------------------------------------- +10/11/23 16:26:54| INFO dataset rcv1_CCAT_1prevs +10/11/23 16:27:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +---------------------------------------------------------------------------------------------------- +10/11/23 16:28:15| INFO dataset rcv1_CCAT_1prevs +10/11/23 16:28:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +---------------------------------------------------------------------------------------------------- +10/11/23 16:29:17| INFO dataset rcv1_CCAT_1prevs +10/11/23 16:29:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +10/11/23 16:30:30| INFO ref finished [took 52.9566s] +---------------------------------------------------------------------------------------------------- 10/11/23 16:33:04| INFO dataset rcv1_CCAT_1prevs 10/11/23 16:33:11| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started 10/11/23 16:34:10| INFO ref finished [took 50.4274s] @@ -387,37 +5127,6 @@ 10/11/23 16:37:26| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3 10/11/23 16:37:40| INFO ref finished [took 50.7235s] 10/11/23 16:37:47| INFO atc_mc finished [took 54.6993s] -10/11/23 16:38:14| INFO mul_sld finished [took 96.3069s] -10/11/23 16:38:14| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 99.5632s] -10/11/23 16:38:14| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started -10/11/23 16:39:10| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3 -10/11/23 16:39:23| INFO ref finished [took 53.5890s] -10/11/23 16:39:30| INFO atc_mc finished [took 56.2503s] -10/11/23 16:39:38| INFO mul_sld finished [took 80.8807s] -10/11/23 16:39:38| WARNING Dataset sample 0.20 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:39:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 84.2790s] -10/11/23 16:39:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started -10/11/23 16:40:34| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3 -10/11/23 16:40:49| INFO ref finished [took 51.8000s] -10/11/23 16:40:55| INFO atc_mc finished [took 55.0477s] -10/11/23 16:41:01| INFO mul_sld finished [took 78.7373s] -10/11/23 16:41:01| WARNING Dataset sample 0.30 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:41:01| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 82.4341s] -10/11/23 16:41:01| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started -10/11/23 16:41:54| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3 -10/11/23 16:42:08| INFO ref finished [took 52.4306s] -10/11/23 16:42:16| INFO atc_mc finished [took 56.8923s] -10/11/23 16:42:19| INFO mul_sld finished [took 75.7787s] -10/11/23 16:42:19| WARNING Dataset sample 0.40 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:42:19| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 78.4487s] -10/11/23 16:42:19| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started -10/11/23 16:43:15| WARNING Method mul3w_sld failed. Exception: index 3 is out of bounds for axis 0 with size 3 -10/11/23 16:43:28| INFO ref finished [took 53.0621s] -10/11/23 16:43:36| INFO atc_mc finished [took 56.6586s] -10/11/23 16:43:43| INFO mul_sld finished [took 80.6946s] -10/11/23 16:43:43| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:43:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 84.0687s] -10/11/23 16:43:43| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started ---------------------------------------------------------------------------------------------------- 10/11/23 16:45:15| INFO dataset rcv1_CCAT_9prevs 10/11/23 16:45:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started @@ -429,26 +5138,6 @@ 10/11/23 16:46:33| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started 10/11/23 16:47:28| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int' 10/11/23 16:47:29| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int' -10/11/23 16:47:42| INFO ref finished [took 52.6750s] -10/11/23 16:47:49| INFO atc_mc finished [took 55.6597s] -10/11/23 16:47:49| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 76.0516s] -10/11/23 16:47:49| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started -10/11/23 16:48:47| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int' -10/11/23 16:48:47| WARNING Dataset sample 0.30 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:48:48| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int' -10/11/23 16:48:48| WARNING Dataset sample 0.30 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:49:01| INFO ref finished [took 53.4163s] -10/11/23 16:49:09| INFO atc_mc finished [took 56.9336s] -10/11/23 16:49:09| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 79.6478s] -10/11/23 16:49:09| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started -10/11/23 16:50:06| WARNING Method mul_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int' -10/11/23 16:50:06| WARNING Dataset sample 0.40 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:50:06| WARNING Method mul3w_sld failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'int' -10/11/23 16:50:06| WARNING Dataset sample 0.40 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -10/11/23 16:50:19| INFO ref finished [took 54.6057s] -10/11/23 16:50:25| INFO atc_mc finished [took 56.4178s] -10/11/23 16:50:25| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 76.8668s] -10/11/23 16:50:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started ---------------------------------------------------------------------------------------------------- 10/11/23 16:51:39| INFO dataset rcv1_CCAT_9prevs 10/11/23 16:51:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started @@ -636,13 +5325,16 @@ 10/11/23 18:03:02| INFO atc_mc finished [took 49.3663s] 10/11/23 18:03:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 59.9146s] ---------------------------------------------------------------------------------------------------- +10/11/23 18:25:20| INFO dataset rcv1_CCAT_1prevs +10/11/23 18:25:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +10/11/23 18:25:33| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AttributeError' and 'int' +---------------------------------------------------------------------------------------------------- +10/11/23 18:27:03| INFO dataset rcv1_CCAT_1prevs +10/11/23 18:27:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +---------------------------------------------------------------------------------------------------- 10/11/23 18:32:33| INFO dataset rcv1_CCAT_1prevs 10/11/23 18:32:38| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started 10/11/23 18:32:56| WARNING Method mul_sld_gs failed. Exception: '>=' not supported between instances of 'AssertionError' and 'int' -10/11/23 18:33:34| INFO ref finished [took 48.4144s] -10/11/23 18:33:34| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 55.8970s] -10/11/23 18:33:34| ERROR Failed while saving configuration rcv1_CCAT_debug_gs of rcv1_CCAT_1prevs. Exception: 'acc' -10/11/23 18:33:34| ERROR estimate comparison failed. Exceprion: [Errno 32] Broken pipe ---------------------------------------------------------------------------------------------------- 10/11/23 18:34:35| INFO dataset rcv1_CCAT_1prevs 10/11/23 18:34:40| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started @@ -942,55 +5634,61 @@ 11/11/23 18:13:54| INFO mul_sld finished [took 56.7537s] 11/11/23 18:13:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 58.1750s] ---------------------------------------------------------------------------------------------------- -11/11/23 20:10:59| ERROR Evaluation over rcv1_CCAT_9prevs failed. Exception: 'Invalid estimator: estimator mul3wne_sld does not exist' -11/11/23 20:10:59| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_9prevs. Exception: local variable 'dr' referenced before assignment -11/11/23 20:10:59| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_9prevs. Exception: local variable 'dr' referenced before assignment ----------------------------------------------------------------------------------------------------- -11/11/23 20:12:46| INFO dataset rcv1_CCAT_9prevs -11/11/23 20:12:51| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started -11/11/23 20:18:44| INFO mul3w_sld finished [took 342.3142s] -11/11/23 21:22:22| INFO mulc_sld finished [took 4144.0716s] -11/11/23 21:24:33| INFO mul3wmc_sld finished [took 4252.2867s] -11/11/23 21:26:28| INFO mul_sld finished [took 4411.4601s] -11/11/23 21:26:33| INFO doc_feat finished [took 4285.3305s] -11/11/23 21:26:55| INFO mul3wne_sld finished [took 4374.0532s] -11/11/23 21:27:04| INFO mulne_sld finished [took 4389.8087s] -11/11/23 21:27:21| INFO kfcv finished [took 4368.5528s] -11/11/23 21:27:28| INFO ref finished [took 4366.2521s] -11/11/23 21:27:45| INFO atc_mc finished [took 4374.8866s] -11/11/23 21:27:57| INFO atc_ne finished [took 4377.9423s] -11/11/23 21:27:59| INFO mul3wc_sld finished [took 4481.5207s] -11/11/23 21:28:23| INFO mulmc_sld finished [took 4491.5322s] -11/11/23 21:30:24| WARNING Method bin_sld_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -11/11/23 21:44:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 5429.8313s] -11/11/23 21:47:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 5608.8050s] -11/11/23 21:47:50| WARNING Method binne_sld failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -11/11/23 21:47:53| WARNING Method binc_sld failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -11/11/23 21:47:58| INFO mul3w_sld_gs finished [took 5610.8176s] -11/11/23 21:49:05| INFO mul_sld_gs finished [took 5684.7559s] ----------------------------------------------------------------------------------------------------- -12/11/23 03:07:29| INFO dataset rcv1_CCAT_9prevs -12/11/23 03:07:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started -12/11/23 03:10:29| INFO mul3w_sld finished [took 162.4724s] -12/11/23 03:10:42| INFO mul3wc_sld finished [took 160.2667s] -12/11/23 03:10:49| INFO mulc_sld finished [took 171.6289s] -12/11/23 03:11:05| INFO mul3wmc_sld finished [took 160.9023s] -12/11/23 03:11:09| INFO mul3wne_sld finished [took 139.8680s] -12/11/23 03:11:10| INFO mulmc_sld finished [took 172.3300s] -12/11/23 03:11:25| INFO mulne_sld finished [took 163.9727s] -12/11/23 03:12:04| INFO mul_sld finished [took 262.2761s] -12/11/23 07:01:34| INFO ref finished [took 13811.2287s] -12/11/23 07:01:35| INFO doc_feat finished [took 13762.0723s] -12/11/23 07:01:55| INFO atc_mc finished [took 13823.1378s] -12/11/23 07:01:56| INFO kfcv finished [took 13843.2850s] -12/11/23 07:02:07| INFO atc_ne finished [took 13825.3903s] -12/11/23 07:03:45| WARNING Method bin_sld_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -12/11/23 07:13:49| WARNING Method binc_sld failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -12/11/23 07:14:26| WARNING Method binne_sld failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -12/11/23 07:14:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 14635.1820s] -12/11/23 07:16:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 14766.5696s] -12/11/23 07:17:06| INFO mul3w_sld_gs finished [took 14769.7382s] -12/11/23 07:17:50| INFO mul_sld_gs finished [took 14822.4833s] +14/11/23 10:19:57| INFO dataset rcv1_CCAT_9prevs +14/11/23 10:23:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +14/11/23 10:24:11| INFO ref finished [took 33.7775s] +14/11/23 10:24:13| INFO mul3w_sld finished [took 41.1206s] +14/11/23 10:24:16| INFO atc_mc finished [took 35.9391s] +14/11/23 10:24:24| INFO mul_sld finished [took 56.7171s] +14/11/23 10:24:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 61.0575s] +14/11/23 10:24:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +14/11/23 10:25:11| INFO ref finished [took 36.0009s] +14/11/23 10:25:14| INFO mul3w_sld finished [took 43.1616s] +14/11/23 10:25:16| INFO atc_mc finished [took 38.1922s] +14/11/23 10:25:18| INFO mul_sld finished [took 51.2797s] +14/11/23 10:25:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0564s] +14/11/23 10:25:18| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +14/11/23 10:26:06| INFO ref finished [took 36.2124s] +14/11/23 10:26:09| INFO mul3w_sld finished [took 44.2468s] +14/11/23 10:26:10| INFO atc_mc finished [took 38.0879s] +14/11/23 10:26:11| INFO mul_sld finished [took 49.8963s] +14/11/23 10:26:11| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 52.9385s] +14/11/23 10:26:11| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +14/11/23 10:26:55| INFO ref finished [took 35.2937s] +14/11/23 10:26:59| INFO mul3w_sld finished [took 43.4896s] +14/11/23 10:27:01| INFO atc_mc finished [took 37.9122s] +14/11/23 10:27:02| INFO mul_sld finished [took 49.6822s] +14/11/23 10:27:02| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.4715s] +14/11/23 10:27:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started +14/11/23 10:27:57| INFO ref finished [took 41.6534s] +14/11/23 10:28:00| INFO mul3w_sld finished [took 50.9864s] +14/11/23 10:28:01| INFO atc_mc finished [took 41.7816s] +14/11/23 10:28:08| INFO mul_sld finished [took 62.3621s] +14/11/23 10:28:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 65.6530s] +14/11/23 10:28:08| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started +14/11/23 10:29:00| INFO ref finished [took 41.6461s] +14/11/23 10:29:03| INFO mul3w_sld finished [took 47.9558s] +14/11/23 10:29:05| INFO atc_mc finished [took 43.4091s] +14/11/23 10:29:09| INFO mul_sld finished [took 58.5413s] +14/11/23 10:29:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.9454s] +14/11/23 10:29:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started +14/11/23 10:29:56| INFO ref finished [took 35.9344s] +14/11/23 10:29:59| INFO mul3w_sld finished [took 42.5935s] +14/11/23 10:30:00| INFO atc_mc finished [took 35.6671s] +14/11/23 10:30:04| INFO mul_sld finished [took 52.3465s] +14/11/23 10:30:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.9582s] +14/11/23 10:30:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started +14/11/23 10:30:47| INFO ref finished [took 32.7900s] +14/11/23 10:30:50| INFO mul3w_sld finished [took 40.8869s] +14/11/23 10:30:51| INFO atc_mc finished [took 35.1918s] +14/11/23 10:30:54| INFO mul_sld finished [took 48.2179s] +14/11/23 10:30:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 50.7051s] +14/11/23 10:30:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started +14/11/23 10:31:40| INFO ref finished [took 37.9607s] +14/11/23 10:31:44| INFO mul3w_sld finished [took 44.8392s] +14/11/23 10:31:45| INFO atc_mc finished [took 38.8935s] +14/11/23 10:31:55| INFO mul_sld finished [took 58.2921s] +14/11/23 10:31:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.6193s] ---------------------------------------------------------------------------------------------------- 14/11/23 10:48:56| INFO dataset rcv1_CCAT_9prevs [pool size: 6] 14/11/23 10:49:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started @@ -1059,72 +5757,27 @@ 14/11/23 11:18:49| INFO mul3wne_sld finished [took 65.1529s] 14/11/23 11:18:50| INFO mulne_sld finished [took 85.0707s] ---------------------------------------------------------------------------------------------------- -14/11/23 12:01:31| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 12:01:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -14/11/23 12:03:33| INFO mul3w_sld finished [took 92.1749s] -14/11/23 12:03:43| INFO mul3wc_sld finished [took 77.0783s] -14/11/23 12:03:45| INFO mul_sld finished [took 108.3313s] -14/11/23 12:04:00| INFO mulc_sld finished [took 100.6941s] -14/11/23 12:05:01| INFO mul3wmc_sld finished [took 67.6103s] -14/11/23 12:05:12| INFO mulmc_sld finished [took 84.9722s] -14/11/23 12:06:42| INFO mulne_sld finished [took 95.4751s] -14/11/23 12:07:46| INFO mul3wne_sld finished [took 145.7832s] -14/11/23 12:20:57| INFO kfcv finished [took 731.0757s] -14/11/23 12:24:01| INFO ref finished [took 161.0826s] -14/11/23 12:24:10| INFO atc_mc finished [took 152.2551s] -14/11/23 12:27:09| INFO atc_ne finished [took 177.0517s] -14/11/23 12:27:09| INFO doc_feat finished [took 165.8618s] -14/11/23 12:35:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00894) [took 1611.7073s] -14/11/23 12:36:38| WARNING Method bin_sld_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -14/11/23 12:38:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 1804.0886s] -14/11/23 12:39:34| INFO mul3w_sld_gs finished [took 1849.4739s] -14/11/23 12:40:25| INFO mul_sld_gs finished [took 1930.3518s] +14/11/23 13:24:17| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 13:24:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 13:24:56| INFO ref finished [took 29.2725s] ---------------------------------------------------------------------------------------------------- -14/11/23 13:12:54| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 13:13:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -14/11/23 13:13:51| INFO ref finished [took 42.5838s] -14/11/23 13:18:21| WARNING Method bin_sld_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -14/11/23 13:18:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 323.5416s] -14/11/23 13:18:27| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'acc' -14/11/23 13:18:27| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'f1' +14/11/23 13:45:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 13:45:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 13:45:43| INFO ref finished [took 28.7856s] ---------------------------------------------------------------------------------------------------- -14/11/23 17:03:24| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 17:03:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -14/11/23 17:04:30| INFO ref finished [took 53.7434s] -14/11/23 17:20:39| WARNING Method bin_sld_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -14/11/23 17:20:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1029.5810s] -14/11/23 17:20:40| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'acc' -14/11/23 17:20:40| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'f1' +14/11/23 14:34:19| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 14:34:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started ---------------------------------------------------------------------------------------------------- -14/11/23 17:20:48| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 17:20:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -14/11/23 17:21:54| INFO ref finished [took 53.6881s] +14/11/23 14:35:02| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 14:35:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 14:35:43| INFO ref finished [took 32.5387s] ---------------------------------------------------------------------------------------------------- -14/11/23 17:24:55| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 17:25:01| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -14/11/23 17:26:00| WARNING Method bin_sld_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -14/11/23 17:26:03| INFO ref finished [took 54.7734s] -14/11/23 17:26:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 61.9197s] -14/11/23 17:26:03| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'acc' -14/11/23 17:26:03| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'f1' ----------------------------------------------------------------------------------------------------- -14/11/23 17:26:18| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 17:26:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -14/11/23 17:27:28| INFO ref finished [took 57.2251s] -14/11/23 17:32:54| WARNING Method bin_sld_gs failed. Exception: Found array with 0 sample(s) (shape=(0, 0)) while a minimum of 1 is required by LogisticRegression. -14/11/23 17:32:54| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 390.1870s] -14/11/23 17:32:54| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'acc' -14/11/23 17:32:54| ERROR Failed while saving configuration rcv1_CCAT_main of rcv1_CCAT_1prevs. Exception: 'f1' ----------------------------------------------------------------------------------------------------- -14/11/23 17:33:40| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 17:33:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started ----------------------------------------------------------------------------------------------------- -14/11/23 17:34:32| INFO dataset rcv1_CCAT_1prevs [pool size: 6] -14/11/23 17:34:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started -14/11/23 17:36:04| INFO ref finished [took 79.8673s] -14/11/23 17:38:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 239.0425s] -14/11/23 17:39:32| INFO bin_sld_gs finished [took 290.1382s] -14/11/23 17:39:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 294.1613s] +14/11/23 17:42:38| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 17:42:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 17:43:33| INFO ref finished [took 46.5477s] +14/11/23 17:44:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00842) [took 120.4016s] +14/11/23 17:45:15| INFO bin_sld_gs finished [took 151.0389s] +14/11/23 17:45:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 153.3402s] ---------------------------------------------------------------------------------------------------- 14/11/23 17:47:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6] 14/11/23 17:47:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started @@ -1144,9 +5797,6 @@ 14/11/23 18:11:32| INFO mul_sld_gs finished [took 939.7703s] 14/11/23 18:11:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 961.2148s] ---------------------------------------------------------------------------------------------------- -14/11/23 19:01:11| INFO dataset rcv1_CCAT_9prevs [pool size: 6] -14/11/23 19:01:16| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started ----------------------------------------------------------------------------------------------------- 14/11/23 19:01:44| INFO dataset rcv1_CCAT_9prevs [pool size: 6] 14/11/23 19:01:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started 14/11/23 19:02:30| INFO ref finished [took 62.8948s] @@ -2310,6 +6960,66 @@ 17/11/23 03:00:10| INFO atc_mc finished [took 165.2833s] 17/11/23 03:00:10| INFO Dataset sample 0.90 of dataset cifar10_9prevs finished [took 1018.2199s] ---------------------------------------------------------------------------------------------------- +19/11/23 14:24:33| INFO dataset imdb_9prevs [pool size: 10] +19/11/23 14:24:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started +19/11/23 14:24:51| WARNING Method doc failed. Exception: Classification metrics can't handle a mix of binary and continuous targets +19/11/23 14:24:57| INFO ref finished [took 9.6619s] +19/11/23 14:24:59| INFO atc_mc finished [took 11.3035s] +19/11/23 14:24:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.1901s] +19/11/23 14:24:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started +---------------------------------------------------------------------------------------------------- +19/11/23 14:26:50| INFO dataset imdb_9prevs [pool size: 10] +19/11/23 14:26:59| INFO Dataset sample 0.10 of dataset imdb_9prevs started +19/11/23 14:27:16| INFO ref finished [took 14.7925s] +19/11/23 14:27:21| INFO atc_mc finished [took 19.3715s] +---------------------------------------------------------------------------------------------------- +19/11/23 14:27:45| INFO dataset imdb_9prevs [pool size: 10] +19/11/23 14:27:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started +19/11/23 14:28:01| INFO ref finished [took 9.2258s] +19/11/23 14:28:02| INFO doc finished [took 8.0663s] +19/11/23 14:28:05| INFO atc_mc finished [took 11.9090s] +19/11/23 14:28:05| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 13.2098s] +19/11/23 14:28:05| INFO Dataset sample 0.20 of dataset imdb_9prevs started +19/11/23 14:28:15| INFO ref finished [took 9.5284s] +19/11/23 14:28:16| INFO doc finished [took 9.0860s] +19/11/23 14:28:18| INFO atc_mc finished [took 12.1072s] +19/11/23 14:28:18| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 13.5153s] +19/11/23 14:28:18| INFO Dataset sample 0.30 of dataset imdb_9prevs started +19/11/23 14:28:30| INFO doc finished [took 8.0385s] +19/11/23 14:28:30| INFO ref finished [took 8.9388s] +19/11/23 14:28:33| INFO atc_mc finished [took 11.6125s] +19/11/23 14:28:33| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 14.4884s] +19/11/23 14:28:33| INFO Dataset sample 0.40 of dataset imdb_9prevs started +19/11/23 14:28:44| INFO doc finished [took 8.9141s] +19/11/23 14:28:44| INFO ref finished [took 9.3807s] +19/11/23 14:28:47| INFO atc_mc finished [took 12.0032s] +19/11/23 14:28:47| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 13.8506s] +19/11/23 14:28:47| INFO Dataset sample 0.50 of dataset imdb_9prevs started +19/11/23 14:28:57| INFO doc finished [took 8.5278s] +19/11/23 14:28:57| INFO ref finished [took 9.2175s] +19/11/23 14:29:01| INFO atc_mc finished [took 12.0235s] +19/11/23 14:29:01| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 13.9145s] +19/11/23 14:29:01| INFO Dataset sample 0.60 of dataset imdb_9prevs started +19/11/23 14:29:11| INFO ref finished [took 9.5783s] +19/11/23 14:29:11| INFO doc finished [took 8.6809s] +19/11/23 14:29:15| INFO atc_mc finished [took 12.5512s] +19/11/23 14:29:15| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 14.0750s] +19/11/23 14:29:15| INFO Dataset sample 0.70 of dataset imdb_9prevs started +19/11/23 14:29:25| INFO doc finished [took 8.5566s] +19/11/23 14:29:26| INFO ref finished [took 9.4741s] +19/11/23 14:29:29| INFO atc_mc finished [took 11.9948s] +19/11/23 14:29:29| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 13.9351s] +19/11/23 14:29:29| INFO Dataset sample 0.80 of dataset imdb_9prevs started +19/11/23 14:29:39| INFO ref finished [took 9.1498s] +19/11/23 14:29:40| INFO doc finished [took 8.8862s] +19/11/23 14:29:42| INFO atc_mc finished [took 11.8499s] +19/11/23 14:29:42| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 13.8319s] +19/11/23 14:29:42| INFO Dataset sample 0.90 of dataset imdb_9prevs started +19/11/23 14:29:53| INFO ref finished [took 9.1983s] +19/11/23 14:29:53| INFO doc finished [took 8.4498s] +19/11/23 14:29:56| INFO atc_mc finished [took 11.8080s] +19/11/23 14:29:56| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 13.2720s] +---------------------------------------------------------------------------------------------------- 19/11/23 14:34:57| INFO dataset rcv1_CCAT_9prevs [pool size: 10] 19/11/23 14:35:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started 19/11/23 14:36:23| INFO ref finished [took 64.2691s] @@ -2543,10 +7253,6 @@ 19/11/23 17:08:40| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 28.0926s] 19/11/23 17:08:40| INFO Dataset sample 0.20 of dataset imdb_9prevs started 19/11/23 17:08:44| WARNING Method binc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1 -19/11/23 17:08:45| WARNING Method binmc_sld failed. Exception: axis 1 is out of bounds for array of dimension 1 -19/11/23 17:08:45| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 17:08:47| WARNING Method binne_sld failed. Exception: axis 1 is out of bounds for array of dimension 1 -19/11/23 17:08:47| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe ---------------------------------------------------------------------------------------------------- 19/11/23 17:10:01| INFO dataset imdb_9prevs [pool size: 10] 19/11/23 17:10:11| INFO Dataset sample 0.10 of dataset imdb_9prevs started @@ -2624,6 +7330,80 @@ success: False x: array([ 0. , 1.91945785, -744.95694256, -744.94606302]) ---------------------------------------------------------------------------------------------------- +19/11/23 17:18:11| INFO dataset imdb_9prevs [pool size: 10] +19/11/23 17:18:18| INFO Dataset sample 0.10 of dataset imdb_9prevs started +19/11/23 17:18:37| INFO ref finished [took 14.5211s] +19/11/23 17:18:37| INFO doc finished [took 14.4497s] +19/11/23 17:18:41| INFO atc_mc finished [took 18.3791s] +19/11/23 17:21:43| INFO binne_sld finished [took 202.4055s] +19/11/23 17:21:44| INFO binmc_sld finished [took 204.2414s] +19/11/23 17:21:44| INFO binc_sld finished [took 204.7832s] +19/11/23 17:21:44| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 206.1211s] +19/11/23 17:21:44| INFO Dataset sample 0.20 of dataset imdb_9prevs started +19/11/23 17:22:03| INFO doc finished [took 14.4127s] +19/11/23 17:22:04| INFO ref finished [took 15.0942s] +19/11/23 17:22:07| INFO atc_mc finished [took 18.4444s] +19/11/23 17:25:04| INFO binmc_sld finished [took 196.8827s] +19/11/23 17:25:04| INFO binc_sld finished [took 198.9891s] +19/11/23 17:25:08| INFO binne_sld finished [took 200.2195s] +19/11/23 17:25:08| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 203.8433s] +19/11/23 17:25:08| INFO Dataset sample 0.30 of dataset imdb_9prevs started +19/11/23 17:25:29| INFO doc finished [took 14.1024s] +19/11/23 17:25:30| INFO ref finished [took 15.3842s] +19/11/23 17:25:34| INFO atc_mc finished [took 18.9399s] +19/11/23 17:28:27| INFO binne_sld finished [took 193.7037s] +19/11/23 17:28:28| INFO binmc_sld finished [took 195.6142s] +19/11/23 17:28:28| INFO binc_sld finished [took 196.9330s] +19/11/23 17:28:28| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 200.5471s] +19/11/23 17:28:28| INFO Dataset sample 0.40 of dataset imdb_9prevs started +19/11/23 17:28:48| INFO doc finished [took 14.2358s] +19/11/23 17:28:48| INFO ref finished [took 15.6814s] +19/11/23 17:28:52| INFO atc_mc finished [took 18.8594s] +19/11/23 17:31:01| INFO binmc_sld finished [took 150.0442s] +19/11/23 17:31:01| INFO binc_sld finished [took 151.2891s] +19/11/23 17:31:02| INFO binne_sld finished [took 150.5066s] +19/11/23 17:31:02| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 153.8395s] +19/11/23 17:31:02| INFO Dataset sample 0.50 of dataset imdb_9prevs started +19/11/23 17:31:24| INFO doc finished [took 14.2196s] +19/11/23 17:31:24| INFO ref finished [took 16.5732s] +19/11/23 17:31:28| INFO atc_mc finished [took 18.5824s] +19/11/23 17:34:43| INFO binmc_sld finished [took 215.0384s] +19/11/23 17:34:44| INFO binc_sld finished [took 216.3005s] +19/11/23 17:34:46| INFO binne_sld finished [took 217.6596s] +19/11/23 17:34:46| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 223.8441s] +19/11/23 17:34:46| INFO Dataset sample 0.60 of dataset imdb_9prevs started +19/11/23 17:35:06| INFO doc finished [took 14.7948s] +19/11/23 17:35:06| INFO ref finished [took 15.4628s] +19/11/23 17:35:10| INFO atc_mc finished [took 19.3333s] +19/11/23 17:37:07| INFO binc_sld finished [took 139.3169s] +19/11/23 17:37:07| INFO binmc_sld finished [took 138.4585s] +19/11/23 17:37:07| INFO binne_sld finished [took 137.4471s] +19/11/23 17:37:07| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 141.2550s] +19/11/23 17:37:07| INFO Dataset sample 0.70 of dataset imdb_9prevs started +19/11/23 17:37:27| INFO doc finished [took 13.7406s] +19/11/23 17:37:27| INFO ref finished [took 14.9072s] +19/11/23 17:37:30| INFO atc_mc finished [took 17.4337s] +19/11/23 17:39:51| INFO binc_sld finished [took 161.0455s] +19/11/23 17:39:51| INFO binmc_sld finished [took 159.9109s] +19/11/23 17:39:52| INFO binne_sld finished [took 160.1666s] +19/11/23 17:39:52| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 164.4163s] +19/11/23 17:39:52| INFO Dataset sample 0.80 of dataset imdb_9prevs started +19/11/23 17:40:13| INFO doc finished [took 12.7364s] +19/11/23 17:40:13| INFO ref finished [took 14.2557s] +19/11/23 17:40:17| INFO atc_mc finished [took 17.4469s] +19/11/23 17:43:37| INFO binmc_sld finished [took 220.6302s] +19/11/23 17:43:38| INFO binc_sld finished [took 223.2326s] +19/11/23 17:43:39| INFO binne_sld finished [took 220.9998s] +19/11/23 17:43:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 227.0679s] +19/11/23 17:43:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started +19/11/23 17:43:56| INFO doc finished [took 12.2417s] +19/11/23 17:43:56| INFO ref finished [took 13.5553s] +19/11/23 17:44:00| INFO atc_mc finished [took 16.9343s] +19/11/23 17:47:20| INFO binmc_sld finished [took 218.6766s] +19/11/23 17:47:21| INFO binne_sld finished [took 218.7460s] +19/11/23 17:47:21| INFO binc_sld finished [took 219.2882s] +19/11/23 17:47:21| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 222.2446s] +---------------------------------------------------------------------------------------------------- 19/11/23 18:11:10| INFO dataset imdb_9prevs [pool size: 10] 19/11/23 18:11:19| INFO Dataset sample 0.10 of dataset imdb_9prevs started 19/11/23 18:11:50| INFO doc finished [took 19.2949s] @@ -2877,7 +7657,6 @@ 19/11/23 19:19:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started 19/11/23 19:19:25| WARNING Method bints_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64' 19/11/23 19:19:29| WARNING Method mults_sld failed. Exception: can't multiply sequence by non-int of type 'numpy.float64' -19/11/23 19:20:08| INFO ref finished [took 39.5541s] ---------------------------------------------------------------------------------------------------- 19/11/23 19:22:41| INFO dataset imdb_9prevs [pool size: 10] 19/11/23 19:22:50| INFO Dataset sample 0.10 of dataset imdb_9prevs started @@ -2907,110 +7686,6 @@ 19/11/23 19:26:35| INFO mulmc_sld finished [took 102.2352s] 19/11/23 19:26:35| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 110.9123s] 19/11/23 19:26:35| INFO Dataset sample 0.30 of dataset imdb_9prevs started -19/11/23 19:27:01| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:27:01| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:27:51| INFO ref finished [took 47.5755s] -19/11/23 19:27:57| INFO doc finished [took 41.5249s] -19/11/23 19:28:13| INFO atc_mc finished [took 67.8484s] -19/11/23 19:28:17| INFO binne_sld finished [took 78.7496s] -19/11/23 19:28:19| INFO mulne_sld finished [took 81.3133s] -19/11/23 19:28:21| INFO mulc_sld finished [took 91.6502s] -19/11/23 19:28:21| INFO binc_sld finished [took 100.6958s] -19/11/23 19:28:23| INFO mulmc_sld finished [took 88.8144s] -19/11/23 19:28:26| INFO binmc_sld finished [took 94.4413s] -19/11/23 19:28:26| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:28:26| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:28:26| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 111.1699s] -19/11/23 19:28:26| INFO Dataset sample 0.40 of dataset imdb_9prevs started -19/11/23 19:28:43| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:28:47| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:29:41| INFO ref finished [took 55.3855s] -19/11/23 19:29:41| INFO doc finished [took 46.9207s] -19/11/23 19:29:56| INFO atc_mc finished [took 67.8239s] -19/11/23 19:30:00| INFO mulc_sld finished [took 86.4971s] -19/11/23 19:30:01| INFO binc_sld finished [took 91.4395s] -19/11/23 19:30:02| INFO mulmc_sld finished [took 82.0859s] -19/11/23 19:30:02| INFO mulne_sld finished [took 80.3877s] -19/11/23 19:30:04| INFO binne_sld finished [took 83.4252s] -19/11/23 19:30:07| INFO binmc_sld finished [took 91.8815s] -19/11/23 19:30:07| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:30:07| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:30:07| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 101.2308s] -19/11/23 19:30:07| INFO Dataset sample 0.50 of dataset imdb_9prevs started -19/11/23 19:30:23| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:30:27| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:31:17| INFO ref finished [took 50.2288s] -19/11/23 19:31:25| INFO doc finished [took 50.4939s] -19/11/23 19:31:33| INFO atc_mc finished [took 63.8170s] -19/11/23 19:31:35| INFO binmc_sld finished [took 77.0877s] -19/11/23 19:31:41| INFO binne_sld finished [took 80.5360s] -19/11/23 19:31:44| INFO mulne_sld finished [took 78.3047s] -19/11/23 19:31:45| INFO binc_sld finished [took 91.4238s] -19/11/23 19:31:47| INFO mulmc_sld finished [took 86.9535s] -19/11/23 19:31:52| INFO mulc_sld finished [took 95.9405s] -19/11/23 19:31:52| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:31:52| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:31:52| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 104.6472s] -19/11/23 19:31:52| INFO Dataset sample 0.60 of dataset imdb_9prevs started -19/11/23 19:32:07| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:32:09| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:33:07| INFO atc_mc finished [took 55.6900s] -19/11/23 19:33:07| INFO ref finished [took 56.9789s] -19/11/23 19:33:08| INFO doc finished [took 50.0920s] -19/11/23 19:33:21| INFO binne_sld finished [took 75.9642s] -19/11/23 19:33:24| INFO mulmc_sld finished [took 84.2835s] -19/11/23 19:33:26| INFO binmc_sld finished [took 88.0509s] -19/11/23 19:33:26| INFO binc_sld finished [took 91.2989s] -19/11/23 19:33:31| INFO mulc_sld finished [took 93.0831s] -19/11/23 19:33:31| INFO mulne_sld finished [took 83.6412s] -19/11/23 19:33:31| WARNING Dataset sample 0.60 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:33:31| WARNING Dataset sample 0.60 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:33:31| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 99.0371s] -19/11/23 19:33:31| INFO Dataset sample 0.70 of dataset imdb_9prevs started -19/11/23 19:33:51| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:33:53| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:34:43| INFO ref finished [took 50.2573s] -19/11/23 19:34:44| INFO doc finished [took 38.8091s] -19/11/23 19:34:56| INFO atc_mc finished [took 62.5026s] -19/11/23 19:35:06| INFO mulmc_sld finished [took 82.7125s] -19/11/23 19:35:08| INFO binmc_sld finished [took 85.6042s] -19/11/23 19:35:09| INFO binc_sld finished [took 90.5825s] -19/11/23 19:35:11| INFO mulne_sld finished [took 80.9219s] -19/11/23 19:35:13| INFO binne_sld finished [took 84.5445s] -19/11/23 19:35:14| INFO mulc_sld finished [took 93.0163s] -19/11/23 19:35:14| WARNING Dataset sample 0.70 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:35:14| WARNING Dataset sample 0.70 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:35:14| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 103.2369s] -19/11/23 19:35:14| INFO Dataset sample 0.80 of dataset imdb_9prevs started -19/11/23 19:35:33| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:35:35| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:36:31| INFO doc finished [took 44.3769s] -19/11/23 19:36:32| INFO ref finished [took 52.7003s] -19/11/23 19:36:34| INFO atc_mc finished [took 55.9355s] -19/11/23 19:36:45| INFO mulc_sld finished [took 80.8477s] -19/11/23 19:36:50| INFO mulmc_sld finished [took 82.7821s] -19/11/23 19:36:52| INFO mulne_sld finished [took 81.3289s] -19/11/23 19:36:53| INFO binc_sld finished [took 92.1839s] -19/11/23 19:37:02| INFO binmc_sld finished [took 96.7705s] -19/11/23 19:37:03| INFO binne_sld finished [took 92.0194s] -19/11/23 19:37:03| WARNING Dataset sample 0.80 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:37:03| WARNING Dataset sample 0.80 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:37:03| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 108.5238s] -19/11/23 19:37:03| INFO Dataset sample 0.90 of dataset imdb_9prevs started -19/11/23 19:37:15| WARNING Method bints_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:37:20| WARNING Method mults_sld failed. Exception: A sparse matrix was passed, but dense data is required. Use X.toarray() to convert to a dense numpy array. -19/11/23 19:38:03| INFO ref finished [took 44.0679s] -19/11/23 19:38:09| INFO doc finished [took 47.2066s] -19/11/23 19:38:26| INFO mulc_sld finished [took 79.1638s] -19/11/23 19:38:26| INFO atc_mc finished [took 65.4130s] -19/11/23 19:38:27| INFO binne_sld finished [took 75.1669s] -19/11/23 19:38:27| INFO binmc_sld finished [took 78.2442s] -19/11/23 19:38:29| INFO mulmc_sld finished [took 79.7266s] -19/11/23 19:38:31| INFO mulne_sld finished [took 77.4392s] -19/11/23 19:38:32| INFO binc_sld finished [took 87.8248s] -19/11/23 19:38:32| WARNING Dataset sample 0.90 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:38:32| WARNING Dataset sample 0.90 of dataset imdb_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:38:32| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 89.8187s] ---------------------------------------------------------------------------------------------------- 19/11/23 19:41:08| INFO dataset rcv1_CCAT_9prevs [pool size: 10] 19/11/23 19:41:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started @@ -3020,23 +7695,6 @@ 19/11/23 19:41:24| WARNING Method mulmc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given 19/11/23 19:41:26| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given 19/11/23 19:41:29| WARNING Method mulne_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given -19/11/23 19:42:19| INFO ref finished [took 48.1058s] -19/11/23 19:42:22| INFO doc finished [took 45.2408s] -19/11/23 19:42:27| INFO atc_mc finished [took 53.8194s] -19/11/23 19:42:28| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 74.0511s] -19/11/23 19:42:28| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started -19/11/23 19:42:31| WARNING Method binc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given -19/11/23 19:42:31| WARNING Dataset sample 0.20 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:42:33| WARNING Method mulc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given -19/11/23 19:42:33| WARNING Dataset sample 0.20 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:42:36| WARNING Method binmc_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given -19/11/23 19:42:36| WARNING Dataset sample 0.20 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:42:38| WARNING Method mulmc_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given -19/11/23 19:42:38| WARNING Dataset sample 0.20 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:42:41| WARNING Method binne_sld failed. Exception: ConfidenceBasedAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given -19/11/23 19:42:41| WARNING Dataset sample 0.20 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe -19/11/23 19:42:44| WARNING Method mulne_sld failed. Exception: MultiClassAccuracyEstimator._get_pred_ext() takes 1 positional argument but 2 were given -19/11/23 19:42:44| WARNING Dataset sample 0.20 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe ---------------------------------------------------------------------------------------------------- 19/11/23 19:43:25| INFO dataset rcv1_CCAT_9prevs [pool size: 10] 19/11/23 19:43:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started @@ -4145,12 +8803,36 @@ 20/11/23 01:16:21| INFO doc finished [took 49.9187s] 20/11/23 01:16:21| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 242.3025s] ---------------------------------------------------------------------------------------------------- +20/11/23 01:45:57| INFO dataset imdb_9prevs [pool size: 10] +20/11/23 01:46:07| INFO Dataset sample 0.10 of dataset imdb_9prevs started +20/11/23 01:47:01| INFO mulc_sld finished [took 51.7971s] +20/11/23 01:47:01| INFO mulne_sld finished [took 44.4545s] +20/11/23 01:47:04| INFO mulmc_sld finished [took 53.5056s] +20/11/23 01:47:04| INFO mulis_sld finished [took 44.1189s] +20/11/23 01:47:21| INFO binmc_sld finished [took 71.6965s] +20/11/23 01:47:21| INFO binc_sld finished [took 73.4867s] +20/11/23 01:47:22| INFO binis_sld finished [took 64.7095s] +20/11/23 01:47:22| INFO binne_sld finished [took 67.9910s] +20/11/23 01:47:23| INFO doc finished [took 17.7008s] +20/11/23 01:47:24| INFO ref finished [took 20.7662s] +20/11/23 01:47:29| INFO atc_mc finished [took 24.9997s] +---------------------------------------------------------------------------------------------------- +20/11/23 01:49:20| INFO dataset imdb_9prevs [pool size: 10] +20/11/23 01:49:30| INFO Dataset sample 0.10 of dataset imdb_9prevs started +20/11/23 01:50:22| INFO mulne_sld finished [took 43.0802s] +20/11/23 01:50:23| INFO mulc_sld finished [took 50.2426s] +20/11/23 01:50:25| INFO mulmc_sld finished [took 51.7277s] +20/11/23 01:50:28| INFO mulis_sld finished [took 44.4241s] +20/11/23 01:50:43| INFO binc_sld finished [took 71.4506s] +20/11/23 01:50:44| INFO binne_sld finished [took 69.3154s] +20/11/23 01:50:44| INFO binmc_sld finished [took 70.8425s] +20/11/23 01:50:44| INFO binis_sld finished [took 66.1399s] +20/11/23 01:50:46| INFO doc finished [took 17.0927s] +20/11/23 01:50:46| INFO ref finished [took 19.4784s] +20/11/23 01:50:52| INFO atc_mc finished [took 25.1916s] +---------------------------------------------------------------------------------------------------- 20/11/23 02:12:36| INFO dataset imdb_9prevs [pool size: 10] 20/11/23 02:12:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started -20/11/23 02:14:08| INFO mulis_sld finished [took 63.4053s] -20/11/23 02:14:12| INFO mulmc_sld finished [took 78.8953s] -20/11/23 02:14:23| INFO mulne_sld finished [took 84.9285s] -20/11/23 02:14:23| INFO multh_sld finished [took 77.3974s] ---------------------------------------------------------------------------------------------------- 20/11/23 02:15:00| INFO dataset imdb_9prevs [pool size: 10] 20/11/23 02:15:10| INFO Dataset sample 0.10 of dataset imdb_9prevs started @@ -4974,6 +9656,190 @@ 20/11/23 11:57:22| INFO atc_mc finished [took 74.7604s] 20/11/23 11:57:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 271.6924s] ---------------------------------------------------------------------------------------------------- +20/11/23 12:53:06| INFO dataset imdb_9prevs [pool size: 10] +20/11/23 12:53:12| INFO Dataset sample 0.10 of dataset imdb_9prevs started +---------------------------------------------------------------------------------------------------- +20/11/23 12:53:16| INFO dataset imdb_9prevs [pool size: 10] +20/11/23 12:53:23| INFO Dataset sample 0.10 of dataset imdb_9prevs started +20/11/23 12:53:24| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:53:38| INFO ref finished [took 13.0018s] +20/11/23 12:53:38| INFO doc finished [took 12.0014s] +20/11/23 12:53:41| INFO atc_mc finished [took 15.8052s] +20/11/23 12:53:59| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:53:59| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.8231s] +20/11/23 12:53:59| INFO Dataset sample 0.20 of dataset imdb_9prevs started +20/11/23 12:54:00| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:54:17| INFO doc finished [took 12.3474s] +20/11/23 12:54:17| INFO ref finished [took 13.6803s] +20/11/23 12:54:20| INFO atc_mc finished [took 15.7362s] +20/11/23 12:54:39| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:54:39| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 39.9802s] +20/11/23 12:54:39| INFO Dataset sample 0.30 of dataset imdb_9prevs started +20/11/23 12:54:44| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:55:01| INFO doc finished [took 14.3674s] +20/11/23 12:55:02| INFO ref finished [took 15.0281s] +20/11/23 12:55:05| INFO atc_mc finished [took 17.5189s] +20/11/23 12:55:12| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:55:12| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 32.3891s] +20/11/23 12:55:12| INFO Dataset sample 0.40 of dataset imdb_9prevs started +20/11/23 12:55:16| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:55:35| INFO doc finished [took 17.4354s] +20/11/23 12:55:35| INFO ref finished [took 18.1023s] +20/11/23 12:55:39| INFO atc_mc finished [took 22.0424s] +20/11/23 12:55:50| WARNING Dataset sample 0.40 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:55:50| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.8204s] +20/11/23 12:55:50| INFO Dataset sample 0.50 of dataset imdb_9prevs started +20/11/23 12:55:55| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:56:12| INFO doc finished [took 16.2311s] +20/11/23 12:56:13| INFO ref finished [took 16.3267s] +20/11/23 12:56:16| INFO atc_mc finished [took 19.3748s] +20/11/23 12:56:25| WARNING Dataset sample 0.50 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:56:25| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 35.1307s] +20/11/23 12:56:25| INFO Dataset sample 0.60 of dataset imdb_9prevs started +20/11/23 12:56:28| WARNING Dataset sample 0.60 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +---------------------------------------------------------------------------------------------------- +20/11/23 12:56:46| INFO dataset imdb_9prevs [pool size: 10] +20/11/23 12:56:53| INFO Dataset sample 0.10 of dataset imdb_9prevs started +20/11/23 12:57:08| INFO doc finished [took 10.9050s] +20/11/23 12:57:09| INFO ref finished [took 11.6994s] +20/11/23 12:57:11| INFO atc_mc finished [took 14.1794s] +20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:57:29| WARNING Dataset sample 0.10 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:57:29| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 36.0856s] +20/11/23 12:57:29| INFO Dataset sample 0.20 of dataset imdb_9prevs started +20/11/23 12:57:45| INFO doc finished [took 10.7859s] +20/11/23 12:57:46| INFO ref finished [took 12.5902s] +20/11/23 12:57:48| INFO atc_mc finished [took 15.1536s] +20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:58:01| WARNING Dataset sample 0.20 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:58:01| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 31.9915s] +20/11/23 12:58:01| INFO Dataset sample 0.30 of dataset imdb_9prevs started +20/11/23 12:58:21| INFO ref finished [took 13.7423s] +20/11/23 12:58:22| INFO doc finished [took 14.6043s] +20/11/23 12:58:25| INFO atc_mc finished [took 17.9017s] +20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:58:32| WARNING Dataset sample 0.30 of dataset imdb_9prevs failed. Exception: 'EvaluationMethod' object has no attribute '__name__' +20/11/23 12:58:32| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 31.5618s] +20/11/23 12:58:32| INFO Dataset sample 0.40 of dataset imdb_9prevs started +---------------------------------------------------------------------------------------------------- +20/11/23 12:58:39| INFO dataset imdb_9prevs [pool size: 10] +20/11/23 12:58:46| INFO Dataset sample 0.10 of dataset imdb_9prevs started +20/11/23 12:58:47| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +20/11/23 12:59:02| INFO doc finished [took 12.7574s] +20/11/23 12:59:03| INFO ref finished [took 14.2840s] +20/11/23 12:59:05| INFO atc_mc finished [took 16.0754s] +20/11/23 12:59:23| INFO mul_sld finished [took 35.4131s] +20/11/23 12:59:23| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.3097s] +20/11/23 12:59:23| INFO Dataset sample 0.20 of dataset imdb_9prevs started +20/11/23 12:59:24| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +20/11/23 12:59:38| INFO doc finished [took 11.9911s] +20/11/23 12:59:39| INFO ref finished [took 13.3186s] +20/11/23 12:59:42| INFO atc_mc finished [took 15.8120s] +20/11/23 12:59:54| INFO mul_sld finished [took 28.2566s] +20/11/23 12:59:54| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 30.4601s] +20/11/23 12:59:54| INFO Dataset sample 0.30 of dataset imdb_9prevs started +20/11/23 12:59:58| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +20/11/23 13:00:13| INFO doc finished [took 13.1032s] +20/11/23 13:00:13| INFO ref finished [took 13.4678s] +20/11/23 13:00:17| INFO atc_mc finished [took 16.9385s] +20/11/23 13:00:25| INFO mul_sld finished [took 25.7493s] +20/11/23 13:00:25| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 30.8717s] +20/11/23 13:00:25| INFO Dataset sample 0.40 of dataset imdb_9prevs started +20/11/23 13:00:27| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +20/11/23 13:00:43| INFO ref finished [took 14.3064s] +20/11/23 13:00:44| INFO doc finished [took 14.7694s] +20/11/23 13:00:47| INFO atc_mc finished [took 17.9495s] +20/11/23 13:00:55| INFO mul_sld finished [took 26.8942s] +20/11/23 13:00:55| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 30.4124s] +20/11/23 13:00:55| INFO Dataset sample 0.50 of dataset imdb_9prevs started +20/11/23 13:00:59| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +20/11/23 13:01:15| INFO ref finished [took 13.7607s] +20/11/23 13:01:15| INFO doc finished [took 13.3931s] +20/11/23 13:01:19| INFO atc_mc finished [took 17.9275s] +20/11/23 13:01:26| INFO mul_sld finished [took 24.1855s] +20/11/23 13:01:26| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 31.4394s] +20/11/23 13:01:26| INFO Dataset sample 0.60 of dataset imdb_9prevs started +20/11/23 13:01:29| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +20/11/23 13:01:48| INFO ref finished [took 17.0346s] +20/11/23 13:01:48| INFO doc finished [took 15.8855s] +20/11/23 13:01:52| INFO atc_mc finished [took 21.4945s] +20/11/23 13:01:58| INFO mul_sld finished [took 28.6565s] +20/11/23 13:01:58| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 31.8303s] +20/11/23 13:01:58| INFO Dataset sample 0.70 of dataset imdb_9prevs started +20/11/23 13:02:02| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +20/11/23 13:02:22| INFO ref finished [took 17.1278s] +20/11/23 13:02:22| INFO doc finished [took 15.8093s] +20/11/23 13:02:25| INFO atc_mc finished [took 20.5205s] +20/11/23 13:02:35| INFO mul_sld finished [took 31.1285s] +20/11/23 13:02:35| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 37.0795s] +20/11/23 13:02:35| INFO Dataset sample 0.80 of dataset imdb_9prevs started +20/11/23 13:02:39| WARNING Method bin_sld failed. Exception: BinaryQuantifierAccuracyEstimator.__init__() got an unexpected keyword argument 'collapse_false' +---------------------------------------------------------------------------------------------------- +20/11/23 13:02:46| INFO dataset imdb_9prevs [pool size: 10] +20/11/23 13:02:52| INFO Dataset sample 0.10 of dataset imdb_9prevs started +20/11/23 13:03:09| INFO doc finished [took 11.6427s] +20/11/23 13:03:09| INFO ref finished [took 13.4657s] +20/11/23 13:03:12| INFO atc_mc finished [took 16.8274s] +20/11/23 13:03:20| INFO bin_sld finished [took 26.2900s] +20/11/23 13:03:30| INFO mul_sld finished [took 35.5662s] +20/11/23 13:03:30| INFO Dataset sample 0.10 of dataset imdb_9prevs finished [took 37.9536s] +20/11/23 13:03:30| INFO Dataset sample 0.20 of dataset imdb_9prevs started +20/11/23 13:03:47| INFO doc finished [took 12.6327s] +20/11/23 13:03:47| INFO ref finished [took 14.1113s] +20/11/23 13:03:51| INFO atc_mc finished [took 17.1208s] +20/11/23 13:04:00| INFO bin_sld finished [took 28.7995s] +20/11/23 13:04:05| INFO mul_sld finished [took 32.8595s] +20/11/23 13:04:05| INFO Dataset sample 0.20 of dataset imdb_9prevs finished [took 34.9393s] +20/11/23 13:04:05| INFO Dataset sample 0.30 of dataset imdb_9prevs started +20/11/23 13:04:33| INFO doc finished [took 16.7791s] +20/11/23 13:04:34| INFO ref finished [took 19.3321s] +20/11/23 13:04:37| INFO atc_mc finished [took 22.5727s] +20/11/23 13:04:42| INFO bin_sld finished [took 29.8259s] +20/11/23 13:04:45| INFO mul_sld finished [took 29.3606s] +20/11/23 13:04:45| INFO Dataset sample 0.30 of dataset imdb_9prevs finished [took 40.0519s] +20/11/23 13:04:45| INFO Dataset sample 0.40 of dataset imdb_9prevs started +20/11/23 13:05:09| INFO ref finished [took 18.0921s] +20/11/23 13:05:10| INFO doc finished [took 18.2462s] +20/11/23 13:05:14| INFO atc_mc finished [took 22.4662s] +20/11/23 13:05:18| INFO bin_sld finished [took 30.0297s] +20/11/23 13:05:23| INFO mul_sld finished [took 31.6445s] +20/11/23 13:05:23| INFO Dataset sample 0.40 of dataset imdb_9prevs finished [took 37.7604s] +20/11/23 13:05:23| INFO Dataset sample 0.50 of dataset imdb_9prevs started +20/11/23 13:05:49| INFO doc finished [took 20.2806s] +20/11/23 13:05:49| INFO ref finished [took 21.3255s] +20/11/23 13:05:53| INFO atc_mc finished [took 24.0795s] +20/11/23 13:05:56| INFO bin_sld finished [took 28.7894s] +20/11/23 13:06:00| INFO mul_sld finished [took 33.7951s] +20/11/23 13:06:00| INFO Dataset sample 0.50 of dataset imdb_9prevs finished [took 37.5706s] +20/11/23 13:06:00| INFO Dataset sample 0.60 of dataset imdb_9prevs started +20/11/23 13:06:26| INFO ref finished [took 19.4509s] +20/11/23 13:06:26| INFO doc finished [took 19.9130s] +20/11/23 13:06:30| INFO atc_mc finished [took 22.7232s] +20/11/23 13:06:33| INFO bin_sld finished [took 30.7533s] +20/11/23 13:06:37| INFO mul_sld finished [took 30.0295s] +20/11/23 13:06:37| INFO Dataset sample 0.60 of dataset imdb_9prevs finished [took 36.6151s] +20/11/23 13:06:37| INFO Dataset sample 0.70 of dataset imdb_9prevs started +20/11/23 13:06:57| INFO doc finished [took 14.8506s] +20/11/23 13:06:57| INFO ref finished [took 15.2854s] +20/11/23 13:07:00| INFO atc_mc finished [took 18.7613s] +20/11/23 13:07:04| INFO bin_sld finished [took 23.4065s] +20/11/23 13:07:06| INFO mul_sld finished [took 25.6179s] +20/11/23 13:07:06| INFO Dataset sample 0.70 of dataset imdb_9prevs finished [took 29.4099s] +20/11/23 13:07:06| INFO Dataset sample 0.80 of dataset imdb_9prevs started +20/11/23 13:07:27| INFO doc finished [took 15.8386s] +20/11/23 13:07:27| INFO ref finished [took 16.2869s] +20/11/23 13:07:31| INFO atc_mc finished [took 20.1657s] +20/11/23 13:07:38| INFO mul_sld finished [took 28.5372s] +20/11/23 13:07:39| INFO bin_sld finished [took 29.6434s] +20/11/23 13:07:39| INFO Dataset sample 0.80 of dataset imdb_9prevs finished [took 32.4333s] +20/11/23 13:07:39| INFO Dataset sample 0.90 of dataset imdb_9prevs started +20/11/23 13:08:01| INFO ref finished [took 16.2102s] +20/11/23 13:08:01| INFO doc finished [took 15.5073s] +20/11/23 13:08:03| INFO atc_mc finished [took 19.5171s] +20/11/23 13:08:07| INFO bin_sld finished [took 26.6722s] +20/11/23 13:08:13| INFO mul_sld finished [took 30.5575s] +20/11/23 13:08:13| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 34.6924s] +---------------------------------------------------------------------------------------------------- 20/11/23 13:54:08| INFO dataset imdb_9prevs [pool size: 10] 20/11/23 13:54:17| INFO Dataset sample 0.10 of dataset imdb_9prevs started 20/11/23 13:55:31| INFO doc finished [took 63.9862s] @@ -5494,1702 +10360,1118 @@ 20/11/23 19:13:40| INFO binis_sld finished [took 49.9334s] 20/11/23 19:13:40| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 52.5409s] ---------------------------------------------------------------------------------------------------- -21/11/23 00:15:54| INFO dataset imdb [pool size: 10] -21/11/23 00:16:03| INFO Dataset sample 0.10 of dataset imdb started -21/11/23 00:17:17| 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 -21/11/23 00:17:56| INFO mulis_sld finished [took 111.4706s] -21/11/23 00:18:05| INFO m3wis_sld finished [took 118.6575s] -21/11/23 00:18:12| INFO mulc_sld finished [took 118.9177s] -21/11/23 00:18:13| INFO m3wmc_sld finished [took 112.8797s] -21/11/23 00:18:14| INFO mulmc_sld finished [took 118.4058s] -21/11/23 00:19:36| INFO bin_sld finished [took 209.2490s] -21/11/23 00:19:58| INFO binmc_sld finished [took 225.5438s] -21/11/23 00:20:03| INFO binc_sld finished [took 218.6939s] -21/11/23 00:20:18| INFO mulne_sld finished [took 120.3796s] -21/11/23 00:20:19| INFO m3wne_sld finished [took 119.5312s] -21/11/23 00:20:58| INFO binne_sld finished [took 217.3269s] -21/11/23 00:21:23| INFO ref finished [took 74.4172s] -21/11/23 00:21:32| INFO doc finished [took 67.5641s] -21/11/23 00:21:57| INFO m3wc_sld finished [took 136.5914s] -21/11/23 00:22:14| INFO atc_mc finished [took 111.2188s] -21/11/23 00:23:19| INFO gde finished [took 101.8438s] -21/11/23 00:23:55| INFO m3w_sld finished [took 347.1262s] -21/11/23 00:24:23| INFO mul_sld finished [took 363.8946s] -21/11/23 00:24:51| INFO binis_sld finished [took 286.8722s] -21/11/23 01:04:32| INFO rca finished [took 2609.5007s] -21/11/23 01:05:07| INFO rca_star finished [took 2617.5293s] -21/11/23 01:11:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01585) [took 3300.4598s] -21/11/23 01:12:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01585) [took 3255.7864s] -21/11/23 01:12:14| INFO mul_sld_gs finished [took 3351.7016s] -21/11/23 01:12:35| INFO m3w_sld_gs finished [took 3276.0748s] -21/11/23 01:12:35| INFO Dataset sample 0.10 of dataset imdb finished [took 3391.3885s] -21/11/23 01:12:35| INFO Dataset sample 0.20 of dataset imdb started -21/11/23 01:14:46| INFO mulis_sld finished [took 129.5766s] -21/11/23 01:14:51| INFO m3wis_sld finished [took 132.0216s] -21/11/23 01:14:53| INFO mulc_sld finished [took 126.0178s] -21/11/23 01:15:00| INFO m3wmc_sld finished [took 127.2738s] -21/11/23 01:15:01| INFO mulmc_sld finished [took 129.2745s] -21/11/23 01:16:39| INFO bin_sld finished [took 239.2236s] -21/11/23 01:16:46| INFO binmc_sld finished [took 242.4441s] -21/11/23 01:17:01| INFO binc_sld finished [took 245.2019s] -21/11/23 01:17:33| INFO mulne_sld finished [took 146.3055s] -21/11/23 01:19:01| INFO ref finished [took 83.3406s] -21/11/23 01:19:08| INFO m3wne_sld finished [took 144.2944s] -21/11/23 01:19:17| INFO binne_sld finished [took 267.5369s] -21/11/23 01:19:29| INFO m3wc_sld finished [took 158.1396s] -21/11/23 01:19:57| INFO mul_sld finished [took 289.8101s] -21/11/23 01:19:58| INFO m3w_sld finished [took 298.7746s] -21/11/23 01:21:08| INFO doc finished [took 114.5929s] -21/11/23 01:22:12| INFO gde finished [took 127.1344s] -21/11/23 01:22:19| INFO atc_mc finished [took 193.0006s] -21/11/23 01:22:21| INFO binis_sld finished [took 312.7406s] -21/11/23 01:46:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00908) [took 2037.2203s] -21/11/23 01:50:54| INFO bin_sld_gs finished [took 2282.5690s] -21/11/23 02:22:06| INFO rca_star finished [took 3749.6188s] -21/11/23 02:22:15| INFO rca finished [took 3770.7109s] -21/11/23 02:24:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 4306.7021s] -21/11/23 02:25:37| INFO mul_sld_gs finished [took 4362.6345s] -21/11/23 02:25:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00951) [took 4244.7283s] -21/11/23 02:26:04| INFO m3w_sld_gs finished [took 4267.9222s] -21/11/23 02:26:04| INFO Dataset sample 0.20 of dataset imdb finished [took 4409.4937s] -21/11/23 02:26:04| INFO Dataset sample 0.30 of dataset imdb started -21/11/23 02:28:39| INFO mulis_sld finished [took 144.1283s] -21/11/23 02:28:48| INFO mulmc_sld finished [took 140.3543s] -21/11/23 02:28:50| INFO m3wis_sld finished [took 147.7575s] -21/11/23 02:28:55| INFO mulc_sld finished [took 151.6996s] -21/11/23 02:28:57| INFO m3wmc_sld finished [took 144.8626s] -21/11/23 02:29:16| INFO binmc_sld finished [took 173.0366s] -21/11/23 02:29:22| INFO binc_sld finished [took 168.4436s] -21/11/23 02:29:29| INFO bin_sld finished [took 187.6292s] -21/11/23 02:32:11| INFO binne_sld finished [took 205.9138s] -21/11/23 02:32:14| INFO mulne_sld finished [took 187.8578s] -21/11/23 02:32:29| INFO m3wc_sld finished [took 171.1427s] -21/11/23 02:32:33| INFO m3wne_sld finished [took 180.5077s] -21/11/23 02:32:38| INFO m3w_sld finished [took 221.5259s] -21/11/23 02:32:44| INFO binis_sld finished [took 179.1574s] -21/11/23 02:32:44| INFO mul_sld finished [took 214.6865s] -21/11/23 02:34:21| INFO ref finished [took 120.7038s] -21/11/23 02:34:36| INFO doc finished [took 115.6937s] -21/11/23 02:34:48| INFO gde finished [took 116.1011s] -21/11/23 02:35:10| INFO atc_mc finished [took 166.3161s] -21/11/23 03:03:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01045) [took 2210.3611s] -21/11/23 03:06:38| INFO bin_sld_gs finished [took 2408.1376s] -21/11/23 03:34:24| INFO rca_star finished [took 3700.6722s] -21/11/23 03:34:37| INFO rca finished [took 3713.7635s] -21/11/23 03:38:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00972) [took 4318.5549s] -21/11/23 03:39:35| INFO mul_sld_gs finished [took 4381.3441s] -21/11/23 03:39:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00972) [took 4240.1066s] -21/11/23 03:39:59| INFO m3w_sld_gs finished [took 4263.4197s] -21/11/23 03:39:59| INFO Dataset sample 0.30 of dataset imdb finished [took 4434.3696s] -21/11/23 03:39:59| INFO Dataset sample 0.40 of dataset imdb started -21/11/23 03:42:23| INFO bin_sld finished [took 137.5485s] -21/11/23 03:42:26| INFO binmc_sld finished [took 134.8969s] -21/11/23 03:42:34| INFO mulis_sld finished [took 150.1552s] -21/11/23 03:42:36| INFO m3wis_sld finished [took 144.2591s] -21/11/23 03:42:41| INFO mulc_sld finished [took 148.8047s] -21/11/23 03:42:43| INFO m3wmc_sld finished [took 145.5446s] -21/11/23 03:42:46| INFO binc_sld finished [took 146.5231s] -21/11/23 03:42:47| INFO mulmc_sld finished [took 153.4832s] -21/11/23 03:45:34| INFO binne_sld finished [took 186.8245s] -21/11/23 03:45:53| INFO binis_sld finished [took 173.6744s] -21/11/23 03:46:06| INFO m3wc_sld finished [took 188.9566s] -21/11/23 03:46:06| INFO mulne_sld finished [took 206.3996s] -21/11/23 03:46:14| INFO m3w_sld finished [took 215.9909s] -21/11/23 03:46:21| INFO m3wne_sld finished [took 208.2958s] -21/11/23 03:46:39| INFO mul_sld finished [took 227.9321s] -21/11/23 03:47:38| INFO ref finished [took 118.5152s] -21/11/23 03:48:21| INFO doc finished [took 129.5447s] -21/11/23 03:48:22| INFO gde finished [took 113.9130s] -21/11/23 03:48:57| INFO atc_mc finished [took 179.9824s] -21/11/23 04:21:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01194) [took 2470.8801s] -21/11/23 04:24:39| INFO bin_sld_gs finished [took 2664.2762s] -21/11/23 04:54:07| INFO rca finished [took 4074.2656s] -21/11/23 04:54:16| INFO rca_star finished [took 4077.6780s] -21/11/23 04:56:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01084) [took 4551.0067s] -21/11/23 04:57:11| INFO mul_sld_gs finished [took 4612.0397s] -21/11/23 04:57:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01084) [took 4494.4461s] -21/11/23 04:57:48| INFO m3w_sld_gs finished [took 4517.7865s] -21/11/23 04:57:48| INFO Dataset sample 0.40 of dataset imdb finished [took 4669.8543s] -21/11/23 04:57:48| INFO Dataset sample 0.50 of dataset imdb started -21/11/23 05:00:09| INFO binmc_sld finished [took 130.3760s] -21/11/23 05:00:14| INFO binc_sld finished [took 123.5275s] -21/11/23 05:00:15| INFO bin_sld finished [took 138.5294s] -21/11/23 05:00:28| INFO m3wis_sld finished [took 149.5476s] -21/11/23 05:00:31| INFO mulis_sld finished [took 160.2852s] -21/11/23 05:00:36| INFO m3wmc_sld finished [took 149.4937s] -21/11/23 05:00:38| INFO mulmc_sld finished [took 153.0837s] -21/11/23 05:00:41| INFO mulc_sld finished [took 157.6960s] -21/11/23 05:03:13| INFO binne_sld finished [took 179.4831s] -21/11/23 05:03:37| INFO binis_sld finished [took 166.7696s] -21/11/23 05:03:52| INFO mulne_sld finished [took 199.4252s] -21/11/23 05:03:55| INFO m3wne_sld finished [took 191.3662s] -21/11/23 05:03:59| INFO m3w_sld finished [took 218.0147s] -21/11/23 05:04:02| INFO m3wc_sld finished [took 195.2010s] -21/11/23 05:04:24| INFO mul_sld finished [took 229.1055s] -21/11/23 05:05:01| INFO ref finished [took 101.7748s] -21/11/23 05:05:59| INFO gde finished [took 111.8166s] -21/11/23 05:06:09| INFO doc finished [took 129.2897s] -21/11/23 05:06:48| INFO atc_mc finished [took 185.4580s] -21/11/23 05:40:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00941) [took 2547.8820s] -21/11/23 05:43:29| INFO bin_sld_gs finished [took 2722.6401s] -21/11/23 06:13:22| INFO rca_star finished [took 4157.0841s] -21/11/23 06:13:35| INFO rca finished [took 4172.6545s] -21/11/23 06:15:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00954) [took 4618.9787s] -21/11/23 06:16:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00954) [took 4543.1869s] -21/11/23 06:16:03| INFO mul_sld_gs finished [took 4674.1593s] -21/11/23 06:16:24| INFO m3w_sld_gs finished [took 4565.8623s] -21/11/23 06:16:24| INFO Dataset sample 0.50 of dataset imdb finished [took 4715.6460s] -21/11/23 06:16:24| INFO Dataset sample 0.60 of dataset imdb started -21/11/23 06:18:50| INFO bin_sld finished [took 140.5417s] -21/11/23 06:18:52| INFO m3wmc_sld finished [took 130.2317s] -21/11/23 06:18:55| INFO mulis_sld finished [took 148.0533s] -21/11/23 06:18:56| INFO mulmc_sld finished [took 138.9811s] -21/11/23 06:18:58| INFO m3wis_sld finished [took 145.1505s] -21/11/23 06:18:59| INFO binc_sld finished [took 136.8655s] -21/11/23 06:19:04| INFO mulc_sld finished [took 147.2067s] -21/11/23 06:19:13| INFO binmc_sld finished [took 157.9663s] -21/11/23 06:22:04| INFO binne_sld finished [took 192.1222s] -21/11/23 06:22:04| INFO mulne_sld finished [took 180.7315s] -21/11/23 06:22:13| INFO m3wc_sld finished [took 180.8317s] -21/11/23 06:22:14| INFO m3wne_sld finished [took 186.9620s] -21/11/23 06:22:18| INFO binis_sld finished [took 174.8635s] -21/11/23 06:22:27| INFO m3w_sld finished [took 205.9937s] -21/11/23 06:22:52| INFO mul_sld finished [took 226.1500s] -21/11/23 06:24:13| INFO ref finished [took 122.9120s] -21/11/23 06:24:22| INFO doc finished [took 125.0605s] -21/11/23 06:24:23| INFO gde finished [took 109.4642s] -21/11/23 06:24:58| INFO atc_mc finished [took 167.7941s] -21/11/23 06:57:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01159) [took 2458.9793s] -21/11/23 07:01:06| INFO bin_sld_gs finished [took 2664.9725s] -21/11/23 07:30:36| INFO rca_star finished [took 4093.8359s] -21/11/23 07:30:47| INFO rca finished [took 4109.6687s] -21/11/23 07:32:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00973) [took 4570.3770s] -21/11/23 07:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00973) [took 4502.9301s] -21/11/23 07:33:59| INFO mul_sld_gs finished [took 4637.4206s] -21/11/23 07:34:23| INFO m3w_sld_gs finished [took 4527.6656s] -21/11/23 07:34:23| INFO Dataset sample 0.60 of dataset imdb finished [took 4678.8574s] -21/11/23 07:34:23| INFO Dataset sample 0.70 of dataset imdb started -21/11/23 07:36:42| INFO mulis_sld finished [took 131.7844s] -21/11/23 07:36:56| INFO m3wis_sld finished [took 141.3817s] -21/11/23 07:37:00| INFO m3wmc_sld finished [took 136.9678s] -21/11/23 07:37:05| INFO mulmc_sld finished [took 144.4901s] -21/11/23 07:37:06| INFO mulc_sld finished [took 148.1544s] -21/11/23 07:37:07| INFO binmc_sld finished [took 149.4850s] -21/11/23 07:37:11| INFO bin_sld finished [took 158.2540s] -21/11/23 07:37:19| INFO binc_sld finished [took 152.7793s] -21/11/23 07:40:03| INFO binne_sld finished [took 197.2204s] -21/11/23 07:40:19| INFO m3wne_sld finished [took 182.5108s] -21/11/23 07:40:23| INFO m3wc_sld finished [took 180.9824s] -21/11/23 07:40:31| INFO mulne_sld finished [took 194.3397s] -21/11/23 07:40:35| INFO binis_sld finished [took 186.0849s] -21/11/23 07:40:46| INFO m3w_sld finished [took 220.5673s] -21/11/23 07:40:56| INFO mul_sld finished [took 218.6468s] -21/11/23 07:42:05| INFO ref finished [took 116.7288s] -21/11/23 07:42:34| INFO doc finished [took 124.7760s] -21/11/23 07:42:43| INFO gde finished [took 110.8043s] -21/11/23 07:43:21| INFO atc_mc finished [took 175.9624s] -21/11/23 08:13:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02135) [took 2345.0672s] -21/11/23 08:16:34| INFO bin_sld_gs finished [took 2511.3658s] -21/11/23 08:44:55| INFO rca_star finished [took 3853.3320s] -21/11/23 08:44:55| INFO rca finished [took 3857.4042s] -21/11/23 08:48:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01040) [took 4426.7674s] -21/11/23 08:49:31| INFO mul_sld_gs finished [took 4486.4385s] -21/11/23 08:49:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01040) [took 4363.8855s] -21/11/23 08:50:07| INFO m3w_sld_gs finished [took 4385.0148s] -21/11/23 08:50:07| INFO Dataset sample 0.70 of dataset imdb finished [took 4544.0565s] -21/11/23 08:50:07| INFO Dataset sample 0.80 of dataset imdb started -21/11/23 08:52:35| INFO mulis_sld finished [took 142.3618s] -21/11/23 08:52:36| INFO m3wis_sld finished [took 136.9769s] -21/11/23 08:52:41| INFO mulmc_sld finished [took 136.4836s] -21/11/23 08:52:42| INFO mulc_sld finished [took 141.0987s] -21/11/23 08:52:52| INFO m3wmc_sld finished [took 143.9679s] -21/11/23 08:53:55| INFO binmc_sld finished [took 213.9999s] -21/11/23 08:54:09| INFO bin_sld finished [took 232.6996s] -21/11/23 08:54:14| INFO binc_sld finished [took 223.1618s] -21/11/23 08:55:35| INFO mulne_sld finished [took 163.8812s] -21/11/23 08:56:13| INFO m3w_sld finished [took 202.8053s] -21/11/23 08:56:21| INFO mul_sld finished [took 200.1561s] -21/11/23 08:56:46| INFO m3wne_sld finished [took 165.4395s] -21/11/23 08:56:50| INFO binne_sld finished [took 248.6541s] -21/11/23 08:57:07| INFO m3wc_sld finished [took 168.4713s] -21/11/23 08:57:09| INFO ref finished [took 86.3456s] -21/11/23 08:58:07| INFO doc finished [took 100.2370s] -21/11/23 08:58:44| INFO binis_sld finished [took 259.6594s] -21/11/23 08:58:57| INFO atc_mc finished [took 156.3121s] -21/11/23 08:59:02| INFO gde finished [took 106.2881s] -21/11/23 09:27:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01156) [took 2197.4983s] -21/11/23 09:32:01| INFO bin_sld_gs finished [took 2494.4255s] -21/11/23 10:04:51| INFO rca_star finished [took 4074.3294s] -21/11/23 10:04:56| INFO rca finished [took 4084.1699s] -21/11/23 10:06:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 4540.9922s] -21/11/23 10:07:09| INFO mul_sld_gs finished [took 4600.1104s] -21/11/23 10:07:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 4478.2247s] -21/11/23 10:07:42| INFO m3w_sld_gs finished [took 4500.5672s] -21/11/23 10:07:42| INFO Dataset sample 0.80 of dataset imdb finished [took 4654.8057s] -21/11/23 10:07:42| INFO Dataset sample 0.90 of dataset imdb started -21/11/23 10:08:53| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 -21/11/23 10:09:48| INFO mulis_sld finished [took 123.5343s] -21/11/23 10:09:51| INFO m3wis_sld finished [took 123.5552s] -21/11/23 10:09:54| INFO mulc_sld finished [took 123.2210s] -21/11/23 10:10:06| INFO m3wmc_sld finished [took 129.3417s] -21/11/23 10:10:13| INFO mulmc_sld finished [took 138.3653s] -21/11/23 10:10:37| INFO bin_sld finished [took 170.0354s] -21/11/23 10:10:40| INFO binc_sld finished [took 159.9478s] -21/11/23 10:10:53| INFO binmc_sld finished [took 182.3695s] -21/11/23 10:11:35| INFO binne_sld finished [took 160.0458s] -21/11/23 10:12:07| INFO ref finished [took 69.6779s] -21/11/23 10:12:15| INFO mulne_sld finished [took 135.2913s] -21/11/23 10:12:39| INFO m3wne_sld finished [took 139.5186s] -21/11/23 10:12:59| INFO m3wc_sld finished [took 137.3895s] -21/11/23 10:13:40| INFO doc finished [took 88.0917s] -21/11/23 10:13:45| INFO atc_mc finished [took 127.5778s] -21/11/23 10:14:00| INFO m3w_sld finished [took 246.7113s] -21/11/23 10:14:02| INFO binis_sld finished [took 196.6686s] -21/11/23 10:14:20| INFO mul_sld finished [took 249.4444s] -21/11/23 10:14:43| INFO gde finished [took 97.7221s] -21/11/23 10:59:52| INFO rca finished [took 2854.1910s] -21/11/23 11:00:19| INFO rca_star finished [took 2856.9970s] -21/11/23 11:06:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00993) [took 3482.0638s] -21/11/23 11:06:55| INFO mul_sld_gs finished [took 3536.8171s] -21/11/23 11:07:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00993) [took 3433.7378s] -21/11/23 11:07:25| INFO m3w_sld_gs finished [took 3454.3248s] -21/11/23 11:07:25| INFO Dataset sample 0.90 of dataset imdb finished [took 3583.1958s] +20/11/23 23:55:08| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3w_lsd does not exist' ---------------------------------------------------------------------------------------------------- -21/11/23 12:49:09| INFO dataset rcv1_CCAT [pool size: 10] -21/11/23 12:49:15| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +20/11/23 23:55:34| ERROR Evaluation over imdb failed. Exception: 'Invalid estimator: estimator m3wc_lsd does not exist' ---------------------------------------------------------------------------------------------------- -21/11/23 12:51:19| INFO dataset rcv1_CCAT [pool size: 10] -21/11/23 12:51:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT started -21/11/23 12:54:47| INFO m3wc_sld finished [took 196.6266s] -21/11/23 12:54:48| INFO m3wne_sld finished [took 200.5098s] -21/11/23 12:54:53| INFO mulis_sld finished [took 190.2711s] -21/11/23 12:55:30| INFO binis_sld finished [took 232.3390s] -21/11/23 12:55:34| INFO m3wis_sld finished [took 217.6735s] -21/11/23 12:55:38| INFO mulc_sld finished [took 208.2281s] -21/11/23 12:56:14| INFO mulmc_sld finished [took 237.9751s] -21/11/23 12:56:15| INFO bin_sld finished [took 266.9560s] -21/11/23 12:56:28| INFO binmc_sld finished [took 266.8258s] -21/11/23 13:00:52| INFO m3wmc_sld finished [took 357.5747s] -21/11/23 13:01:43| INFO binc_sld finished [took 392.3157s] -21/11/23 13:02:20| INFO ref finished [took 335.8482s] -21/11/23 13:02:25| INFO mulne_sld finished [took 361.4735s] -21/11/23 13:02:55| INFO binne_sld finished [took 436.2934s] -21/11/23 13:05:05| INFO m3w_sld finished [took 551.2006s] -21/11/23 13:05:51| INFO mul_sld finished [took 558.5698s] -21/11/23 13:07:30| INFO atc_mc finished [took 389.1109s] -21/11/23 13:07:52| INFO doc finished [took 358.4947s] -21/11/23 13:09:11| INFO gde finished [took 365.8771s] -21/11/23 13:17:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00585) [took 1529.1864s] -21/11/23 13:25:51| INFO bin_sld_gs finished [took 2006.0591s] -21/11/23 14:04:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00605) [took 4148.2619s] -21/11/23 14:04:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00605) [took 4136.4139s] -21/11/23 14:08:29| INFO mul_sld_gs finished [took 4407.1777s] -21/11/23 14:08:50| INFO m3w_sld_gs finished [took 4385.2300s] -21/11/23 14:15:44| INFO rca finished [took 4389.0900s] -21/11/23 14:15:46| INFO rca_star finished [took 4380.9926s] -21/11/23 14:15:46| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 5062.0989s] -21/11/23 14:15:46| INFO Dataset sample 0.20 of dataset rcv1_CCAT started -21/11/23 14:19:18| INFO m3wne_sld finished [took 209.2370s] -21/11/23 14:19:23| INFO m3wc_sld finished [took 209.0010s] -21/11/23 14:19:43| INFO m3wis_sld finished [took 202.4976s] -21/11/23 14:19:44| INFO mulis_sld finished [took 216.6760s] -21/11/23 14:19:46| INFO binis_sld finished [took 225.9242s] -21/11/23 14:20:13| INFO binmc_sld finished [took 226.3895s] -21/11/23 14:20:16| INFO bin_sld finished [took 242.4885s] -21/11/23 14:20:22| INFO mulc_sld finished [took 227.3747s] -21/11/23 14:20:57| INFO mulmc_sld finished [took 255.8821s] -21/11/23 14:25:55| INFO m3wmc_sld finished [took 388.9148s] -21/11/23 14:26:43| INFO ref finished [took 327.8211s] -21/11/23 14:27:04| INFO binc_sld finished [took 428.5380s] -21/11/23 14:27:18| INFO binne_sld finished [took 433.5433s] -21/11/23 14:27:24| INFO mulne_sld finished [took 404.5153s] -21/11/23 14:28:22| INFO m3w_sld finished [took 477.3696s] -21/11/23 14:28:38| INFO mul_sld finished [took 465.2861s] -21/11/23 14:32:46| INFO atc_mc finished [took 398.7857s] -21/11/23 14:32:52| INFO doc finished [took 353.2227s] -21/11/23 14:33:59| INFO gde finished [took 375.0917s] -21/11/23 14:45:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00765) [took 1742.4316s] -21/11/23 14:53:48| INFO bin_sld_gs finished [took 2216.5585s] -21/11/23 15:29:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00885) [took 4194.7912s] -21/11/23 15:30:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00885) [took 4242.9957s] -21/11/23 15:34:15| INFO mul_sld_gs finished [took 4477.9603s] -21/11/23 15:35:15| INFO m3w_sld_gs finished [took 4501.1789s] -21/11/23 15:41:14| INFO rca finished [took 4437.8055s] -21/11/23 15:41:18| INFO rca_star finished [took 4425.3195s] -21/11/23 15:41:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 5132.2646s] -21/11/23 15:41:18| INFO Dataset sample 0.30 of dataset rcv1_CCAT started -21/11/23 15:44:40| INFO binis_sld finished [took 185.3271s] -21/11/23 15:45:08| INFO m3wne_sld finished [took 225.9808s] -21/11/23 15:45:12| INFO m3wc_sld finished [took 224.9122s] -21/11/23 15:45:17| INFO m3wis_sld finished [took 198.6263s] -21/11/23 15:45:19| INFO mulis_sld finished [took 217.8250s] -21/11/23 15:45:30| INFO bin_sld finished [took 218.3796s] -21/11/23 15:45:41| INFO binmc_sld finished [took 216.8556s] -21/11/23 15:46:26| INFO mulc_sld finished [took 252.1148s] -21/11/23 15:46:28| INFO mulmc_sld finished [took 247.0350s] -21/11/23 15:50:53| INFO m3wmc_sld finished [took 365.1590s] -21/11/23 15:52:05| INFO ref finished [took 313.9595s] -21/11/23 15:52:12| INFO binc_sld finished [took 407.1139s] -21/11/23 15:52:31| INFO binne_sld finished [took 417.1947s] -21/11/23 15:52:36| INFO mulne_sld finished [took 396.3426s] -21/11/23 15:53:13| INFO m3w_sld finished [took 440.1704s] -21/11/23 15:54:07| INFO mul_sld finished [took 445.2076s] -21/11/23 15:58:14| INFO atc_mc finished [took 425.3155s] -21/11/23 15:58:39| INFO doc finished [took 380.1914s] -21/11/23 15:59:39| INFO gde finished [took 398.4721s] -21/11/23 16:16:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00779) [took 2061.6231s] -21/11/23 16:25:07| INFO bin_sld_gs finished [took 2555.9670s] -21/11/23 16:56:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00724) [took 4301.2337s] -21/11/23 16:57:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00724) [took 4313.6177s] -21/11/23 17:01:41| INFO mul_sld_gs finished [took 4585.2778s] -21/11/23 17:02:03| INFO m3w_sld_gs finished [took 4579.8531s] -21/11/23 17:08:39| INFO rca finished [took 4567.3738s] -21/11/23 17:08:46| INFO rca_star finished [took 4558.6572s] -21/11/23 17:08:46| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 5247.6454s] -21/11/23 17:08:46| INFO Dataset sample 0.40 of dataset rcv1_CCAT started -21/11/23 17:12:04| INFO binis_sld finished [took 184.6600s] -21/11/23 17:12:05| INFO m3wc_sld finished [took 193.3712s] -21/11/23 17:12:05| INFO mulis_sld finished [took 179.0054s] -21/11/23 17:12:24| INFO m3wne_sld finished [took 215.1426s] -21/11/23 17:12:37| INFO binmc_sld finished [took 194.7120s] -21/11/23 17:12:38| INFO bin_sld finished [took 206.2741s] -21/11/23 17:13:00| INFO m3wis_sld finished [took 221.4732s] -21/11/23 17:13:16| INFO mulmc_sld finished [took 217.5927s] -21/11/23 17:13:52| INFO mulc_sld finished [took 260.7791s] -21/11/23 17:18:26| INFO m3wmc_sld finished [took 375.1708s] -21/11/23 17:18:53| INFO binc_sld finished [took 384.5582s] -21/11/23 17:19:07| INFO binne_sld finished [took 391.1744s] -21/11/23 17:19:33| INFO ref finished [took 331.5894s] -21/11/23 17:19:43| INFO m3w_sld finished [took 408.0944s] -21/11/23 17:19:48| INFO mulne_sld finished [took 396.5630s] -21/11/23 17:20:05| INFO mul_sld finished [took 398.2566s] -21/11/23 17:25:13| INFO doc finished [took 370.5448s] -21/11/23 17:25:25| INFO atc_mc finished [took 408.3537s] -21/11/23 17:26:00| INFO gde finished [took 369.1184s] -21/11/23 17:46:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01086) [took 2194.7560s] -21/11/23 17:55:00| INFO bin_sld_gs finished [took 2715.2949s] -21/11/23 18:25:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00869) [took 4362.8549s] -21/11/23 18:25:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00869) [took 4377.3857s] -21/11/23 18:29:48| INFO mul_sld_gs finished [took 4647.4839s] -21/11/23 18:30:02| INFO m3w_sld_gs finished [took 4636.4229s] -21/11/23 18:36:22| INFO rca finished [took 4623.5878s] -21/11/23 18:36:28| INFO rca_star finished [took 4607.6113s] -21/11/23 18:36:28| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5262.3508s] -21/11/23 18:36:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT started -21/11/23 18:39:52| INFO m3wne_sld finished [took 200.9229s] -21/11/23 18:40:23| INFO m3wc_sld finished [took 226.0652s] -21/11/23 18:40:30| INFO mulis_sld finished [took 220.4251s] -21/11/23 18:40:34| INFO binis_sld finished [took 231.4459s] -21/11/23 18:40:35| INFO bin_sld finished [took 217.3232s] -21/11/23 18:40:35| INFO m3wis_sld finished [took 210.8155s] -21/11/23 18:40:40| INFO mulc_sld finished [took 200.7920s] -21/11/23 18:40:45| INFO mulmc_sld finished [took 199.8155s] -21/11/23 18:41:15| INFO binmc_sld finished [took 242.9171s] -21/11/23 18:46:27| INFO m3wmc_sld finished [took 385.0646s] -21/11/23 18:46:58| INFO ref finished [took 316.5508s] -21/11/23 18:47:04| INFO binc_sld finished [took 385.5751s] -21/11/23 18:47:21| INFO binne_sld finished [took 392.9406s] -21/11/23 18:47:49| INFO mulne_sld finished [took 395.1080s] -21/11/23 18:48:19| INFO m3w_sld finished [took 434.3244s] -21/11/23 18:48:34| INFO mul_sld finished [took 426.3324s] -21/11/23 18:53:38| INFO doc finished [took 390.2022s] -21/11/23 18:53:56| INFO atc_mc finished [took 434.8593s] -21/11/23 18:54:48| INFO gde finished [took 402.9942s] -21/11/23 19:14:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00681) [took 2208.4475s] -21/11/23 19:22:19| INFO bin_sld_gs finished [took 2685.6423s] -21/11/23 19:52:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00623) [took 4342.0127s] -21/11/23 19:53:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00623) [took 4351.5351s] -21/11/23 19:57:49| INFO mul_sld_gs finished [took 4637.7850s] -21/11/23 19:57:50| INFO m3w_sld_gs finished [took 4613.9057s] -21/11/23 20:04:37| INFO rca finished [took 4637.4816s] -21/11/23 20:04:55| INFO rca_star finished [took 4642.5593s] -21/11/23 20:04:55| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 5306.5435s] -21/11/23 20:04:55| INFO Dataset sample 0.60 of dataset rcv1_CCAT started -21/11/23 20:08:06| INFO m3wc_sld finished [took 183.4368s] -21/11/23 20:08:29| INFO m3wne_sld finished [took 211.1915s] -21/11/23 20:08:42| INFO m3wis_sld finished [took 191.0091s] -21/11/23 20:08:48| INFO binis_sld finished [took 218.1030s] -21/11/23 20:08:50| INFO mulis_sld finished [took 212.2706s] -21/11/23 20:09:21| INFO bin_sld finished [took 236.9134s] -21/11/23 20:09:25| INFO binmc_sld finished [took 228.6693s] -21/11/23 20:09:39| INFO mulmc_sld finished [took 224.8805s] -21/11/23 20:09:54| INFO mulc_sld finished [took 250.6695s] -21/11/23 20:14:47| INFO m3wmc_sld finished [took 394.8114s] -21/11/23 20:15:24| INFO binc_sld finished [took 394.6836s] -21/11/23 20:15:30| INFO binne_sld finished [took 391.3737s] -21/11/23 20:15:35| INFO ref finished [took 326.2040s] -21/11/23 20:16:49| INFO mulne_sld finished [took 428.0490s] -21/11/23 20:16:55| INFO m3w_sld finished [took 444.4332s] -21/11/23 20:17:42| INFO mul_sld finished [took 465.4966s] -21/11/23 20:21:55| INFO doc finished [took 382.4532s] -21/11/23 20:22:25| INFO atc_mc finished [took 445.8135s] -21/11/23 20:23:28| INFO gde finished [took 388.0293s] -21/11/23 20:42:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00551) [took 2178.4410s] -21/11/23 20:49:44| INFO bin_sld_gs finished [took 2622.2350s] -21/11/23 21:20:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00569) [took 4337.1547s] -21/11/23 21:21:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00569) [took 4314.4186s] -21/11/23 21:25:29| INFO mul_sld_gs finished [took 4611.2209s] -21/11/23 21:25:40| INFO m3w_sld_gs finished [took 4594.1856s] -21/11/23 21:32:15| INFO rca finished [took 4593.2886s] -21/11/23 21:32:31| INFO rca_star finished [took 4599.0356s] -21/11/23 21:32:31| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5256.0623s] -21/11/23 21:32:31| INFO Dataset sample 0.70 of dataset rcv1_CCAT started -21/11/23 21:36:04| INFO mulis_sld finished [took 188.9080s] -21/11/23 21:36:24| INFO m3wne_sld finished [took 228.9657s] -21/11/23 21:36:27| INFO m3wc_sld finished [took 227.0561s] -21/11/23 21:36:30| INFO binis_sld finished [took 223.2129s] -21/11/23 21:36:44| INFO m3wis_sld finished [took 213.4651s] -21/11/23 21:36:50| INFO binmc_sld finished [took 214.2182s] -21/11/23 21:37:07| INFO bin_sld finished [took 245.8889s] -21/11/23 21:37:36| INFO mulc_sld finished [took 254.0430s] -21/11/23 21:37:45| INFO mulmc_sld finished [took 253.4875s] -21/11/23 21:42:45| INFO m3wmc_sld finished [took 393.0229s] -21/11/23 21:43:16| INFO binc_sld finished [took 393.1787s] -21/11/23 21:43:48| INFO binne_sld finished [took 418.4200s] -21/11/23 21:43:52| INFO ref finished [took 346.6331s] -21/11/23 21:44:18| INFO mulne_sld finished [took 414.0491s] -21/11/23 21:44:40| INFO m3w_sld finished [took 454.9201s] -21/11/23 21:45:24| INFO mul_sld finished [took 448.8616s] -21/11/23 21:49:46| INFO doc finished [took 377.6572s] -21/11/23 21:50:04| INFO atc_mc finished [took 424.5041s] -21/11/23 21:50:54| INFO gde finished [took 383.5231s] -21/11/23 22:07:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01165) [took 2020.3595s] -21/11/23 22:15:07| INFO bin_sld_gs finished [took 2485.0383s] -21/11/23 22:48:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00799) [took 4323.9647s] -21/11/23 22:48:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00799) [took 4315.7725s] -21/11/23 22:52:50| INFO mul_sld_gs finished [took 4576.7145s] -21/11/23 22:53:06| INFO m3w_sld_gs finished [took 4568.6993s] -21/11/23 23:00:53| INFO rca_star finished [took 4601.2824s] -21/11/23 23:00:57| INFO rca finished [took 4614.2083s] -21/11/23 23:00:57| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 5305.8622s] -21/11/23 23:00:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT started -21/11/23 23:04:27| INFO m3wne_sld finished [took 206.9484s] -21/11/23 23:04:55| INFO m3wc_sld finished [took 229.4260s] -21/11/23 23:05:07| INFO mulis_sld finished [took 229.6879s] -21/11/23 23:05:18| INFO m3wis_sld finished [took 226.0338s] -21/11/23 23:05:24| INFO mulc_sld finished [took 215.0732s] -21/11/23 23:05:26| INFO mulmc_sld finished [took 213.0851s] -21/11/23 23:05:37| INFO binis_sld finished [took 265.1999s] -21/11/23 23:05:52| INFO bin_sld finished [took 268.5712s] -21/11/23 23:06:07| INFO binmc_sld finished [took 268.4998s] -21/11/23 23:11:10| INFO m3wmc_sld finished [took 392.5020s] -21/11/23 23:12:01| INFO ref finished [took 332.3662s] -21/11/23 23:12:38| INFO mulne_sld finished [took 397.8490s] -21/11/23 23:13:21| INFO m3w_sld finished [took 452.4670s] -21/11/23 23:13:24| INFO binc_sld finished [took 487.5875s] -21/11/23 23:13:28| INFO mul_sld finished [took 432.4091s] -21/11/23 23:13:32| INFO binne_sld finished [took 482.6751s] -21/11/23 23:17:58| INFO doc finished [took 344.4446s] -21/11/23 23:18:32| INFO atc_mc finished [took 427.6653s] -21/11/23 23:20:22| INFO gde finished [took 393.1416s] -21/11/23 23:31:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 1781.3736s] -21/11/23 23:42:16| INFO bin_sld_gs finished [took 2414.9537s] -22/11/23 00:14:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00875) [took 4140.3600s] -22/11/23 00:15:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00875) [took 4169.5044s] -22/11/23 00:18:39| INFO mul_sld_gs finished [took 4415.6828s] -22/11/23 00:19:19| INFO m3w_sld_gs finished [took 4418.9390s] -22/11/23 00:24:39| INFO rca finished [took 4302.3836s] -22/11/23 00:24:51| INFO rca_star finished [took 4275.2244s] -22/11/23 00:24:51| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 5034.4189s] -22/11/23 00:24:51| INFO Dataset sample 0.90 of dataset rcv1_CCAT started -22/11/23 00:28:12| INFO m3wne_sld finished [took 196.8983s] -22/11/23 00:28:41| INFO m3wc_sld finished [took 222.2506s] -22/11/23 00:28:45| INFO mulis_sld finished [took 212.7197s] -22/11/23 00:29:02| INFO m3wis_sld finished [took 215.9806s] -22/11/23 00:29:07| INFO mulc_sld finished [took 206.8745s] -22/11/23 00:29:07| INFO mulmc_sld finished [took 200.5218s] -22/11/23 00:29:51| INFO binis_sld finished [took 286.9601s] -22/11/23 00:30:15| INFO bin_sld finished [took 296.6886s] -22/11/23 00:30:35| INFO binmc_sld finished [took 303.7616s] -22/11/23 00:34:05| INFO m3wmc_sld finished [took 346.5160s] -22/11/23 00:36:18| INFO mulne_sld finished [took 377.1504s] -22/11/23 00:36:21| INFO ref finished [took 330.6925s] -22/11/23 00:36:53| INFO binc_sld finished [took 477.4226s] -22/11/23 00:37:15| INFO binne_sld finished [took 485.6467s] -22/11/23 00:38:35| INFO m3w_sld finished [took 549.9768s] -22/11/23 00:39:35| INFO mul_sld finished [took 546.0321s] -22/11/23 00:41:10| INFO atc_mc finished [took 412.7536s] -22/11/23 00:42:40| INFO doc finished [took 369.5493s] -22/11/23 00:44:07| INFO gde finished [took 397.7040s] -22/11/23 00:52:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00600) [took 1579.8876s] -22/11/23 00:59:22| INFO bin_sld_gs finished [took 2004.4674s] -22/11/23 01:35:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00749) [took 3982.4330s] -22/11/23 01:36:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00749) [took 4015.9827s] -22/11/23 01:40:39| INFO mul_sld_gs finished [took 4311.6553s] -22/11/23 01:41:23| INFO m3w_sld_gs finished [took 4325.4477s] -22/11/23 01:42:47| INFO rca finished [took 3966.9963s] -22/11/23 01:42:48| INFO rca_star finished [took 3941.6003s] -22/11/23 01:42:48| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 4676.7846s] +20/11/23 23:56:01| INFO dataset imdb [pool size: 10] +20/11/23 23:56:07| INFO Dataset sample 0.10 of dataset imdb started +20/11/23 23:56:53| WARNING Method bin_sld_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +20/11/23 23:57:15| INFO m3wis_sld finished [took 64.0465s] +20/11/23 23:57:17| INFO mulis_sld finished [took 66.0963s] +20/11/23 23:57:22| INFO m3wc_sld finished [took 70.8372s] +20/11/23 23:57:28| INFO m3wmc_sld finished [took 64.7279s] +20/11/23 23:57:30| INFO mulmc_sld finished [took 75.4552s] +20/11/23 23:57:30| INFO mulc_sld finished [took 70.0115s] +20/11/23 23:57:52| INFO binmc_sld finished [took 100.1785s] +20/11/23 23:57:53| INFO binis_sld finished [took 104.1115s] +20/11/23 23:58:34| INFO ref finished [took 38.6661s] +20/11/23 23:58:34| INFO bin_sld finished [took 98.8017s] +20/11/23 23:58:41| INFO mulne_sld finished [took 68.8498s] +20/11/23 23:59:00| INFO m3wne_sld finished [took 64.5812s] +20/11/23 23:59:03| INFO binne_sld finished [took 103.5451s] +20/11/23 23:59:03| INFO binc_sld finished [took 106.2723s] +20/11/23 23:59:28| INFO doc finished [took 49.3471s] +20/11/23 23:59:50| INFO atc_mc finished [took 73.2389s] +20/11/23 23:59:53| INFO gde finished [took 47.8691s] +21/11/23 00:00:30| INFO mul_sld finished [took 176.6108s] +21/11/23 00:00:34| INFO m3w_sld finished [took 183.3227s] ---------------------------------------------------------------------------------------------------- -22/11/23 02:04:01| INFO dataset cifar10_dog [pool size: 10] -22/11/23 02:04:01| INFO Dataset sample 0.10 of dataset cifar10_dog started -22/11/23 02:14:17| INFO m3w_sld finished [took 608.8702s] -22/11/23 02:14:26| INFO mul_sld finished [took 618.9848s] -22/11/23 02:14:26| INFO mulc_sld finished [took 613.5371s] -22/11/23 02:14:34| INFO m3wc_sld finished [took 617.4834s] -22/11/23 02:14:42| INFO m3wmc_sld finished [took 618.5396s] -22/11/23 02:14:43| INFO mulmc_sld finished [took 622.3506s] -22/11/23 02:17:03| INFO bin_sld finished [took 776.7543s] -22/11/23 02:17:12| INFO binne_sld finished [took 765.5150s] -22/11/23 02:17:19| INFO binc_sld finished [took 787.3335s] -22/11/23 02:17:23| INFO binmc_sld finished [took 784.7911s] -22/11/23 02:24:36| INFO ref finished [took 427.6408s] -22/11/23 02:25:28| INFO mulne_sld finished [took 659.4631s] -22/11/23 02:25:44| INFO m3wne_sld finished [took 667.7363s] -22/11/23 02:25:48| INFO mulis_sld finished [took 662.5440s] -22/11/23 02:25:59| INFO m3wis_sld finished [took 663.0551s] -22/11/23 02:26:46| INFO atc_mc finished [took 551.2621s] -22/11/23 02:28:08| INFO binis_sld finished [took 810.2192s] -22/11/23 02:32:51| INFO doc finished [took 482.8792s] -22/11/23 02:34:29| INFO gde finished [took 509.0790s] -22/11/23 02:50:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.16709) [took 2114.6955s] -22/11/23 02:59:38| INFO bin_sld_gs finished [took 2680.4334s] -22/11/23 03:18:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.12241) [took 3675.5341s] -22/11/23 03:18:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.12241) [took 3675.6244s] -22/11/23 03:23:14| INFO mul_sld_gs finished [took 3959.2981s] -22/11/23 03:23:25| INFO m3w_sld_gs finished [took 3961.7121s] -22/11/23 03:47:33| INFO rca_star finished [took 4896.3411s] -22/11/23 03:48:13| INFO rca finished [took 4952.5905s] -22/11/23 03:51:28| INFO mandoline finished [took 5118.4235s] -22/11/23 03:51:28| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 6446.5961s] -22/11/23 03:51:28| INFO Dataset sample 0.20 of dataset cifar10_dog started -22/11/23 04:01:48| INFO mul_sld finished [took 613.8672s] -22/11/23 04:01:49| INFO m3w_sld finished [took 613.8427s] -22/11/23 04:01:59| INFO m3wc_sld finished [took 615.6431s] -22/11/23 04:02:09| INFO mulc_sld finished [took 630.3407s] -22/11/23 04:02:15| INFO m3wmc_sld finished [took 625.8067s] -22/11/23 04:02:16| INFO mulmc_sld finished [took 628.8186s] -22/11/23 04:04:33| INFO binc_sld finished [took 776.7925s] -22/11/23 04:04:39| INFO bin_sld finished [took 786.4419s] -22/11/23 04:04:43| INFO binmc_sld finished [took 778.1190s] -22/11/23 04:04:55| INFO binne_sld finished [took 782.2513s] -22/11/23 04:12:12| INFO ref finished [took 437.4041s] -22/11/23 04:13:12| INFO m3wne_sld finished [took 671.1279s] -22/11/23 04:13:21| INFO mulne_sld finished [took 682.3828s] -22/11/23 04:13:52| INFO m3wis_sld finished [took 684.8241s] -22/11/23 04:13:54| INFO mulis_sld finished [took 692.0316s] -22/11/23 04:14:25| INFO atc_mc finished [took 559.7792s] -22/11/23 04:16:19| INFO binis_sld finished [took 848.2185s] -22/11/23 04:20:28| INFO doc finished [took 485.3333s] -22/11/23 04:22:49| INFO gde finished [took 526.6790s] -22/11/23 04:33:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.04296) [took 1872.9748s] -22/11/23 05:07:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.06855) [took 3772.4296s] -22/11/23 05:07:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.06855) [took 3781.2594s] -22/11/23 05:12:15| INFO bin_sld_gs finished [took 4185.6382s] -22/11/23 05:15:16| INFO mul_sld_gs finished [took 4231.7005s] -22/11/23 05:15:22| INFO m3w_sld_gs finished [took 4231.5261s] -22/11/23 05:37:21| INFO rca_star finished [took 5030.6111s] -22/11/23 05:37:59| INFO rca finished [took 5077.1804s] -22/11/23 05:41:15| INFO mandoline finished [took 5230.5453s] -22/11/23 05:41:15| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 6587.4038s] -22/11/23 05:41:15| INFO Dataset sample 0.30 of dataset cifar10_dog started -22/11/23 05:51:45| INFO mulmc_sld finished [took 610.4681s] -22/11/23 05:51:46| INFO mulc_sld finished [took 618.2436s] -22/11/23 05:51:48| INFO m3wmc_sld finished [took 611.5975s] -22/11/23 05:51:50| INFO mul_sld finished [took 628.6196s] -22/11/23 05:51:50| INFO m3wc_sld finished [took 621.0739s] -22/11/23 05:51:56| INFO m3w_sld finished [took 633.6129s] -22/11/23 05:54:13| INFO bin_sld finished [took 773.6402s] -22/11/23 05:54:35| INFO binmc_sld finished [took 783.7538s] -22/11/23 05:54:35| INFO binne_sld finished [took 778.7784s] -22/11/23 05:54:48| INFO binc_sld finished [took 803.8325s] -22/11/23 06:02:13| INFO ref finished [took 446.2583s] -22/11/23 06:03:02| INFO mulne_sld finished [took 666.3386s] -22/11/23 06:03:02| INFO m3wne_sld finished [took 664.6691s] -22/11/23 06:03:18| INFO m3wis_sld finished [took 675.5088s] -22/11/23 06:03:35| INFO mulis_sld finished [took 692.5243s] -22/11/23 06:04:22| INFO atc_mc finished [took 562.8785s] -22/11/23 06:06:07| INFO binis_sld finished [took 846.3399s] -22/11/23 06:10:29| INFO doc finished [took 485.3990s] -22/11/23 06:11:38| INFO gde finished [took 491.8759s] -22/11/23 06:24:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.04487) [took 1917.9571s] -22/11/23 06:33:56| INFO bin_sld_gs finished [took 2508.1629s] -22/11/23 06:55:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.03634) [took 3668.1752s] -22/11/23 06:56:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.03634) [took 3683.7813s] -22/11/23 07:02:01| INFO mul_sld_gs finished [took 4058.1223s] -22/11/23 07:02:41| INFO m3w_sld_gs finished [took 4074.8946s] -22/11/23 07:25:17| INFO rca_star finished [took 4924.9923s] -22/11/23 07:25:49| INFO rca finished [took 4955.8367s] -22/11/23 07:29:07| INFO mandoline finished [took 5118.9174s] -22/11/23 07:29:07| INFO Dataset sample 0.30 of dataset cifar10_dog finished [took 6471.4994s] -22/11/23 07:29:07| INFO Dataset sample 0.40 of dataset cifar10_dog started -22/11/23 07:39:32| INFO mul_sld finished [took 619.0302s] -22/11/23 07:39:41| INFO m3wmc_sld finished [took 610.7686s] -22/11/23 07:39:41| INFO m3w_sld finished [took 626.2320s] -22/11/23 07:39:51| INFO mulmc_sld finished [took 625.4114s] -22/11/23 07:39:55| INFO mulc_sld finished [took 637.8961s] -22/11/23 07:40:14| INFO m3wc_sld finished [took 652.4620s] -22/11/23 07:42:14| INFO bin_sld finished [took 781.9905s] -22/11/23 07:42:17| INFO binmc_sld finished [took 772.4682s] -22/11/23 07:42:18| INFO binc_sld finished [took 781.7311s] -22/11/23 07:42:36| INFO binne_sld finished [took 785.2096s] -22/11/23 07:49:54| INFO ref finished [took 443.9182s] -22/11/23 07:50:57| INFO mulne_sld finished [took 674.4018s] -22/11/23 07:51:18| INFO m3wne_sld finished [took 686.2742s] -22/11/23 07:51:35| INFO mulis_sld finished [took 692.0935s] -22/11/23 07:51:59| INFO m3wis_sld finished [took 711.6127s] -22/11/23 07:52:05| INFO atc_mc finished [took 555.9847s] -22/11/23 07:54:29| INFO binis_sld finished [took 876.3718s] -22/11/23 07:58:26| INFO doc finished [took 500.3376s] -22/11/23 08:00:25| INFO gde finished [took 520.9511s] -22/11/23 08:10:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.03806) [took 1786.2873s] -22/11/23 08:19:40| INFO bin_sld_gs finished [took 2354.1484s] -22/11/23 08:41:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02311) [took 3546.9487s] -22/11/23 08:41:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.02311) [took 3554.2054s] -22/11/23 08:46:26| INFO m3w_sld_gs finished [took 3837.4147s] -22/11/23 08:46:30| INFO mul_sld_gs finished [took 3846.1114s] -22/11/23 09:10:43| INFO rca_star finished [took 4754.4271s] -22/11/23 09:11:25| INFO rca finished [took 4818.2524s] -22/11/23 09:14:57| INFO mandoline finished [took 4968.7182s] -22/11/23 09:14:57| INFO Dataset sample 0.40 of dataset cifar10_dog finished [took 6350.5544s] -22/11/23 09:14:57| INFO Dataset sample 0.50 of dataset cifar10_dog started -22/11/23 09:25:18| INFO mul_sld finished [took 613.7114s] -22/11/23 09:25:29| INFO m3wmc_sld finished [took 610.6643s] -22/11/23 09:25:30| INFO m3w_sld finished [took 624.8665s] -22/11/23 09:25:35| INFO mulc_sld finished [took 627.7778s] -22/11/23 09:25:36| INFO mulmc_sld finished [took 620.5300s] -22/11/23 09:26:04| INFO m3wc_sld finished [took 652.3475s] -22/11/23 09:28:07| INFO binmc_sld finished [took 773.8107s] -22/11/23 09:28:08| INFO bin_sld finished [took 785.5053s] -22/11/23 09:28:26| INFO binne_sld finished [took 785.0050s] -22/11/23 09:28:34| INFO binc_sld finished [took 806.3349s] -22/11/23 09:35:54| INFO ref finished [took 438.0337s] -22/11/23 09:37:01| INFO mulne_sld finished [took 691.4127s] -22/11/23 09:37:14| INFO mulis_sld finished [took 686.2120s] -22/11/23 09:37:15| INFO m3wne_sld finished [took 695.7929s] -22/11/23 09:37:22| INFO m3wis_sld finished [took 694.6133s] -22/11/23 09:38:02| INFO atc_mc finished [took 555.7139s] -22/11/23 09:39:46| INFO binis_sld finished [took 843.3247s] -22/11/23 09:44:17| INFO doc finished [took 492.4518s] -22/11/23 09:45:58| INFO gde finished [took 512.6360s] -22/11/23 09:55:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01411) [took 1737.0047s] -22/11/23 10:05:00| INFO bin_sld_gs finished [took 2323.2845s] -22/11/23 10:28:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02461) [took 3594.6107s] -22/11/23 10:28:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02461) [took 3608.0139s] -22/11/23 10:33:09| INFO mul_sld_gs finished [took 3889.2213s] -22/11/23 10:33:09| INFO m3w_sld_gs finished [took 3890.4416s] -22/11/23 10:56:41| INFO rca_star finished [took 4759.1108s] -22/11/23 10:57:50| INFO rca finished [took 4837.0933s] -22/11/23 11:01:13| INFO mandoline finished [took 5019.8748s] -22/11/23 11:01:13| INFO Dataset sample 0.50 of dataset cifar10_dog finished [took 6375.5320s] -22/11/23 11:01:13| INFO Dataset sample 0.60 of dataset cifar10_dog started -22/11/23 11:11:43| INFO mul_sld finished [took 622.4048s] -22/11/23 11:12:00| INFO m3wc_sld finished [took 632.7561s] -22/11/23 11:12:02| INFO m3w_sld finished [took 640.6965s] -22/11/23 11:12:09| INFO mulc_sld finished [took 645.4290s] -22/11/23 11:12:10| INFO mulmc_sld finished [took 639.0624s] -22/11/23 11:12:36| INFO m3wmc_sld finished [took 661.0043s] -22/11/23 11:14:23| INFO binc_sld finished [took 779.7207s] -22/11/23 11:14:26| INFO bin_sld finished [took 788.3661s] -22/11/23 11:14:28| INFO binne_sld finished [took 771.7005s] -22/11/23 11:14:30| INFO binmc_sld finished [took 780.3229s] -22/11/23 11:22:12| INFO ref finished [took 452.2619s] -22/11/23 11:23:22| INFO mulne_sld finished [took 687.4685s] -22/11/23 11:23:34| INFO m3wne_sld finished [took 684.2222s] -22/11/23 11:23:48| INFO mulis_sld finished [took 687.5756s] -22/11/23 11:23:50| INFO atc_mc finished [took 546.2102s] -22/11/23 11:24:06| INFO m3wis_sld finished [took 706.2839s] -22/11/23 11:26:28| INFO binis_sld finished [took 854.0778s] -22/11/23 11:30:24| INFO doc finished [took 480.1948s] -22/11/23 11:32:31| INFO gde finished [took 511.9361s] -22/11/23 11:41:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04057) [took 1698.2559s] -22/11/23 11:50:53| INFO bin_sld_gs finished [took 2283.9304s] -22/11/23 12:14:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.03740) [took 3579.5109s] -22/11/23 12:14:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.03740) [took 3612.9347s] -22/11/23 12:19:18| INFO m3w_sld_gs finished [took 3880.3757s] -22/11/23 12:19:36| INFO mul_sld_gs finished [took 3901.0627s] -22/11/23 12:43:00| INFO rca finished [took 4766.8171s] -22/11/23 12:43:02| INFO rca_star finished [took 4756.7437s] -22/11/23 12:46:44| INFO mandoline finished [took 4963.0674s] -22/11/23 12:46:44| INFO Dataset sample 0.60 of dataset cifar10_dog finished [took 6331.1851s] -22/11/23 12:46:44| INFO Dataset sample 0.70 of dataset cifar10_dog started -22/11/23 12:57:10| INFO mul_sld finished [took 620.5097s] -22/11/23 12:57:10| INFO mulmc_sld finished [took 607.9533s] -22/11/23 12:57:24| INFO m3w_sld finished [took 632.3942s] -22/11/23 12:57:29| INFO m3wmc_sld finished [took 624.8000s] -22/11/23 12:57:36| INFO mulc_sld finished [took 640.0806s] -22/11/23 12:57:46| INFO m3wc_sld finished [took 647.2483s] -22/11/23 12:59:39| INFO bin_sld finished [took 770.0241s] -22/11/23 12:59:55| INFO binmc_sld finished [took 774.1739s] -22/11/23 13:00:02| INFO binc_sld finished [took 788.5950s] -22/11/23 13:00:23| INFO binne_sld finished [took 795.6978s] -22/11/23 13:07:42| INFO ref finished [took 448.2068s] -22/11/23 13:08:36| INFO m3wne_sld finished [took 673.7944s] -22/11/23 13:08:50| INFO mulne_sld finished [took 689.0938s] -22/11/23 13:09:17| INFO mulis_sld finished [took 695.7729s] -22/11/23 13:09:29| INFO m3wis_sld finished [took 701.9773s] -22/11/23 13:09:45| INFO atc_mc finished [took 549.9233s] -22/11/23 13:12:05| INFO binis_sld finished [took 868.2681s] -22/11/23 13:16:04| INFO doc finished [took 490.7117s] -22/11/23 13:18:07| INFO gde finished [took 519.7809s] -22/11/23 13:25:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08821) [took 1665.6849s] -22/11/23 13:35:09| INFO bin_sld_gs finished [took 2227.7741s] -22/11/23 13:58:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.09539) [took 3544.4101s] -22/11/23 13:58:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.09539) [took 3530.0299s] -22/11/23 14:03:40| INFO m3w_sld_gs finished [took 3813.6738s] -22/11/23 14:03:45| INFO mul_sld_gs finished [took 3835.9622s] -22/11/23 14:27:19| INFO rca_star finished [took 4699.3097s] -22/11/23 14:28:36| INFO rca finished [took 4788.4544s] -22/11/23 14:31:54| INFO mandoline finished [took 4933.0900s] -22/11/23 14:31:54| INFO Dataset sample 0.70 of dataset cifar10_dog finished [took 6309.6321s] -22/11/23 14:31:54| INFO Dataset sample 0.80 of dataset cifar10_dog started -22/11/23 14:42:14| INFO m3w_sld finished [took 613.0722s] -22/11/23 14:42:22| INFO mul_sld finished [took 620.5582s] -22/11/23 14:42:23| INFO m3wc_sld finished [took 616.8784s] -22/11/23 14:42:38| INFO mulmc_sld finished [took 626.9553s] -22/11/23 14:42:50| INFO mulc_sld finished [took 644.2777s] -22/11/23 14:42:53| INFO m3wmc_sld finished [took 639.7235s] -22/11/23 14:45:06| INFO binc_sld finished [took 782.6383s] -22/11/23 14:45:06| INFO bin_sld finished [took 787.8876s] -22/11/23 14:45:08| INFO binmc_sld finished [took 779.1338s] -22/11/23 14:45:18| INFO binne_sld finished [took 781.0382s] -22/11/23 14:52:54| INFO ref finished [took 453.9218s] -22/11/23 14:53:45| INFO m3wne_sld finished [took 671.2650s] -22/11/23 14:54:00| INFO mulne_sld finished [took 697.9210s] -22/11/23 14:54:02| INFO mulis_sld finished [took 672.5176s] -22/11/23 14:54:52| INFO atc_mc finished [took 563.0307s] -22/11/23 14:55:01| INFO m3wis_sld finished [took 718.2600s] -22/11/23 14:56:29| INFO binis_sld finished [took 835.0938s] -22/11/23 15:01:20| INFO doc finished [took 494.1024s] -22/11/23 15:02:49| INFO gde finished [took 515.2017s] -22/11/23 15:09:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.14432) [took 1604.9898s] -22/11/23 15:19:13| INFO bin_sld_gs finished [took 2167.1805s] -22/11/23 15:43:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09222) [took 3518.0085s] -22/11/23 15:44:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09222) [took 3526.2828s] -22/11/23 15:51:20| INFO m3w_sld_gs finished [took 3963.6694s] -22/11/23 15:51:28| INFO mul_sld_gs finished [took 3972.1147s] -22/11/23 16:13:28| INFO rca_star finished [took 4756.3929s] -22/11/23 16:14:31| INFO rca finished [took 4835.8547s] -22/11/23 16:17:57| INFO mandoline finished [took 4973.6949s] -22/11/23 16:17:57| INFO Dataset sample 0.80 of dataset cifar10_dog finished [took 6363.6032s] -22/11/23 16:17:57| INFO Dataset sample 0.90 of dataset cifar10_dog started -22/11/23 16:28:15| INFO mul_sld finished [took 610.7921s] -22/11/23 16:28:27| INFO m3wmc_sld finished [took 609.4004s] -22/11/23 16:28:30| INFO m3w_sld finished [took 624.7984s] -22/11/23 16:28:37| INFO mulc_sld finished [took 627.8362s] -22/11/23 16:28:48| INFO mulmc_sld finished [took 633.3178s] -22/11/23 16:28:50| INFO m3wc_sld finished [took 638.0985s] -22/11/23 16:30:57| INFO binc_sld finished [took 771.0519s] -22/11/23 16:31:17| INFO binne_sld finished [took 775.5187s] -22/11/23 16:31:20| INFO bin_sld finished [took 797.1809s] -22/11/23 16:31:25| INFO binmc_sld finished [took 791.5543s] -22/11/23 16:38:58| INFO ref finished [took 447.4417s] -22/11/23 16:39:56| INFO mulne_sld finished [took 690.0453s] -22/11/23 16:40:11| INFO m3wne_sld finished [took 692.7897s] -22/11/23 16:40:12| INFO m3wis_sld finished [took 674.0822s] -22/11/23 16:40:14| INFO mulis_sld finished [took 686.2101s] -22/11/23 16:41:08| INFO atc_mc finished [took 571.2935s] -22/11/23 16:42:42| INFO binis_sld finished [took 840.8234s] -22/11/23 16:47:26| INFO doc finished [took 495.2123s] -22/11/23 16:48:54| INFO gde finished [took 510.9028s] -22/11/23 16:57:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.19821) [took 1730.8946s] -22/11/23 17:07:35| INFO bin_sld_gs finished [took 2310.7076s] -22/11/23 17:30:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.10589) [took 3542.3907s] -22/11/23 17:30:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.10589) [took 3566.1132s] -22/11/23 17:35:15| INFO m3w_sld_gs finished [took 3825.8292s] -22/11/23 17:35:16| INFO mul_sld_gs finished [took 3848.3973s] -22/11/23 17:59:43| INFO rca_star finished [took 4761.7472s] -22/11/23 18:00:40| INFO rca finished [took 4832.6412s] -22/11/23 18:04:02| INFO mandoline finished [took 5019.1897s] -22/11/23 18:04:02| INFO Dataset sample 0.90 of dataset cifar10_dog finished [took 6364.7331s] +21/11/23 12:29:26| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:29:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +21/11/23 12:29:33| WARNING Method mulmc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q' +21/11/23 12:29:34| WARNING Method m3wis_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q' +21/11/23 12:29:35| WARNING Method m3wc_sld failed. Exception: 'EvaluationMethod' object has no attribute 'q' ---------------------------------------------------------------------------------------------------- -22/11/23 18:11:55| INFO dataset rcv1_CCAT [pool size: 10] -22/11/23 18:12:00| INFO Dataset sample 0.10 of dataset rcv1_CCAT started -22/11/23 18:14:22| INFO m3wc_sld finished [took 132.5171s] -22/11/23 18:14:25| INFO m3wis_sld finished [took 118.8581s] -22/11/23 18:14:25| INFO ref finished [took 108.7953s] -22/11/23 18:14:29| INFO m3w_sld finished [took 145.1319s] -22/11/23 18:14:30| INFO m3wne_sld finished [took 131.6791s] -22/11/23 18:14:38| INFO m3wmc_sld finished [took 146.3998s] -22/11/23 18:25:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00577) [took 760.1864s] -22/11/23 18:25:59| INFO m3w_sld_gs finished [took 807.5217s] -22/11/23 18:25:59| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 838.4384s] -22/11/23 18:25:59| INFO Dataset sample 0.20 of dataset rcv1_CCAT started -22/11/23 18:28:32| INFO m3w_sld finished [took 149.3320s] -22/11/23 18:28:38| INFO m3wmc_sld finished [took 143.3339s] -22/11/23 18:28:40| INFO m3wc_sld finished [took 152.0751s] -22/11/23 18:28:40| INFO ref finished [took 119.6673s] -22/11/23 18:28:48| INFO m3wis_sld finished [took 139.9003s] -22/11/23 18:28:49| INFO m3wne_sld finished [took 147.4952s] -22/11/23 18:39:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00710) [took 770.0786s] -22/11/23 18:40:14| INFO m3w_sld_gs finished [took 817.1699s] -22/11/23 18:40:14| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 854.7803s] -22/11/23 18:40:14| INFO Dataset sample 0.30 of dataset rcv1_CCAT started -22/11/23 18:43:04| INFO ref finished [took 124.4861s] -22/11/23 18:43:05| INFO m3w_sld finished [took 167.9473s] -22/11/23 18:43:06| INFO m3wmc_sld finished [took 156.2510s] -22/11/23 18:43:08| INFO m3wc_sld finished [took 165.1456s] -22/11/23 18:43:13| INFO m3wis_sld finished [took 147.2690s] -22/11/23 18:43:17| INFO m3wne_sld finished [took 158.8413s] -22/11/23 18:54:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00925) [took 789.8104s] -22/11/23 18:54:52| INFO m3w_sld_gs finished [took 837.5472s] -22/11/23 18:54:52| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 877.8955s] -22/11/23 18:54:52| INFO Dataset sample 0.40 of dataset rcv1_CCAT started -22/11/23 18:57:23| INFO m3w_sld finished [took 148.3195s] -22/11/23 18:57:30| INFO m3wmc_sld finished [took 145.7471s] -22/11/23 18:57:31| INFO ref finished [took 120.7757s] -22/11/23 18:57:36| INFO m3wc_sld finished [took 157.7704s] -22/11/23 18:57:43| INFO m3wne_sld finished [took 151.1238s] -22/11/23 18:57:53| INFO m3wis_sld finished [took 154.7324s] -22/11/23 19:08:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01189) [took 808.4809s] -22/11/23 19:09:41| INFO m3w_sld_gs finished [took 855.6246s] -22/11/23 19:09:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 889.8107s] -22/11/23 19:09:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT started -22/11/23 19:12:24| INFO m3w_sld finished [took 159.6688s] -22/11/23 19:12:25| INFO ref finished [took 118.1162s] -22/11/23 19:12:33| INFO m3wmc_sld finished [took 158.5587s] -22/11/23 19:12:36| INFO m3wne_sld finished [took 151.7698s] -22/11/23 19:12:41| INFO m3wc_sld finished [took 170.6292s] -22/11/23 19:12:41| INFO m3wis_sld finished [took 148.7262s] -22/11/23 19:23:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01201) [took 806.8229s] -22/11/23 19:24:35| INFO m3w_sld_gs finished [took 855.0132s] -22/11/23 19:24:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 893.3306s] -22/11/23 19:24:35| INFO Dataset sample 0.60 of dataset rcv1_CCAT started -22/11/23 19:27:22| INFO m3w_sld finished [took 164.2611s] -22/11/23 19:27:24| INFO ref finished [took 128.6429s] -22/11/23 19:27:28| INFO m3wne_sld finished [took 152.0422s] -22/11/23 19:27:30| INFO m3wis_sld finished [took 146.4067s] -22/11/23 19:27:30| INFO m3wmc_sld finished [took 163.4932s] -22/11/23 19:27:36| INFO m3wc_sld finished [took 174.6631s] -22/11/23 19:38:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01344) [took 779.9355s] -22/11/23 19:38:58| INFO m3w_sld_gs finished [took 827.8476s] -22/11/23 19:38:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 862.8897s] -22/11/23 19:38:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT started -22/11/23 19:41:40| INFO m3wc_sld finished [took 154.0147s] -22/11/23 19:41:48| INFO m3w_sld finished [took 167.3630s] -22/11/23 19:41:51| INFO m3wmc_sld finished [took 157.6084s] -22/11/23 19:41:53| INFO ref finished [took 131.6654s] -22/11/23 19:41:56| INFO m3wne_sld finished [took 156.5850s] -22/11/23 19:42:00| INFO m3wis_sld finished [took 152.7024s] -22/11/23 19:52:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01149) [took 806.0229s] -22/11/23 19:53:47| INFO m3w_sld_gs finished [took 853.9109s] -22/11/23 19:53:47| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 889.2442s] -22/11/23 19:53:47| INFO Dataset sample 0.80 of dataset rcv1_CCAT started -22/11/23 19:56:28| INFO m3w_sld finished [took 158.0458s] -22/11/23 19:56:32| INFO m3wmc_sld finished [took 150.1753s] -22/11/23 19:56:34| INFO m3wne_sld finished [took 143.2132s] -22/11/23 19:56:34| INFO m3wc_sld finished [took 158.6395s] -22/11/23 19:56:41| INFO m3wis_sld finished [took 143.7058s] -22/11/23 19:56:43| INFO ref finished [took 131.2530s] -22/11/23 20:07:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00667) [took 767.0383s] -22/11/23 20:08:02| INFO m3w_sld_gs finished [took 815.4612s] -22/11/23 20:08:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 855.2950s] -22/11/23 20:08:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT started -22/11/23 20:10:39| INFO m3wc_sld finished [took 148.6246s] -22/11/23 20:10:43| INFO m3wne_sld finished [took 139.3615s] -22/11/23 20:10:48| INFO m3wmc_sld finished [took 150.8955s] -22/11/23 20:10:48| INFO m3wis_sld finished [took 137.8562s] -22/11/23 20:10:50| INFO ref finished [took 126.2941s] -22/11/23 20:10:50| INFO m3w_sld finished [took 164.5047s] -22/11/23 20:21:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00779) [took 767.6325s] -22/11/23 20:22:13| INFO m3w_sld_gs finished [took 815.3539s] -22/11/23 20:22:13| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 851.1516s] +21/11/23 12:29:53| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:30:02| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +21/11/23 12:30:06| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined ---------------------------------------------------------------------------------------------------- -22/11/23 21:34:29| INFO dataset rcv1_GCAT [pool size: 10] -22/11/23 21:34:34| INFO Dataset sample 0.10 of dataset rcv1_GCAT started -22/11/23 21:36:48| INFO mulc_sld finished [took 112.8084s] -22/11/23 21:37:02| INFO binne_sld finished [took 96.0149s] -22/11/23 21:37:21| INFO bin_sld finished [took 164.0656s] -22/11/23 21:37:37| INFO binc_sld finished [took 166.3021s] -22/11/23 21:37:42| INFO m3w_sld finished [took 178.1518s] -22/11/23 21:37:57| INFO m3wc_sld finished [took 176.7652s] -22/11/23 21:38:03| INFO binmc_sld finished [took 174.2003s] -22/11/23 21:38:07| INFO m3wmc_sld finished [took 167.4303s] -22/11/23 21:38:17| INFO mulmc_sld finished [took 183.7776s] -22/11/23 21:38:33| 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 -22/11/23 21:39:15| INFO mul_sld finished [took 275.2884s] -22/11/23 21:40:36| INFO mulne_sld finished [took 223.4173s] -22/11/23 21:40:41| INFO m3wne_sld finished [took 214.6766s] -22/11/23 21:41:23| INFO binis_sld finished [took 236.6607s] -22/11/23 21:41:53| INFO m3wis_sld finished [took 244.2287s] -22/11/23 21:42:01| INFO mulis_sld finished [took 258.6646s] -22/11/23 21:42:20| INFO ref finished [took 237.6574s] -22/11/23 21:42:51| INFO atc_mc finished [took 252.8951s] -22/11/23 21:43:19| INFO doc finished [took 233.1199s] -22/11/23 21:46:18| INFO gde finished [took 288.0360s] -22/11/23 22:21:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00589) [took 2596.9217s] -22/11/23 22:27:49| INFO m3w_sld_gs finished [took 2974.5469s] -22/11/23 22:29:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00754) [took 3099.6747s] -22/11/23 22:34:03| INFO mul_sld_gs finished [took 3354.7404s] -22/11/23 22:43:23| INFO rca finished [took 3760.5542s] -22/11/23 22:43:27| INFO rca_star finished [took 3758.0984s] -22/11/23 22:52:44| INFO mandoline finished [took 4243.1679s] -22/11/23 22:52:44| INFO Dataset sample 0.10 of dataset rcv1_GCAT finished [took 4689.9850s] -22/11/23 22:52:44| INFO Dataset sample 0.20 of dataset rcv1_GCAT started -22/11/23 22:54:59| INFO m3w_sld finished [took 123.9110s] -22/11/23 22:55:23| INFO m3wmc_sld finished [took 112.3163s] -22/11/23 22:55:54| INFO mulc_sld finished [took 168.5599s] -22/11/23 22:55:56| INFO bin_sld finished [took 189.1257s] -22/11/23 22:56:11| INFO m3wc_sld finished [took 180.5087s] -22/11/23 22:56:13| INFO mulmc_sld finished [took 167.7909s] -22/11/23 22:56:35| INFO mul_sld finished [took 224.8312s] -22/11/23 22:56:50| INFO binmc_sld finished [took 211.3909s] -22/11/23 22:57:02| INFO binc_sld finished [took 242.1542s] -22/11/23 22:57:28| INFO binne_sld finished [took 228.1177s] -22/11/23 22:59:01| INFO mulne_sld finished [took 236.1188s] -22/11/23 22:59:33| INFO m3wne_sld finished [took 243.0177s] -22/11/23 23:00:15| INFO mulis_sld finished [took 250.2579s] -22/11/23 23:00:59| INFO m3wis_sld finished [took 283.9276s] -22/11/23 23:02:10| INFO ref finished [took 301.8968s] -22/11/23 23:02:43| INFO binis_sld finished [took 403.9164s] -22/11/23 23:02:55| INFO atc_mc finished [took 317.1908s] -22/11/23 23:04:48| INFO doc finished [took 336.0960s] -22/11/23 23:08:01| INFO gde finished [took 412.1785s] -22/11/23 23:26:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00815) [took 1805.6920s] -22/11/23 23:35:01| INFO bin_sld_gs finished [took 2318.8880s] -22/11/23 23:47:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00601) [took 3003.0418s] -22/11/23 23:53:48| INFO m3w_sld_gs finished [took 3409.7680s] -22/11/23 23:58:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00664) [took 3704.1129s] -23/11/23 00:03:03| INFO mul_sld_gs finished [took 3983.0059s] -23/11/23 00:11:36| INFO rca finished [took 4313.4684s] -23/11/23 00:11:57| INFO rca_star finished [took 4293.5614s] -23/11/23 00:21:07| INFO mandoline finished [took 4726.9787s] -23/11/23 00:21:07| INFO Dataset sample 0.20 of dataset rcv1_GCAT finished [took 5303.1089s] -23/11/23 00:21:07| INFO Dataset sample 0.30 of dataset rcv1_GCAT started -23/11/23 00:23:36| INFO bin_sld finished [took 145.6711s] -23/11/23 00:23:50| INFO mul_sld finished [took 156.5291s] -23/11/23 00:24:06| INFO m3wc_sld finished [took 151.1949s] -23/11/23 00:24:20| INFO m3w_sld finished [took 182.1882s] -23/11/23 00:24:37| INFO mulmc_sld finished [took 169.5278s] -23/11/23 00:24:37| INFO mulc_sld finished [took 188.3250s] -23/11/23 00:24:45| INFO m3wmc_sld finished [took 170.5893s] -23/11/23 00:24:53| INFO binc_sld finished [took 208.7789s] -23/11/23 00:25:15| INFO binmc_sld finished [took 212.4442s] -23/11/23 00:25:36| INFO binne_sld finished [took 214.4027s] -23/11/23 00:28:06| INFO m3wne_sld finished [took 248.6475s] -23/11/23 00:28:15| INFO mulne_sld finished [took 274.3995s] -23/11/23 00:29:17| INFO binis_sld finished [took 305.6829s] -23/11/23 00:29:35| INFO mulis_sld finished [took 310.4270s] -23/11/23 00:29:36| INFO m3wis_sld finished [took 294.4840s] -23/11/23 00:30:13| INFO ref finished [took 287.0932s] -23/11/23 00:31:27| INFO atc_mc finished [took 340.7483s] -23/11/23 00:34:40| INFO doc finished [took 383.3839s] -23/11/23 00:36:36| INFO gde finished [took 409.9112s] -23/11/23 00:55:13| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00490) [took 1825.5924s] -23/11/23 01:04:34| INFO bin_sld_gs finished [took 2386.4699s] -23/11/23 01:16:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00440) [took 3068.9067s] -23/11/23 01:22:53| INFO m3w_sld_gs finished [took 3473.1336s] -23/11/23 01:28:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00594) [took 3794.0099s] -23/11/23 01:33:00| INFO mul_sld_gs finished [took 4086.0298s] -23/11/23 01:41:19| INFO rca finished [took 4375.4077s] -23/11/23 01:41:47| INFO rca_star finished [took 4338.1818s] -23/11/23 01:50:07| INFO mandoline finished [took 4811.4837s] -23/11/23 01:50:07| INFO Dataset sample 0.30 of dataset rcv1_GCAT finished [took 5339.4115s] -23/11/23 01:50:07| INFO Dataset sample 0.40 of dataset rcv1_GCAT started -23/11/23 01:52:32| INFO mul_sld finished [took 138.6964s] -23/11/23 01:52:42| INFO binmc_sld finished [took 118.8183s] -23/11/23 01:53:16| INFO bin_sld finished [took 186.9648s] -23/11/23 01:53:18| INFO m3w_sld finished [took 180.4965s] -23/11/23 01:53:35| INFO mulc_sld finished [took 185.2010s] -23/11/23 01:53:42| INFO m3wc_sld finished [took 186.5945s] -23/11/23 01:53:48| INFO binc_sld finished [took 203.7633s] -23/11/23 01:54:00| INFO mulmc_sld finished [took 188.5804s] -23/11/23 01:54:02| INFO m3wmc_sld finished [took 186.1040s] -23/11/23 01:54:19| INFO binne_sld finished [took 193.5205s] -23/11/23 01:57:20| INFO mulne_sld finished [took 283.4118s] -23/11/23 01:57:23| INFO m3wne_sld finished [took 273.0946s] -23/11/23 01:58:14| INFO binis_sld finished [took 292.3694s] -23/11/23 01:58:36| INFO mulis_sld finished [took 309.1338s] -23/11/23 01:58:37| INFO m3wis_sld finished [took 295.2486s] -23/11/23 01:58:48| INFO ref finished [took 276.1728s] -23/11/23 01:59:19| INFO atc_mc finished [took 288.4264s] -23/11/23 02:03:57| INFO doc finished [took 385.1058s] -23/11/23 02:05:20| INFO gde finished [took 393.2409s] -23/11/23 02:27:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00614) [took 2028.0871s] -23/11/23 02:36:39| INFO bin_sld_gs finished [took 2569.9734s] -23/11/23 02:48:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00993) [took 3251.0350s] -23/11/23 02:54:51| INFO m3w_sld_gs finished [took 3645.3533s] -23/11/23 02:59:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00941) [took 3935.2930s] -23/11/23 03:04:17| INFO mul_sld_gs finished [took 4221.0505s] -23/11/23 03:12:58| INFO rca finished [took 4516.4737s] -23/11/23 03:13:06| INFO rca_star finished [took 4483.1967s] -23/11/23 03:21:25| INFO mandoline finished [took 4947.7152s] -23/11/23 03:21:25| INFO Dataset sample 0.40 of dataset rcv1_GCAT finished [took 5478.7012s] -23/11/23 03:21:25| INFO Dataset sample 0.50 of dataset rcv1_GCAT started -23/11/23 03:23:54| INFO m3wc_sld finished [took 123.4242s] -23/11/23 03:24:02| INFO binne_sld finished [took 101.6171s] -23/11/23 03:24:26| INFO mul_sld finished [took 174.9225s] -23/11/23 03:24:35| INFO bin_sld finished [took 187.1493s] -23/11/23 03:24:38| INFO m3w_sld finished [took 182.5754s] -23/11/23 03:25:01| INFO binc_sld finished [took 198.3217s] -23/11/23 03:25:01| INFO mulc_sld finished [took 194.8039s] -23/11/23 03:25:01| INFO mulmc_sld finished [took 175.9365s] -23/11/23 03:25:02| INFO binmc_sld finished [took 182.6846s] -23/11/23 03:25:12| INFO m3wmc_sld finished [took 181.3298s] -23/11/23 03:28:14| INFO m3wne_sld finished [took 247.5791s] -23/11/23 03:28:17| INFO mulne_sld finished [took 259.2525s] -23/11/23 03:29:05| INFO binis_sld finished [took 274.6988s] -23/11/23 03:29:17| INFO m3wis_sld finished [took 273.1238s] -23/11/23 03:29:44| INFO mulis_sld finished [took 305.0479s] -23/11/23 03:30:04| INFO ref finished [took 288.4313s] -23/11/23 03:30:30| INFO atc_mc finished [took 308.1164s] -23/11/23 03:34:14| INFO doc finished [took 352.5695s] -23/11/23 03:35:38| INFO gde finished [took 369.6149s] -23/11/23 03:59:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00771) [took 2070.9172s] -23/11/23 04:08:42| INFO bin_sld_gs finished [took 2617.5335s] -23/11/23 04:20:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01081) [took 3299.4980s] -23/11/23 04:26:44| INFO m3w_sld_gs finished [took 3691.6684s] -23/11/23 04:31:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00984) [took 3966.4093s] -23/11/23 04:36:00| INFO mul_sld_gs finished [took 4251.8393s] -23/11/23 04:44:01| INFO rca finished [took 4531.7059s] -23/11/23 04:44:04| INFO rca_star finished [took 4490.5718s] -23/11/23 04:52:34| INFO mandoline finished [took 4962.2563s] -23/11/23 04:52:34| INFO Dataset sample 0.50 of dataset rcv1_GCAT finished [took 5468.8259s] -23/11/23 04:52:34| INFO Dataset sample 0.60 of dataset rcv1_GCAT started -23/11/23 04:55:01| INFO bin_sld finished [took 144.0595s] -23/11/23 04:55:28| INFO mul_sld finished [took 167.8121s] -23/11/23 04:55:28| INFO m3wmc_sld finished [took 125.7167s] -23/11/23 04:55:46| INFO mulmc_sld finished [took 149.1885s] -23/11/23 04:55:47| INFO m3w_sld finished [took 182.6407s] -23/11/23 04:55:59| INFO m3wc_sld finished [took 177.5114s] -23/11/23 04:56:06| INFO mulc_sld finished [took 189.9281s] -23/11/23 04:56:14| INFO binc_sld finished [took 201.9833s] -23/11/23 04:56:27| INFO binmc_sld finished [took 196.8645s] -23/11/23 04:56:52| INFO binne_sld finished [took 200.5036s] -23/11/23 05:00:01| INFO mulne_sld finished [took 294.1153s] -23/11/23 05:00:40| INFO binis_sld finished [took 298.8081s] -23/11/23 05:00:40| INFO m3wne_sld finished [took 306.9090s] -23/11/23 05:00:57| INFO m3wis_sld finished [took 299.8159s] -23/11/23 05:01:04| INFO ref finished [took 269.9141s] -23/11/23 05:01:04| INFO mulis_sld finished [took 312.9913s] -23/11/23 05:02:12| INFO atc_mc finished [took 312.2775s] -23/11/23 05:05:37| INFO doc finished [took 328.0233s] -23/11/23 05:07:09| INFO gde finished [took 357.8822s] -23/11/23 05:29:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00627) [took 1987.6431s] -23/11/23 05:37:37| INFO bin_sld_gs finished [took 2488.0053s] -23/11/23 05:50:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01229) [took 3238.0258s] -23/11/23 05:56:53| INFO m3w_sld_gs finished [took 3632.0745s] -23/11/23 06:01:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00819) [took 3933.4633s] -23/11/23 06:06:33| INFO mul_sld_gs finished [took 4219.1265s] -23/11/23 06:15:26| INFO rca finished [took 4476.3215s] -23/11/23 06:15:46| INFO rca_star finished [took 4485.8745s] -23/11/23 06:23:49| INFO mandoline finished [took 4951.1512s] -23/11/23 06:23:49| INFO Dataset sample 0.60 of dataset rcv1_GCAT finished [took 5475.1173s] -23/11/23 06:23:49| INFO Dataset sample 0.70 of dataset rcv1_GCAT started -23/11/23 06:26:11| INFO m3wc_sld finished [took 113.1275s] -23/11/23 06:26:30| INFO bin_sld finished [took 157.4282s] -23/11/23 06:27:00| INFO mulmc_sld finished [took 145.9059s] -23/11/23 06:27:03| INFO m3w_sld finished [took 181.3428s] -23/11/23 06:27:03| INFO binne_sld finished [took 136.0397s] -23/11/23 06:27:21| INFO mul_sld finished [took 205.8250s] -23/11/23 06:27:24| INFO mulc_sld finished [took 190.7913s] -23/11/23 06:27:27| INFO binc_sld finished [took 200.6486s] -23/11/23 06:27:33| INFO m3wmc_sld finished [took 172.5961s] -23/11/23 06:27:43| INFO binmc_sld finished [took 195.6124s] -23/11/23 06:30:14| INFO mulne_sld finished [took 238.3181s] -23/11/23 06:31:03| INFO m3wne_sld finished [took 267.1602s] -23/11/23 06:31:57| INFO binis_sld finished [took 291.8508s] -23/11/23 06:32:18| INFO m3wis_sld finished [took 300.8481s] -23/11/23 06:32:19| INFO ref finished [took 273.6646s] -23/11/23 06:32:19| INFO mulis_sld finished [took 307.2863s] -23/11/23 06:33:09| INFO atc_mc finished [took 317.2321s] -23/11/23 06:35:40| INFO doc finished [took 316.9275s] -23/11/23 06:38:52| INFO gde finished [took 386.7398s] -23/11/23 06:59:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00808) [took 1947.3141s] -23/11/23 07:08:53| INFO bin_sld_gs finished [took 2482.8990s] -23/11/23 07:22:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00629) [took 3275.3714s] -23/11/23 07:28:30| INFO m3w_sld_gs finished [took 3650.2281s] -23/11/23 07:34:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00804) [took 3992.4250s] -23/11/23 07:38:58| INFO mul_sld_gs finished [took 4283.6629s] -23/11/23 07:46:38| INFO rca finished [took 4524.7161s] -23/11/23 07:46:43| INFO rca_star finished [took 4475.9282s] -23/11/23 07:55:08| INFO mandoline finished [took 4950.5132s] -23/11/23 07:55:08| INFO Dataset sample 0.70 of dataset rcv1_GCAT finished [took 5479.0312s] -23/11/23 07:55:08| INFO Dataset sample 0.80 of dataset rcv1_GCAT started -23/11/23 07:57:37| INFO binc_sld finished [took 130.9016s] -23/11/23 07:57:44| INFO m3wmc_sld finished [took 104.5716s] -23/11/23 07:58:27| INFO bin_sld finished [took 195.4231s] -23/11/23 07:58:30| INFO m3w_sld finished [took 189.7865s] -23/11/23 07:58:35| INFO binmc_sld finished [took 167.5330s] -23/11/23 07:58:38| INFO mul_sld finished [took 203.0345s] -23/11/23 07:58:51| INFO mulc_sld finished [took 198.5127s] -23/11/23 07:58:52| INFO m3wc_sld finished [took 193.2545s] -23/11/23 07:59:17| INFO mulmc_sld finished [took 202.2999s] -23/11/23 07:59:31| INFO binne_sld finished [took 201.1753s] -23/11/23 08:01:28| INFO m3wne_sld finished [took 216.0797s] -23/11/23 08:02:29| INFO mulne_sld finished [took 285.2282s] -23/11/23 08:03:52| INFO m3wis_sld finished [took 306.1422s] -23/11/23 08:03:55| INFO mulis_sld finished [took 316.0859s] -23/11/23 08:04:04| INFO binis_sld finished [took 330.8790s] -23/11/23 08:04:41| INFO ref finished [took 316.7293s] -23/11/23 08:05:26| INFO atc_mc finished [took 340.8150s] -23/11/23 08:07:16| INFO doc finished [took 337.5698s] -23/11/23 08:10:40| INFO gde finished [took 387.3998s] -23/11/23 08:29:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00509) [took 1831.9703s] -23/11/23 08:37:23| INFO bin_sld_gs finished [took 2308.5443s] -23/11/23 08:52:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00680) [took 3230.5024s] -23/11/23 08:59:48| INFO m3w_sld_gs finished [took 3640.1590s] -23/11/23 09:05:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00484) [took 4009.9591s] -23/11/23 09:10:10| INFO mul_sld_gs finished [took 4269.6410s] -23/11/23 09:18:08| INFO rca finished [took 4528.0385s] -23/11/23 09:18:23| INFO rca_star finished [took 4460.2231s] -23/11/23 09:26:52| INFO mandoline finished [took 4945.2029s] -23/11/23 09:26:52| INFO Dataset sample 0.80 of dataset rcv1_GCAT finished [took 5503.8863s] -23/11/23 09:26:52| INFO Dataset sample 0.90 of dataset rcv1_GCAT started -23/11/23 09:26:55| 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 -23/11/23 09:27:07| WARNING Method binc_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 -23/11/23 09:27:20| 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 -23/11/23 09:27:38| 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 -23/11/23 09:27:56| WARNING Method binis_sld failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 -23/11/23 09:29:24| INFO m3w_sld finished [took 141.9110s] -23/11/23 09:29:30| 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 -23/11/23 09:29:50| INFO m3wne_sld finished [took 122.0063s] -23/11/23 09:29:55| INFO mul_sld finished [took 177.0101s] -23/11/23 09:29:57| INFO m3wc_sld finished [took 162.0885s] -23/11/23 09:30:06| INFO mulc_sld finished [took 175.9993s] -23/11/23 09:30:09| INFO m3wmc_sld finished [took 159.5524s] -23/11/23 09:30:19| INFO mulmc_sld finished [took 173.9560s] -23/11/23 09:30:31| INFO mulne_sld finished [took 168.5298s] -23/11/23 09:30:34| INFO mulis_sld finished [took 154.7073s] -23/11/23 09:31:17| INFO m3wis_sld finished [took 191.9050s] -23/11/23 09:33:46| INFO ref finished [took 224.9475s] -23/11/23 09:34:19| INFO doc finished [took 245.9693s] -23/11/23 09:34:25| INFO gde finished [took 226.0489s] -23/11/23 09:34:58| INFO atc_mc finished [took 291.0834s] -23/11/23 10:14:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00574) [took 2711.9409s] -23/11/23 10:17:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00518) [took 2834.3475s] -23/11/23 10:20:13| INFO mul_sld_gs finished [took 3038.0639s] -23/11/23 10:21:54| INFO m3w_sld_gs finished [took 3118.1396s] -23/11/23 10:34:41| INFO rca finished [took 3864.2338s] -23/11/23 10:34:46| INFO rca_star finished [took 3860.7736s] -23/11/23 10:43:48| INFO mandoline finished [took 4381.0875s] -23/11/23 10:43:48| INFO Dataset sample 0.90 of dataset rcv1_GCAT finished [took 4615.2780s] +21/11/23 12:31:39| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:31:43| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +21/11/23 12:31:49| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined ---------------------------------------------------------------------------------------------------- -23/11/23 15:16:50| INFO dataset rcv1_CCAT [pool size: 10] -23/11/23 15:16:55| INFO Dataset sample 0.10 of dataset rcv1_CCAT started -23/11/23 15:40:15| INFO binmc_kde finished [took 1337.5735s] -23/11/23 15:43:12| INFO m3w_kde finished [took 1561.1538s] -23/11/23 15:44:32| INFO bin_kde finished [took 1652.9838s] -23/11/23 15:45:55| INFO binc_kde finished [took 1711.9234s] -23/11/23 15:46:05| INFO binne_kde finished [took 1637.2318s] -23/11/23 15:50:17| INFO mul_kde finished [took 1993.0660s] -23/11/23 15:50:20| INFO m3wmc_kde finished [took 1914.9408s] -23/11/23 15:50:34| INFO mulc_kde finished [took 1976.5433s] -23/11/23 15:51:28| INFO m3wc_kde finished [took 2021.3709s] -23/11/23 15:51:38| INFO ref finished [took 77.3027s] -23/11/23 15:51:45| INFO atc_mc finished [took 80.2824s] -23/11/23 15:51:52| INFO doc finished [took 73.0344s] -23/11/23 15:52:38| INFO mulmc_kde finished [took 2067.6085s] -23/11/23 16:02:34| INFO binis_kde finished [took 1078.0868s] -23/11/23 16:04:57| INFO mulne_kde finished [took 1477.6631s] -23/11/23 16:05:18| INFO m3wne_kde finished [took 1321.7208s] -23/11/23 16:06:07| INFO m3wis_kde finished [took 1195.5465s] -23/11/23 16:07:11| INFO mulis_kde finished [took 1271.7126s] -23/11/23 16:07:11| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 3015.4073s] -23/11/23 16:07:11| INFO Dataset sample 0.20 of dataset rcv1_CCAT started -23/11/23 16:29:55| INFO bin_kde finished [took 1361.1465s] -23/11/23 16:29:55| INFO binmc_kde finished [took 1294.2354s] -23/11/23 16:30:13| INFO binc_kde finished [took 1355.3329s] -23/11/23 16:31:53| INFO m3wmc_kde finished [took 1376.0827s] -23/11/23 16:31:54| INFO binne_kde finished [took 1355.2683s] -23/11/23 16:38:05| INFO m3w_kde finished [took 1837.0246s] -23/11/23 16:38:06| INFO mul_kde finished [took 1847.3069s] -23/11/23 16:38:43| INFO mulc_kde finished [took 1851.7539s] -23/11/23 16:39:33| INFO ref finished [took 83.6734s] -23/11/23 16:39:47| INFO atc_mc finished [took 91.2254s] -23/11/23 16:39:53| INFO doc finished [took 63.5124s] -23/11/23 16:41:07| INFO m3wc_kde finished [took 1978.6550s] -23/11/23 16:41:10| INFO mulmc_kde finished [took 1948.7836s] -23/11/23 16:46:10| INFO binis_kde finished [took 946.1116s] -23/11/23 16:50:53| INFO m3wis_kde finished [took 1119.3532s] -23/11/23 16:51:04| INFO m3wne_kde finished [took 1257.7605s] -23/11/23 16:51:58| INFO mulis_kde finished [took 1193.2335s] -23/11/23 16:53:17| INFO mulne_kde finished [took 1398.5109s] -23/11/23 16:53:17| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 2766.6825s] -23/11/23 16:53:17| INFO Dataset sample 0.30 of dataset rcv1_CCAT started -23/11/23 17:12:41| INFO bin_kde finished [took 1160.3037s] -23/11/23 17:15:29| INFO binc_kde finished [took 1300.3027s] -23/11/23 17:16:10| INFO binne_kde finished [took 1234.3724s] -23/11/23 17:18:00| INFO binmc_kde finished [took 1400.3620s] -23/11/23 17:23:48| INFO m3w_kde finished [took 1811.5755s] -23/11/23 17:27:32| INFO mul_kde finished [took 2045.7490s] -23/11/23 17:28:47| INFO mulc_kde finished [took 2085.1094s] -23/11/23 17:28:56| INFO ref finished [took 77.1205s] -23/11/23 17:29:03| INFO m3wc_kde finished [took 2082.6004s] -23/11/23 17:29:37| INFO m3wmc_kde finished [took 2066.1209s] -23/11/23 17:30:14| INFO doc finished [took 73.2333s] -23/11/23 17:30:19| INFO atc_mc finished [took 86.2682s] -23/11/23 17:31:07| INFO mulmc_kde finished [took 2175.0990s] -23/11/23 17:32:21| INFO binis_kde finished [took 961.1550s] -23/11/23 17:37:41| INFO m3wne_kde finished [took 1326.2162s] -23/11/23 17:37:48| INFO mulne_kde finished [took 1501.7124s] -23/11/23 17:40:41| INFO mulis_kde finished [took 1355.9725s] -23/11/23 17:42:50| INFO m3wis_kde finished [took 1136.5640s] -23/11/23 17:42:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 2972.2057s] -23/11/23 17:42:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT started -23/11/23 18:02:10| INFO bin_kde finished [took 1157.1904s] -23/11/23 18:04:21| INFO binmc_kde finished [took 1227.0944s] -23/11/23 18:06:38| INFO binc_kde finished [took 1401.9698s] -23/11/23 18:07:04| INFO binne_kde finished [took 1334.8716s] -23/11/23 18:12:53| INFO m3wc_kde finished [took 1750.2074s] -23/11/23 18:15:38| INFO mul_kde finished [took 1959.7971s] -23/11/23 18:15:55| INFO m3w_kde finished [took 1968.6697s] -23/11/23 18:16:52| INFO atc_mc finished [took 54.6940s] -23/11/23 18:16:56| INFO m3wmc_kde finished [took 1944.2103s] -23/11/23 18:16:59| INFO ref finished [took 77.8715s] -23/11/23 18:17:39| INFO doc finished [took 43.8137s] -23/11/23 18:18:02| INFO mulc_kde finished [took 2073.4100s] -23/11/23 18:18:54| INFO mulmc_kde finished [took 2081.0975s] -23/11/23 18:21:10| INFO binis_kde finished [took 868.3321s] -23/11/23 18:26:21| INFO m3wne_kde finished [took 1316.8466s] -23/11/23 18:26:57| INFO mulne_kde finished [took 1484.8247s] -23/11/23 18:29:49| INFO mulis_kde finished [took 1357.9865s] -23/11/23 18:30:10| INFO m3wis_kde finished [took 1032.2616s] -23/11/23 18:30:10| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 2839.9414s] -23/11/23 18:30:10| INFO Dataset sample 0.50 of dataset rcv1_CCAT started -23/11/23 18:51:35| INFO binne_kde finished [took 1144.1824s] -23/11/23 18:52:09| INFO binmc_kde finished [took 1243.0766s] -23/11/23 18:52:27| INFO bin_kde finished [took 1334.0501s] -23/11/23 18:53:20| INFO binc_kde finished [took 1363.3183s] -23/11/23 19:02:12| INFO m3wmc_kde finished [took 1805.4562s] -23/11/23 19:04:22| INFO m3w_kde finished [took 2036.1553s] -23/11/23 19:05:12| INFO mul_kde finished [took 2094.7460s] -23/11/23 19:05:41| INFO ref finished [took 74.9381s] -23/11/23 19:06:33| INFO doc finished [took 46.3921s] -23/11/23 19:06:44| INFO atc_mc finished [took 88.0613s] -23/11/23 19:07:08| INFO mulc_kde finished [took 2174.3775s] -23/11/23 19:07:33| INFO m3wc_kde finished [took 2183.8982s] -23/11/23 19:08:49| INFO binis_kde finished [took 969.7053s] -23/11/23 19:09:20| INFO mulmc_kde finished [took 2253.3522s] -23/11/23 19:16:41| INFO mulis_kde finished [took 1385.9680s] -23/11/23 19:18:03| INFO m3wne_kde finished [took 1546.2222s] -23/11/23 19:18:44| INFO mulne_kde finished [took 1624.2415s] -23/11/23 19:21:32| INFO m3wis_kde finished [took 1154.4551s] -23/11/23 19:21:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 3081.9271s] -23/11/23 19:21:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT started -23/11/23 19:40:43| INFO bin_kde finished [took 1148.1581s] -23/11/23 19:43:46| INFO binmc_kde finished [took 1265.1515s] -23/11/23 19:44:05| INFO binc_kde finished [took 1326.4370s] -23/11/23 19:44:14| INFO binne_kde finished [took 1232.0657s] -23/11/23 19:49:30| INFO m3w_kde finished [took 1661.8928s] -23/11/23 19:54:37| INFO m3wmc_kde finished [took 1875.8123s] -23/11/23 19:55:02| INFO mul_kde finished [took 2002.3107s] -23/11/23 19:55:44| INFO m3wc_kde finished [took 1996.8488s] -23/11/23 19:56:02| INFO ref finished [took 79.5554s] -23/11/23 19:56:35| INFO atc_mc finished [took 88.9428s] -23/11/23 19:56:55| INFO doc finished [took 67.8470s] -23/11/23 19:57:51| INFO mulmc_kde finished [took 2089.8208s] -23/11/23 19:58:26| INFO binis_kde finished [took 853.6881s] -23/11/23 19:59:00| INFO mulc_kde finished [took 2205.8052s] -23/11/23 20:06:49| INFO m3wne_kde finished [took 1377.4000s] -23/11/23 20:07:24| INFO mulne_kde finished [took 1597.4391s] -23/11/23 20:08:04| INFO mulis_kde finished [took 1418.6447s] -23/11/23 20:08:53| INFO m3wis_kde finished [took 1159.5293s] -23/11/23 20:08:53| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 2841.5354s] -23/11/23 20:08:53| INFO Dataset sample 0.70 of dataset rcv1_CCAT started -23/11/23 20:29:01| INFO binmc_kde finished [took 1131.1116s] -23/11/23 20:31:44| INFO bin_kde finished [took 1367.5833s] -23/11/23 20:32:24| INFO binc_kde finished [took 1383.8557s] -23/11/23 20:32:35| INFO binne_kde finished [took 1284.6004s] -23/11/23 20:36:47| INFO m3w_kde finished [took 1656.2636s] -23/11/23 20:42:33| INFO m3wmc_kde finished [took 1901.9232s] -23/11/23 20:42:48| INFO mul_kde finished [took 2026.2925s] -23/11/23 20:43:45| INFO m3wc_kde finished [took 2034.2894s] -23/11/23 20:43:57| INFO ref finished [took 78.9510s] -23/11/23 20:44:19| INFO atc_mc finished [took 86.8642s] -23/11/23 20:44:45| INFO doc finished [took 55.0507s] -23/11/23 20:45:56| INFO mulc_kde finished [took 2184.8473s] -23/11/23 20:46:12| INFO mulmc_kde finished [took 2139.2499s] -23/11/23 20:48:03| INFO binis_kde finished [took 933.5429s] -23/11/23 20:55:11| INFO mulis_kde finished [took 1342.9898s] -23/11/23 20:55:39| INFO mulne_kde finished [took 1592.8868s] -23/11/23 20:56:03| INFO m3wne_kde finished [took 1454.2069s] -23/11/23 20:56:59| INFO m3wis_kde finished [took 1205.5744s] -23/11/23 20:56:59| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 2885.8894s] -23/11/23 20:56:59| INFO Dataset sample 0.80 of dataset rcv1_CCAT started -23/11/23 21:18:38| INFO binmc_kde finished [took 1220.6099s] -23/11/23 21:20:39| INFO binc_kde finished [took 1391.6751s] -23/11/23 21:21:28| INFO bin_kde finished [took 1464.7901s] -23/11/23 21:22:53| INFO binne_kde finished [took 1424.1633s] -23/11/23 21:27:21| INFO m3wc_kde finished [took 1764.8204s] -23/11/23 21:29:54| INFO mulmc_kde finished [took 1878.7668s] -23/11/23 21:30:01| INFO m3w_kde finished [took 1965.2306s] -23/11/23 21:30:25| INFO mul_kde finished [took 1997.4075s] -23/11/23 21:30:51| INFO ref finished [took 52.6049s] -23/11/23 21:31:23| INFO atc_mc finished [took 77.0412s] -23/11/23 21:31:24| INFO doc finished [took 53.2133s] -23/11/23 21:31:59| INFO m3wmc_kde finished [took 1985.7035s] -23/11/23 21:33:51| INFO mulc_kde finished [took 2169.3534s] -23/11/23 21:37:29| INFO binis_kde finished [took 953.3547s] -23/11/23 21:42:29| INFO m3wne_kde finished [took 1303.1472s] -23/11/23 21:42:46| INFO mulne_kde finished [took 1442.0899s] -23/11/23 21:44:09| INFO mulis_kde finished [took 1269.8525s] -23/11/23 21:45:10| INFO m3wis_kde finished [took 1062.1402s] -23/11/23 21:45:10| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 2891.0815s] -23/11/23 21:45:10| INFO Dataset sample 0.90 of dataset rcv1_CCAT started -23/11/23 22:08:31| INFO binne_kde finished [took 1271.1950s] -23/11/23 22:10:02| INFO binc_kde finished [took 1465.5578s] -23/11/23 22:15:29| INFO bin_kde finished [took 1815.5886s] -23/11/23 22:16:20| INFO binmc_kde finished [took 1797.1960s] -23/11/23 22:20:03| INFO m3w_kde finished [took 2077.6018s] -23/11/23 22:20:16| INFO m3wmc_kde finished [took 2002.7728s] -23/11/23 22:21:13| INFO mulmc_kde finished [took 2075.5377s] -23/11/23 22:21:43| INFO mul_kde finished [took 2185.7706s] -23/11/23 22:21:50| INFO m3wc_kde finished [took 2141.4655s] -23/11/23 22:22:26| INFO ref finished [took 122.9782s] -23/11/23 22:22:34| INFO doc finished [took 47.3158s] -23/11/23 22:22:51| INFO atc_mc finished [took 91.4667s] -23/11/23 22:23:35| INFO mulc_kde finished [took 2263.6269s] -23/11/23 22:33:28| INFO m3wne_kde finished [took 1398.8580s] -23/11/23 22:34:12| INFO binis_kde finished [took 1118.8186s] -23/11/23 22:34:25| INFO mulne_kde finished [took 1550.8881s] -23/11/23 22:38:17| INFO mulis_kde finished [took 1312.6862s] -23/11/23 22:38:28| INFO m3wis_kde finished [took 1099.6641s] -23/11/23 22:38:28| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 3197.4873s] +21/11/23 12:32:07| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:32:13| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +21/11/23 12:32:19| WARNING Method bin_sld_gs failed. Exception: name '_EvaluationMethodGridSearch__param_grid' is not defined ---------------------------------------------------------------------------------------------------- -23/11/23 22:58:05| INFO dataset rcv1_CCAT [pool size: 10] -23/11/23 22:58:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT started -23/11/23 23:01:48| INFO ref finished [took 173.6784s] -23/11/23 23:01:49| INFO m3w_sld finished [took 206.7811s] -23/11/23 23:02:02| INFO doc finished [took 165.0709s] -23/11/23 23:02:06| INFO bin_sld finished [took 232.9454s] -23/11/23 23:02:07| INFO atc_mc finished [took 183.4324s] -23/11/23 23:02:26| INFO mul_sld finished [took 248.7928s] -23/11/23 23:15:18| INFO bin_kde finished [took 1009.8577s] -23/11/23 23:17:07| INFO m3w_kde finished [took 1101.3094s] -23/11/23 23:18:18| INFO mul_kde finished [took 1181.7599s] -23/11/23 23:18:18| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 1207.6458s] -23/11/23 23:18:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT started -23/11/23 23:22:26| INFO m3w_sld finished [took 235.6228s] -23/11/23 23:22:32| INFO mul_sld finished [took 247.9597s] -23/11/23 23:22:34| INFO bin_sld finished [took 253.1929s] -23/11/23 23:22:37| INFO ref finished [took 208.8381s] -23/11/23 23:22:40| INFO doc finished [took 192.9710s] -23/11/23 23:22:44| INFO atc_mc finished [took 201.4423s] -23/11/23 23:32:33| INFO bin_kde finished [took 834.8286s] -23/11/23 23:35:22| INFO m3w_kde finished [took 986.0598s] -23/11/23 23:35:43| INFO mul_kde finished [took 1016.9145s] -23/11/23 23:35:43| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 1045.5277s] -23/11/23 23:35:43| INFO Dataset sample 0.30 of dataset rcv1_CCAT started -23/11/23 23:40:06| INFO doc finished [took 190.3238s] -23/11/23 23:40:11| INFO m3w_sld finished [took 255.8221s] -23/11/23 23:40:11| INFO ref finished [took 219.4048s] -23/11/23 23:40:15| INFO bin_sld finished [took 268.2121s] -23/11/23 23:40:18| INFO mul_sld finished [took 267.9378s] -23/11/23 23:40:20| INFO atc_mc finished [took 216.9841s] -23/11/23 23:49:22| INFO bin_kde finished [took 798.0772s] -23/11/23 23:53:29| INFO m3w_kde finished [took 1030.3455s] -23/11/23 23:54:37| INFO mul_kde finished [took 1105.8305s] -23/11/23 23:54:37| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 1134.1435s] -23/11/23 23:54:37| INFO Dataset sample 0.40 of dataset rcv1_CCAT started -23/11/23 23:58:51| INFO doc finished [took 189.1197s] -23/11/23 23:58:54| INFO ref finished [took 213.1440s] -23/11/23 23:58:57| INFO m3w_sld finished [took 249.5346s] -23/11/23 23:58:57| INFO atc_mc finished [took 205.8971s] -23/11/23 23:58:59| INFO bin_sld finished [took 259.0204s] -23/11/23 23:59:08| INFO mul_sld finished [took 265.1373s] -24/11/23 00:07:52| INFO bin_kde finished [took 776.4543s] -24/11/23 00:12:17| INFO mul_kde finished [took 1033.9869s] -24/11/23 00:12:35| INFO m3w_kde finished [took 1045.0568s] -24/11/23 00:12:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 1077.5057s] -24/11/23 00:12:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT started -24/11/23 00:16:52| INFO doc finished [took 186.0535s] -24/11/23 00:16:58| INFO mul_sld finished [took 255.6817s] -24/11/23 00:17:01| INFO m3w_sld finished [took 253.3373s] -24/11/23 00:17:01| INFO bin_sld finished [took 262.8927s] -24/11/23 00:17:02| INFO ref finished [took 217.9274s] -24/11/23 00:17:10| INFO atc_mc finished [took 214.1680s] -24/11/23 00:26:01| INFO bin_kde finished [took 785.5630s] -24/11/23 00:31:17| INFO m3w_kde finished [took 1087.6129s] -24/11/23 00:32:21| INFO mul_kde finished [took 1158.7544s] -24/11/23 00:32:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 1186.4855s] -24/11/23 00:32:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT started -24/11/23 00:36:32| INFO m3w_sld finished [took 239.4283s] -24/11/23 00:36:34| INFO atc_mc finished [took 199.9196s] -24/11/23 00:36:36| INFO ref finished [took 212.6480s] -24/11/23 00:36:38| INFO doc finished [took 193.5641s] -24/11/23 00:36:39| INFO bin_sld finished [took 254.2082s] -24/11/23 00:36:45| INFO mul_sld finished [took 257.2018s] -24/11/23 00:45:17| INFO bin_kde finished [took 757.5460s] -24/11/23 00:50:05| INFO m3w_kde finished [took 1030.3972s] -24/11/23 00:50:13| INFO mul_kde finished [took 1046.9631s] -24/11/23 00:50:13| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 1071.8945s] -24/11/23 00:50:13| INFO Dataset sample 0.70 of dataset rcv1_CCAT started -24/11/23 00:54:44| INFO ref finished [took 225.7648s] -24/11/23 00:54:46| INFO m3w_sld finished [took 259.8590s] -24/11/23 00:54:47| INFO bin_sld finished [took 270.5892s] -24/11/23 00:54:49| INFO doc finished [took 205.6426s] -24/11/23 00:54:52| INFO atc_mc finished [took 221.3345s] -24/11/23 00:54:53| INFO mul_sld finished [took 272.0794s] -24/11/23 01:03:37| INFO bin_kde finished [took 782.6298s] -24/11/23 01:08:23| INFO m3w_kde finished [took 1056.5146s] -24/11/23 01:08:41| INFO mul_kde finished [took 1080.1944s] -24/11/23 01:08:41| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 1107.4017s] -24/11/23 01:08:41| INFO Dataset sample 0.80 of dataset rcv1_CCAT started -24/11/23 01:12:49| INFO ref finished [took 200.0817s] -24/11/23 01:12:51| INFO doc finished [took 176.8296s] -24/11/23 01:12:57| INFO atc_mc finished [took 195.8584s] -24/11/23 01:13:02| INFO m3w_sld finished [took 248.2047s] -24/11/23 01:13:10| INFO bin_sld finished [took 266.2047s] -24/11/23 01:13:11| INFO mul_sld finished [took 263.3658s] -24/11/23 01:23:02| INFO bin_kde finished [took 840.9783s] -24/11/23 01:26:28| INFO m3w_kde finished [took 1030.5388s] -24/11/23 01:27:18| INFO mul_kde finished [took 1089.9603s] -24/11/23 01:27:18| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 1117.2163s] -24/11/23 01:27:18| INFO Dataset sample 0.90 of dataset rcv1_CCAT started -24/11/23 01:31:19| INFO m3w_sld finished [took 228.8933s] -24/11/23 01:31:28| INFO ref finished [took 205.4857s] -24/11/23 01:31:28| INFO doc finished [took 186.5294s] -24/11/23 01:31:35| INFO bin_sld finished [took 253.4877s] -24/11/23 01:31:37| INFO atc_mc finished [took 208.0473s] -24/11/23 01:31:54| INFO mul_sld finished [took 269.3861s] -24/11/23 01:45:25| INFO bin_kde finished [took 1069.0575s] -24/11/23 01:47:52| INFO m3w_kde finished [took 1202.9395s] -24/11/23 01:49:02| INFO mul_kde finished [took 1279.2752s] -24/11/23 01:49:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 1304.3805s] +21/11/23 12:33:38| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:33:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT started ---------------------------------------------------------------------------------------------------- -24/11/23 01:49:02| INFO dataset imdb [pool size: 10] -24/11/23 01:49:12| INFO Dataset sample 0.10 of dataset imdb started -24/11/23 01:51:02| INFO ref finished [took 95.8185s] -24/11/23 01:51:07| INFO doc finished [took 94.6507s] -24/11/23 01:51:33| INFO atc_mc finished [took 123.6141s] -24/11/23 01:51:52| INFO m3w_sld finished [took 154.6524s] -24/11/23 01:52:36| INFO bin_sld finished [took 201.6171s] -24/11/23 01:52:51| INFO mul_sld finished [took 214.4960s] -24/11/23 02:10:33| INFO bin_kde finished [took 1273.9254s] -24/11/23 02:11:23| INFO m3w_kde finished [took 1317.2422s] -24/11/23 02:12:47| INFO mul_kde finished [took 1406.0905s] -24/11/23 02:12:47| INFO Dataset sample 0.10 of dataset imdb finished [took 1415.2683s] -24/11/23 02:12:47| INFO Dataset sample 0.20 of dataset imdb started -24/11/23 02:14:35| INFO doc finished [took 88.4162s] -24/11/23 02:14:42| INFO ref finished [took 99.0382s] -24/11/23 02:15:10| INFO atc_mc finished [took 126.0012s] -24/11/23 02:15:23| INFO m3w_sld finished [took 148.0376s] -24/11/23 02:16:23| INFO bin_sld finished [took 213.0005s] -24/11/23 02:16:25| INFO mul_sld finished [took 213.2128s] -24/11/23 02:31:44| INFO bin_kde finished [took 1127.0399s] -24/11/23 02:35:12| INFO m3w_kde finished [took 1330.7424s] -24/11/23 02:36:36| INFO mul_kde finished [took 1416.3270s] -24/11/23 02:36:36| INFO Dataset sample 0.20 of dataset imdb finished [took 1428.6979s] -24/11/23 02:36:36| INFO Dataset sample 0.30 of dataset imdb started -24/11/23 02:38:39| INFO doc finished [took 94.4758s] -24/11/23 02:38:43| INFO ref finished [took 102.3183s] -24/11/23 02:39:00| INFO atc_mc finished [took 119.5125s] -24/11/23 02:39:26| INFO m3w_sld finished [took 152.9651s] -24/11/23 02:40:01| INFO bin_sld finished [took 195.9724s] -24/11/23 02:40:10| INFO mul_sld finished [took 201.1926s] -24/11/23 02:51:26| INFO bin_kde finished [took 872.6533s] -24/11/23 02:56:07| INFO m3w_kde finished [took 1145.6437s] -24/11/23 02:57:30| INFO mul_kde finished [took 1232.3134s] -24/11/23 02:57:30| INFO Dataset sample 0.30 of dataset imdb finished [took 1254.0487s] -24/11/23 02:57:30| INFO Dataset sample 0.40 of dataset imdb started -24/11/23 02:59:31| INFO ref finished [took 102.3345s] -24/11/23 02:59:31| INFO doc finished [took 100.8752s] -24/11/23 02:59:55| INFO atc_mc finished [took 127.8516s] -24/11/23 03:00:16| INFO m3w_sld finished [took 158.9416s] -24/11/23 03:00:38| INFO bin_sld finished [took 183.0170s] -24/11/23 03:00:58| INFO mul_sld finished [took 199.3303s] -24/11/23 03:10:48| INFO bin_kde finished [took 786.5051s] -24/11/23 03:17:02| INFO m3w_kde finished [took 1154.1889s] -24/11/23 03:17:18| INFO mul_kde finished [took 1174.8336s] -24/11/23 03:17:18| INFO Dataset sample 0.40 of dataset imdb finished [took 1188.0831s] -24/11/23 03:17:18| INFO Dataset sample 0.50 of dataset imdb started -24/11/23 03:19:22| INFO doc finished [took 104.0174s] -24/11/23 03:19:25| INFO ref finished [took 109.9343s] -24/11/23 03:19:55| INFO atc_mc finished [took 137.6246s] -24/11/23 03:20:09| INFO m3w_sld finished [took 161.4041s] -24/11/23 03:20:30| INFO bin_sld finished [took 187.6953s] -24/11/23 03:20:51| INFO mul_sld finished [took 205.8932s] -24/11/23 03:31:13| INFO bin_kde finished [took 822.7188s] -24/11/23 03:37:33| INFO m3w_kde finished [took 1199.4398s] -24/11/23 03:39:37| INFO mul_kde finished [took 1325.5138s] -24/11/23 03:39:37| INFO Dataset sample 0.50 of dataset imdb finished [took 1339.0632s] -24/11/23 03:39:37| INFO Dataset sample 0.60 of dataset imdb started -24/11/23 03:41:37| INFO ref finished [took 105.5166s] -24/11/23 03:41:39| INFO doc finished [took 103.5398s] -24/11/23 03:42:13| INFO atc_mc finished [took 138.4182s] -24/11/23 03:42:20| INFO m3w_sld finished [took 155.5780s] -24/11/23 03:42:50| INFO bin_sld finished [took 191.4834s] -24/11/23 03:43:00| INFO mul_sld finished [took 195.6799s] -24/11/23 03:53:23| INFO bin_kde finished [took 816.7991s] -24/11/23 03:59:19| INFO mul_kde finished [took 1170.2576s] -24/11/23 03:59:26| INFO m3w_kde finished [took 1175.6453s] -24/11/23 03:59:26| INFO Dataset sample 0.60 of dataset imdb finished [took 1189.2757s] -24/11/23 03:59:26| INFO Dataset sample 0.70 of dataset imdb started -24/11/23 04:01:31| INFO doc finished [took 104.5187s] -24/11/23 04:01:32| INFO ref finished [took 108.5486s] -24/11/23 04:02:07| INFO atc_mc finished [took 140.1498s] -24/11/23 04:02:14| INFO m3w_sld finished [took 156.9163s] -24/11/23 04:02:46| INFO bin_sld finished [took 194.7657s] -24/11/23 04:02:52| INFO mul_sld finished [took 196.1364s] -24/11/23 04:14:23| INFO bin_kde finished [took 883.5575s] -24/11/23 04:19:04| INFO m3w_kde finished [took 1159.7601s] -24/11/23 04:19:56| INFO mul_kde finished [took 1216.3774s] -24/11/23 04:19:56| INFO Dataset sample 0.70 of dataset imdb finished [took 1230.1808s] -24/11/23 04:19:56| INFO Dataset sample 0.80 of dataset imdb started -24/11/23 04:21:54| INFO doc finished [took 96.4219s] -24/11/23 04:22:00| INFO ref finished [took 105.1868s] -24/11/23 04:22:28| INFO atc_mc finished [took 130.7992s] -24/11/23 04:22:39| INFO m3w_sld finished [took 153.5143s] -24/11/23 04:23:16| INFO mul_sld finished [took 193.1064s] -24/11/23 04:23:40| INFO bin_sld finished [took 217.7579s] -24/11/23 04:38:39| INFO bin_kde finished [took 1108.9488s] -24/11/23 04:42:07| INFO m3w_kde finished [took 1312.4233s] -24/11/23 04:43:39| INFO mul_kde finished [took 1407.4574s] -24/11/23 04:43:39| INFO Dataset sample 0.80 of dataset imdb finished [took 1422.8010s] -24/11/23 04:43:39| INFO Dataset sample 0.90 of dataset imdb started -24/11/23 04:43:49| WARNING Method bin_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 -24/11/23 04:45:10| INFO doc finished [took 76.3140s] -24/11/23 04:45:12| INFO ref finished [took 80.8397s] -24/11/23 04:45:42| INFO atc_mc finished [took 108.5626s] -24/11/23 04:46:06| INFO m3w_sld finished [took 138.9982s] -24/11/23 04:46:18| INFO bin_sld finished [took 157.3218s] -24/11/23 04:46:40| INFO mul_sld finished [took 175.6442s] -24/11/23 05:05:28| INFO m3w_kde finished [took 1296.6349s] -24/11/23 05:06:39| INFO mul_kde finished [took 1371.2852s] -24/11/23 05:06:39| INFO Dataset sample 0.90 of dataset imdb finished [took 1380.3491s] +21/11/23 12:40:26| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:40:30| INFO Dataset sample 0.10 of dataset rcv1_CCAT started ---------------------------------------------------------------------------------------------------- -24/11/23 13:08:26| INFO dataset imdb_1prevs [pool size: 10] -24/11/23 13:08:35| INFO Dataset sample 0.50 of dataset imdb_1prevs started -24/11/23 13:09:33| INFO doc finished [took 32.9368s] -24/11/23 13:09:33| INFO ref finished [took 36.6002s] -24/11/23 13:09:41| INFO atc_mc finished [took 41.1087s] -24/11/23 13:09:46| INFO m3w_sld finished [took 48.8798s] -24/11/23 13:09:48| INFO bin_sld finished [took 55.2349s] -24/11/23 13:09:56| INFO mul_sld finished [took 60.7179s] -24/11/23 13:09:56| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 81.1295s] +21/11/23 12:43:19| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:43:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT started ---------------------------------------------------------------------------------------------------- -24/11/23 13:11:09| INFO dataset imdb_1prevs [pool size: 10] -24/11/23 13:11:18| INFO Dataset sample 0.50 of dataset imdb_1prevs started -24/11/23 13:12:19| INFO doc finished [took 33.5937s] -24/11/23 13:12:19| INFO ref finished [took 38.2165s] -24/11/23 13:12:25| INFO atc_mc finished [took 42.1742s] -24/11/23 13:12:31| INFO m3w_sld finished [took 51.8585s] -24/11/23 13:12:32| INFO bin_sld finished [took 58.6053s] -24/11/23 13:12:40| INFO mul_sld finished [took 62.6807s] -24/11/23 13:12:40| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 81.8889s] +21/11/23 12:46:40| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 12:46:45| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +21/11/23 14:31:59| ERROR estimate comparison failed. Exceprion: [Errno 2] No such file or directory: 'output/add/mandoline' ---------------------------------------------------------------------------------------------------- -24/11/23 13:14:45| INFO dataset imdb [pool size: 10] -24/11/23 13:14:54| INFO Dataset sample 0.10 of dataset imdb started -24/11/23 13:14:56| WARNING Method bin_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:14:57| WARNING Method mul_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:14:59| WARNING Method m3w_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:15:15| INFO doc finished [took 15.2754s] -24/11/23 13:15:16| INFO ref finished [took 16.3653s] -24/11/23 13:15:22| INFO atc_mc finished [took 21.5947s] -24/11/23 13:15:22| INFO Dataset sample 0.10 of dataset imdb finished [took 28.1521s] -24/11/23 13:15:22| INFO Dataset sample 0.20 of dataset imdb started -24/11/23 13:15:25| WARNING Method bin_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:15:27| WARNING Method mul_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:15:29| WARNING Method m3w_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:15:45| INFO doc finished [took 14.8008s] -24/11/23 13:15:46| INFO ref finished [took 16.4936s] -24/11/23 13:15:52| INFO atc_mc finished [took 22.3299s] -24/11/23 13:15:52| INFO Dataset sample 0.20 of dataset imdb finished [took 30.2268s] -24/11/23 13:15:52| INFO Dataset sample 0.30 of dataset imdb started -24/11/23 13:16:02| WARNING Method bin_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:16:04| WARNING Method mul_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. -24/11/23 13:16:05| WARNING Method m3w_kde_gs failed. Exception: Invalid parameter 'bandwith' for estimator KDEy(classifier=LogisticRegression()). Valid parameters are: ['bandwidth', 'classifier', 'n_jobs', 'random_state', 'val_split']. +21/11/23 14:33:02| INFO dataset rcv1_CCAT [pool size: 10] +21/11/23 14:33:06| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +21/11/23 14:33:41| INFO ref finished [took 32.5095s] +21/11/23 14:44:47| INFO mandoline finished [took 695.3280s] +21/11/23 14:44:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 700.7217s] +21/11/23 14:44:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT started +21/11/23 14:45:21| INFO ref finished [took 30.8301s] +21/11/23 14:56:12| INFO mandoline finished [took 679.5898s] +21/11/23 14:56:12| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 685.3558s] +21/11/23 14:56:12| INFO Dataset sample 0.30 of dataset rcv1_CCAT started +21/11/23 14:56:45| INFO ref finished [took 29.9331s] +21/11/23 15:07:41| INFO mandoline finished [took 684.4579s] +21/11/23 15:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 689.1060s] +21/11/23 15:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT started +21/11/23 15:08:13| INFO ref finished [took 29.6161s] +21/11/23 15:18:50| INFO mandoline finished [took 665.9347s] +21/11/23 15:18:50| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 669.0968s] +21/11/23 15:18:51| INFO Dataset sample 0.50 of dataset rcv1_CCAT started +21/11/23 15:19:24| INFO ref finished [took 30.2475s] +21/11/23 15:29:58| INFO mandoline finished [took 662.8145s] +21/11/23 15:29:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 667.2259s] +21/11/23 15:29:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT started +21/11/23 15:30:30| INFO ref finished [took 30.2155s] +21/11/23 15:42:54| INFO mandoline finished [took 772.9461s] +21/11/23 15:42:54| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 776.5262s] +21/11/23 15:42:54| INFO Dataset sample 0.70 of dataset rcv1_CCAT started +21/11/23 15:43:35| INFO ref finished [took 35.6520s] +21/11/23 16:06:02| INFO mandoline finished [took 1381.6871s] +21/11/23 16:06:02| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 1387.9846s] +21/11/23 16:06:02| INFO Dataset sample 0.80 of dataset rcv1_CCAT started +21/11/23 16:06:46| INFO ref finished [took 40.1253s] +21/11/23 16:32:55| INFO mandoline finished [took 1605.1647s] +21/11/23 16:32:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 1613.0689s] +21/11/23 16:32:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT started +21/11/23 16:33:41| INFO ref finished [took 39.0610s] +21/11/23 16:54:40| INFO mandoline finished [took 1296.7300s] +21/11/23 16:54:40| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 1304.5258s] ---------------------------------------------------------------------------------------------------- -24/11/23 13:16:44| INFO dataset imdb [pool size: 10] -24/11/23 13:16:53| INFO Dataset sample 0.10 of dataset imdb started -24/11/23 13:17:10| WARNING Method bin_kde_gs failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 -24/11/23 13:17:44| INFO ref finished [took 43.7689s] -24/11/23 13:17:44| INFO doc finished [took 40.8266s] -24/11/23 13:17:50| INFO atc_mc finished [took 47.6780s] +21/11/23 17:40:45| INFO dataset imdb [pool size: 10] +21/11/23 17:40:51| INFO Dataset sample 0.10 of dataset imdb started +21/11/23 17:41:02| INFO ref finished [took 10.1857s] +21/11/23 17:55:21| INFO mandoline finished [took 868.9696s] +21/11/23 17:55:21| INFO Dataset sample 0.10 of dataset imdb finished [took 870.0990s] +21/11/23 17:55:21| INFO Dataset sample 0.20 of dataset imdb started +21/11/23 17:55:32| INFO ref finished [took 9.7684s] +21/11/23 18:10:59| INFO mandoline finished [took 937.2745s] +21/11/23 18:10:59| INFO Dataset sample 0.20 of dataset imdb finished [took 938.5430s] +21/11/23 18:10:59| INFO Dataset sample 0.30 of dataset imdb started +21/11/23 18:11:15| INFO ref finished [took 11.1052s] +21/11/23 18:26:34| INFO mandoline finished [took 929.6805s] +21/11/23 18:26:34| INFO Dataset sample 0.30 of dataset imdb finished [took 934.4872s] +21/11/23 18:26:34| INFO Dataset sample 0.40 of dataset imdb started +21/11/23 18:26:49| INFO ref finished [took 12.7260s] +21/11/23 18:42:32| INFO mandoline finished [took 955.8333s] +21/11/23 18:42:32| INFO Dataset sample 0.40 of dataset imdb finished [took 958.1168s] +21/11/23 18:42:32| INFO Dataset sample 0.50 of dataset imdb started +21/11/23 18:42:43| INFO ref finished [took 9.5449s] +21/11/23 18:58:03| INFO mandoline finished [took 929.2836s] +21/11/23 18:58:03| INFO Dataset sample 0.50 of dataset imdb finished [took 931.1510s] +21/11/23 18:58:03| INFO Dataset sample 0.60 of dataset imdb started +21/11/23 18:58:16| INFO ref finished [took 10.1241s] +21/11/23 19:14:33| INFO mandoline finished [took 988.8207s] +21/11/23 19:14:33| INFO Dataset sample 0.60 of dataset imdb finished [took 990.2440s] +21/11/23 19:14:33| INFO Dataset sample 0.70 of dataset imdb started +21/11/23 19:14:45| INFO ref finished [took 9.4284s] +21/11/23 19:28:03| INFO mandoline finished [took 807.4508s] +21/11/23 19:28:03| INFO Dataset sample 0.70 of dataset imdb finished [took 809.2394s] +21/11/23 19:28:03| INFO Dataset sample 0.80 of dataset imdb started +21/11/23 19:28:14| INFO ref finished [took 8.6557s] +21/11/23 19:41:31| INFO mandoline finished [took 806.2654s] +21/11/23 19:41:31| INFO Dataset sample 0.80 of dataset imdb finished [took 808.4168s] +21/11/23 19:41:31| INFO Dataset sample 0.90 of dataset imdb started +21/11/23 19:41:42| INFO ref finished [took 8.9919s] +21/11/23 19:56:51| INFO mandoline finished [took 918.6407s] +21/11/23 19:56:51| INFO Dataset sample 0.90 of dataset imdb finished [took 919.6847s] ---------------------------------------------------------------------------------------------------- -24/11/23 21:19:12| INFO dataset imdb [pool size: 10] -24/11/23 21:19:21| INFO Dataset sample 0.10 of dataset imdb started -24/11/23 21:19:37| WARNING Method bin_kde_gs failed. Exception: local variable 'score' referenced before assignment -24/11/23 21:20:12| INFO doc finished [took 39.7157s] -24/11/23 21:20:13| INFO ref finished [took 45.3268s] -24/11/23 21:20:19| INFO atc_mc finished [took 49.5363s] +22/11/23 11:58:00| INFO dataset imdb [pool size: 10] +22/11/23 11:58:06| INFO Dataset sample 0.10 of dataset imdb started +22/11/23 11:58:38| INFO ref finished [took 20.1246s] +22/11/23 11:58:43| INFO m3wc_sld finished [took 35.2670s] +22/11/23 11:58:45| INFO m3wne_sld finished [took 27.2402s] +22/11/23 11:58:45| INFO m3wmc_sld finished [took 33.7730s] +22/11/23 11:58:45| INFO m3wis_sld finished [took 28.6075s] +22/11/23 11:58:45| INFO m3w_sld finished [took 37.6104s] +22/11/23 11:58:45| INFO Dataset sample 0.10 of dataset imdb finished [took 39.1052s] +22/11/23 11:58:45| INFO Dataset sample 0.20 of dataset imdb started +22/11/23 11:59:21| INFO ref finished [took 27.0119s] +22/11/23 11:59:26| INFO m3wc_sld finished [took 33.1978s] +22/11/23 11:59:27| INFO m3wis_sld finished [took 33.6313s] +22/11/23 11:59:27| INFO m3w_sld finished [took 39.0008s] +22/11/23 11:59:27| INFO m3wne_sld finished [took 34.7504s] +22/11/23 11:59:27| INFO m3wmc_sld finished [took 33.5540s] +22/11/23 11:59:27| INFO Dataset sample 0.20 of dataset imdb finished [took 42.0252s] +22/11/23 11:59:27| INFO Dataset sample 0.30 of dataset imdb started +22/11/23 12:00:07| INFO ref finished [took 27.3387s] +22/11/23 12:00:14| INFO m3w_sld finished [took 38.0511s] +22/11/23 12:00:14| INFO m3wmc_sld finished [took 32.2840s] +22/11/23 12:00:14| INFO m3wis_sld finished [took 34.7049s] +22/11/23 12:00:14| INFO m3wne_sld finished [took 35.2958s] +22/11/23 12:00:15| INFO m3wc_sld finished [took 38.6975s] +22/11/23 12:00:15| INFO Dataset sample 0.30 of dataset imdb finished [took 47.1668s] +22/11/23 12:00:15| INFO Dataset sample 0.40 of dataset imdb started +22/11/23 12:00:51| INFO ref finished [took 28.4562s] +22/11/23 12:00:58| INFO m3w_sld finished [took 36.1721s] +22/11/23 12:00:58| INFO m3wis_sld finished [took 36.6024s] +22/11/23 12:00:59| INFO m3wmc_sld finished [took 36.8160s] +22/11/23 12:00:59| INFO m3wc_sld finished [took 36.1838s] +22/11/23 12:01:00| INFO m3wne_sld finished [took 39.9058s] +22/11/23 12:01:00| INFO Dataset sample 0.40 of dataset imdb finished [took 45.1717s] +22/11/23 12:01:00| INFO Dataset sample 0.50 of dataset imdb started +22/11/23 12:01:38| INFO ref finished [took 31.1026s] +22/11/23 12:01:45| INFO m3w_sld finished [took 41.1692s] +22/11/23 12:01:45| INFO m3wmc_sld finished [took 38.9601s] +22/11/23 12:01:45| INFO m3wis_sld finished [took 38.4818s] +22/11/23 12:01:45| INFO m3wne_sld finished [took 38.5578s] +22/11/23 12:01:46| INFO m3wc_sld finished [took 39.0842s] +22/11/23 12:01:46| INFO Dataset sample 0.50 of dataset imdb finished [took 45.9125s] +22/11/23 12:01:46| INFO Dataset sample 0.60 of dataset imdb started +22/11/23 12:02:22| INFO ref finished [took 29.8625s] +22/11/23 12:02:28| INFO m3w_sld finished [took 39.2066s] +22/11/23 12:02:28| INFO m3wmc_sld finished [took 36.8822s] +22/11/23 12:02:28| INFO m3wc_sld finished [took 39.2907s] +22/11/23 12:02:29| INFO m3wis_sld finished [took 36.4195s] +22/11/23 12:02:29| INFO m3wne_sld finished [took 37.7176s] +22/11/23 12:02:29| INFO Dataset sample 0.60 of dataset imdb finished [took 43.7333s] +22/11/23 12:02:29| INFO Dataset sample 0.70 of dataset imdb started +22/11/23 12:03:05| INFO ref finished [took 25.2303s] +22/11/23 12:03:11| INFO m3wne_sld finished [took 34.4202s] +22/11/23 12:03:11| INFO m3w_sld finished [took 40.1097s] +22/11/23 12:03:12| INFO m3wmc_sld finished [took 34.2697s] +22/11/23 12:03:12| INFO m3wc_sld finished [took 37.7114s] +22/11/23 12:03:12| INFO m3wis_sld finished [took 34.4787s] +22/11/23 12:03:12| INFO Dataset sample 0.70 of dataset imdb finished [took 42.6965s] +22/11/23 12:03:12| INFO Dataset sample 0.80 of dataset imdb started +22/11/23 12:03:48| INFO ref finished [took 27.4618s] +22/11/23 12:03:54| INFO m3w_sld finished [took 37.2402s] +22/11/23 12:03:54| INFO m3wmc_sld finished [took 35.9695s] +22/11/23 12:03:54| INFO m3wc_sld finished [took 36.8594s] +22/11/23 12:03:55| INFO m3wis_sld finished [took 35.6391s] +22/11/23 12:03:55| INFO m3wne_sld finished [took 36.2462s] +22/11/23 12:03:55| INFO Dataset sample 0.80 of dataset imdb finished [took 42.7636s] +22/11/23 12:03:55| INFO Dataset sample 0.90 of dataset imdb started +22/11/23 12:04:27| INFO ref finished [took 25.3402s] +22/11/23 12:04:33| INFO m3wc_sld finished [took 34.4753s] +22/11/23 12:04:33| INFO m3wis_sld finished [took 32.2229s] +22/11/23 12:04:34| INFO m3wne_sld finished [took 32.8757s] +22/11/23 12:04:34| INFO m3wmc_sld finished [took 35.6489s] +22/11/23 12:04:35| INFO m3w_sld finished [took 38.3222s] +22/11/23 12:04:35| INFO Dataset sample 0.90 of dataset imdb finished [took 39.8562s] ---------------------------------------------------------------------------------------------------- -24/11/23 21:24:41| INFO dataset imdb [pool size: 10] -24/11/23 21:24:51| INFO Dataset sample 0.10 of dataset imdb started -24/11/23 21:26:05| INFO ref finished [took 67.1632s] -24/11/23 21:26:06| INFO doc finished [took 65.5065s] -24/11/23 21:26:18| INFO atc_mc finished [took 78.8066s] -24/11/23 22:16:31| WARNING Method bin_kde_gs failed. Exception: no combination of hyperparameters seem to work -25/11/23 01:59:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00881) [took 16491.5168s] -25/11/23 02:19:30| INFO m3w_kde_gs finished [took 17672.6965s] -25/11/23 02:26:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00835) [took 18113.2841s] -25/11/23 02:37:26| INFO mul_kde_gs finished [took 18751.5102s] -25/11/23 02:37:26| INFO Dataset sample 0.10 of dataset imdb finished [took 18755.1792s] -25/11/23 02:37:26| INFO Dataset sample 0.20 of dataset imdb started -25/11/23 02:38:15| INFO ref finished [took 39.8675s] -25/11/23 02:38:15| INFO doc finished [took 38.7638s] -25/11/23 02:38:21| INFO atc_mc finished [took 46.5390s] -25/11/23 05:49:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00999) [took 11542.9489s] -25/11/23 06:13:27| INFO bin_kde_gs finished [took 12957.9243s] -25/11/23 07:31:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00897) [took 17608.7089s] -25/11/23 07:43:53| INFO m3w_kde_gs finished [took 18379.4754s] -25/11/23 07:59:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01148) [took 19343.2149s] -25/11/23 08:07:34| INFO mul_kde_gs finished [took 19801.1072s] -25/11/23 08:07:34| INFO Dataset sample 0.20 of dataset imdb finished [took 19807.8448s] -25/11/23 08:07:34| INFO Dataset sample 0.30 of dataset imdb started -25/11/23 08:08:26| INFO doc finished [took 34.6700s] -25/11/23 08:08:27| INFO ref finished [took 38.0019s] -25/11/23 08:08:33| INFO atc_mc finished [took 43.2171s] -25/11/23 11:05:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01068) [took 10665.1841s] -25/11/23 11:21:29| INFO bin_kde_gs finished [took 11626.5121s] -25/11/23 13:01:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01034) [took 17607.5088s] -25/11/23 13:12:52| INFO m3w_kde_gs finished [took 18303.4975s] -25/11/23 13:30:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.01144) [took 19391.6099s] -25/11/23 13:41:10| INFO mul_kde_gs finished [took 20002.7344s] -25/11/23 13:41:10| INFO Dataset sample 0.30 of dataset imdb finished [took 20016.5606s] -25/11/23 13:41:10| INFO Dataset sample 0.40 of dataset imdb started -25/11/23 13:41:56| INFO doc finished [took 32.5842s] -25/11/23 13:41:56| INFO ref finished [took 36.6818s] -25/11/23 13:42:06| INFO atc_mc finished [took 44.2487s] -25/11/23 16:23:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01183) [took 9729.3258s] -25/11/23 16:39:21| INFO bin_kde_gs finished [took 10686.5343s] -25/11/23 18:32:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01246) [took 17473.3242s] -25/11/23 18:43:27| INFO m3w_kde_gs finished [took 18126.7932s] -25/11/23 19:02:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01173) [took 19244.5591s] -25/11/23 19:08:38| INFO mul_kde_gs finished [took 19641.2216s] -25/11/23 19:08:38| INFO Dataset sample 0.40 of dataset imdb finished [took 19647.5489s] -25/11/23 19:08:38| INFO Dataset sample 0.50 of dataset imdb started -25/11/23 19:09:23| INFO ref finished [took 35.0894s] -25/11/23 19:09:23| INFO doc finished [took 32.8806s] -25/11/23 19:09:32| INFO atc_mc finished [took 43.0392s] -25/11/23 21:50:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00977) [took 9723.9204s] -25/11/23 22:05:51| INFO bin_kde_gs finished [took 10626.6801s] -26/11/23 00:02:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01190) [took 17648.9031s] -26/11/23 00:13:36| INFO m3w_kde_gs finished [took 18288.9271s] -26/11/23 00:30:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01052) [took 19308.0768s] -26/11/23 00:37:10| INFO mul_kde_gs finished [took 19703.5034s] -26/11/23 00:37:10| INFO Dataset sample 0.50 of dataset imdb finished [took 19712.0100s] -26/11/23 00:37:10| INFO Dataset sample 0.60 of dataset imdb started -26/11/23 00:37:54| INFO doc finished [took 33.5170s] -26/11/23 00:37:55| INFO ref finished [took 38.5452s] -26/11/23 00:38:03| INFO atc_mc finished [took 44.0720s] -26/11/23 03:26:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.01214) [took 10173.9506s] -26/11/23 03:41:44| INFO bin_kde_gs finished [took 11071.4873s] -26/11/23 05:29:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01499) [took 17521.4196s] -26/11/23 05:39:04| INFO m3w_kde_gs finished [took 18107.8317s] -26/11/23 05:58:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01040) [took 19259.1727s] -26/11/23 06:04:35| INFO mul_kde_gs finished [took 19641.1730s] -26/11/23 06:04:35| INFO Dataset sample 0.60 of dataset imdb finished [took 19645.3406s] -26/11/23 06:04:35| INFO Dataset sample 0.70 of dataset imdb started -26/11/23 06:05:24| INFO doc finished [took 35.6665s] -26/11/23 06:05:25| INFO ref finished [took 38.5827s] -26/11/23 06:05:31| INFO atc_mc finished [took 43.1843s] -26/11/23 09:04:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01696) [took 10818.2644s] -26/11/23 09:21:30| INFO bin_kde_gs finished [took 11810.1117s] -26/11/23 11:02:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01305) [took 17861.3492s] -26/11/23 11:15:34| INFO m3w_kde_gs finished [took 18650.1771s] -26/11/23 11:32:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 19666.2826s] -26/11/23 11:39:29| INFO mul_kde_gs finished [took 20086.3185s] -26/11/23 11:39:29| INFO Dataset sample 0.70 of dataset imdb finished [took 20094.0966s] -26/11/23 11:39:29| INFO Dataset sample 0.80 of dataset imdb started -26/11/23 11:40:19| INFO doc finished [took 36.4984s] -26/11/23 11:40:20| INFO ref finished [took 41.0992s] -26/11/23 11:40:26| INFO atc_mc finished [took 43.9135s] -26/11/23 14:51:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00820) [took 11490.9601s] -26/11/23 15:14:11| INFO bin_kde_gs finished [took 12876.1735s] -26/11/23 16:34:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00900) [took 17699.0875s] -26/11/23 16:47:40| INFO m3w_kde_gs finished [took 18481.8915s] -26/11/23 17:04:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00789) [took 19500.2223s] -26/11/23 17:14:11| INFO mul_kde_gs finished [took 20075.5421s] -26/11/23 17:14:11| INFO Dataset sample 0.80 of dataset imdb finished [took 20082.2791s] -26/11/23 17:14:11| INFO Dataset sample 0.90 of dataset imdb started -26/11/23 17:15:20| INFO doc finished [took 58.1112s] -26/11/23 17:15:22| INFO ref finished [took 62.7922s] -26/11/23 17:15:32| INFO atc_mc finished [took 71.1179s] -26/11/23 17:22:00| WARNING Method bin_kde_gs failed. Exception: no combination of hyperparameters seem to work -26/11/23 21:26:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00883) [took 15151.3926s] -26/11/23 21:44:19| INFO m3w_kde_gs finished [took 16202.9914s] -26/11/23 21:53:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00944) [took 16770.6298s] -26/11/23 22:04:28| INFO mul_kde_gs finished [took 17412.4769s] -26/11/23 22:04:28| INFO Dataset sample 0.90 of dataset imdb finished [took 17416.0963s] +22/11/23 12:05:22| INFO dataset rcv1_CCAT [pool size: 10] +22/11/23 12:05:27| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +22/11/23 12:06:24| INFO m3w_sld finished [took 52.6427s] +22/11/23 12:06:24| INFO m3wc_sld finished [took 50.3506s] +22/11/23 12:06:28| INFO m3wmc_sld finished [took 48.6052s] +22/11/23 12:06:32| INFO ref finished [took 37.1292s] +22/11/23 12:06:33| INFO m3wne_sld finished [took 46.1025s] +22/11/23 12:06:34| INFO m3wis_sld finished [took 41.4149s] +22/11/23 12:06:34| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 66.9386s] +22/11/23 12:06:34| INFO Dataset sample 0.20 of dataset rcv1_CCAT started +22/11/23 12:07:32| INFO m3w_sld finished [took 56.0148s] +22/11/23 12:07:34| INFO m3wc_sld finished [took 54.0796s] +22/11/23 12:07:35| INFO ref finished [took 34.9967s] +22/11/23 12:07:36| INFO m3wmc_sld finished [took 50.7714s] +22/11/23 12:07:38| INFO m3wis_sld finished [took 43.3932s] +22/11/23 12:07:38| INFO m3wne_sld finished [took 47.1640s] +22/11/23 12:07:38| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 64.1426s] +22/11/23 12:07:38| INFO Dataset sample 0.30 of dataset rcv1_CCAT started +22/11/23 12:08:40| INFO m3w_sld finished [took 59.3658s] +22/11/23 12:08:43| INFO m3wc_sld finished [took 57.4079s] +22/11/23 12:08:43| INFO m3wmc_sld finished [took 53.5983s] +22/11/23 12:08:45| INFO m3wne_sld finished [took 49.3882s] +22/11/23 12:08:45| INFO m3wis_sld finished [took 44.7063s] +22/11/23 12:08:48| INFO ref finished [took 40.8922s] +22/11/23 12:08:48| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 70.0364s] +22/11/23 12:08:48| INFO Dataset sample 0.40 of dataset rcv1_CCAT started +22/11/23 12:09:44| INFO m3w_sld finished [took 53.9161s] +22/11/23 12:09:45| INFO ref finished [took 35.4661s] +22/11/23 12:09:46| INFO m3wc_sld finished [took 52.7661s] +22/11/23 12:09:46| INFO m3wmc_sld finished [took 49.8967s] +22/11/23 12:09:49| INFO m3wis_sld finished [took 44.1679s] +22/11/23 12:09:49| INFO m3wne_sld finished [took 48.3616s] +22/11/23 12:09:49| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 60.5859s] +22/11/23 12:09:49| INFO Dataset sample 0.50 of dataset rcv1_CCAT started +22/11/23 12:10:49| INFO m3w_sld finished [took 57.4909s] +22/11/23 12:10:50| INFO ref finished [took 36.8919s] +22/11/23 12:10:51| INFO m3wc_sld finished [took 56.1011s] +22/11/23 12:10:52| INFO m3wmc_sld finished [took 53.3435s] +22/11/23 12:10:53| INFO m3wne_sld finished [took 47.5267s] +22/11/23 12:10:53| INFO m3wis_sld finished [took 44.3303s] +22/11/23 12:10:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 64.4169s] +22/11/23 12:10:53| INFO Dataset sample 0.60 of dataset rcv1_CCAT started +22/11/23 12:11:56| INFO m3w_sld finished [took 60.2366s] +22/11/23 12:11:58| INFO ref finished [took 37.1789s] +22/11/23 12:11:59| INFO m3wmc_sld finished [took 55.4649s] +22/11/23 12:11:59| INFO m3wc_sld finished [took 59.3427s] +22/11/23 12:12:00| INFO m3wne_sld finished [took 50.7418s] +22/11/23 12:12:01| INFO m3wis_sld finished [took 42.9719s] +22/11/23 12:12:01| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 67.6149s] +22/11/23 12:12:01| INFO Dataset sample 0.70 of dataset rcv1_CCAT started +22/11/23 12:12:58| INFO m3w_sld finished [took 53.9301s] +22/11/23 12:12:59| INFO m3wc_sld finished [took 51.7903s] +22/11/23 12:13:00| INFO m3wmc_sld finished [took 48.8750s] +22/11/23 12:13:00| INFO ref finished [took 35.0818s] +22/11/23 12:13:01| INFO m3wne_sld finished [took 46.3834s] +22/11/23 12:13:03| INFO m3wis_sld finished [took 43.9770s] +22/11/23 12:13:03| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 62.2156s] +22/11/23 12:13:03| INFO Dataset sample 0.80 of dataset rcv1_CCAT started +22/11/23 12:14:03| INFO m3w_sld finished [took 56.4036s] +22/11/23 12:14:04| INFO m3wc_sld finished [took 55.2289s] +22/11/23 12:14:06| INFO ref finished [took 36.4420s] +22/11/23 12:14:06| INFO m3wmc_sld finished [took 50.8138s] +22/11/23 12:14:07| INFO m3wne_sld finished [took 46.9118s] +22/11/23 12:14:08| INFO m3wis_sld finished [took 44.0800s] +22/11/23 12:14:08| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 65.0563s] +22/11/23 12:14:08| INFO Dataset sample 0.90 of dataset rcv1_CCAT started +22/11/23 12:15:06| INFO m3wc_sld finished [took 52.7883s] +22/11/23 12:15:07| INFO ref finished [took 34.8605s] +22/11/23 12:15:07| INFO m3w_sld finished [took 55.3486s] +22/11/23 12:15:08| INFO m3wmc_sld finished [took 48.5838s] +22/11/23 12:15:09| INFO m3wne_sld finished [took 45.3142s] +22/11/23 12:15:11| INFO m3wis_sld finished [took 42.3787s] +22/11/23 12:15:11| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 62.1067s] +---------------------------------------------------------------------------------------------------- +22/11/23 12:20:20| INFO dataset imdb [pool size: 10] +22/11/23 12:20:26| INFO Dataset sample 0.10 of dataset imdb started +22/11/23 12:21:02| INFO ref finished [took 27.2824s] +22/11/23 12:21:10| INFO m3wmc_sld finished [took 40.5131s] +22/11/23 12:21:10| INFO m3wis_sld finished [took 38.9391s] +22/11/23 12:21:10| INFO m3wne_sld finished [took 40.2191s] +22/11/23 12:21:11| INFO m3wc_sld finished [took 42.5874s] +22/11/23 12:21:12| INFO m3w_sld finished [took 44.6187s] +22/11/23 12:26:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 356.1195s] +22/11/23 12:26:42| INFO m3w_sld_gs finished [took 367.0376s] +22/11/23 12:26:42| INFO Dataset sample 0.10 of dataset imdb finished [took 375.3288s] +22/11/23 12:26:42| INFO Dataset sample 0.20 of dataset imdb started +22/11/23 12:27:19| INFO ref finished [took 28.2644s] +22/11/23 12:27:27| INFO m3wc_sld finished [took 37.7470s] +22/11/23 12:27:27| INFO m3wmc_sld finished [took 37.3375s] +22/11/23 12:27:27| INFO m3wne_sld finished [took 38.6171s] +22/11/23 12:27:28| INFO m3w_sld finished [took 42.7249s] +22/11/23 12:27:29| INFO m3wis_sld finished [took 37.3483s] +22/11/23 12:32:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 349.3400s] +22/11/23 12:32:51| INFO m3w_sld_gs finished [took 360.3334s] +22/11/23 12:32:51| INFO Dataset sample 0.20 of dataset imdb finished [took 369.3504s] +22/11/23 12:32:51| INFO Dataset sample 0.30 of dataset imdb started +22/11/23 12:33:31| INFO ref finished [took 30.8008s] +22/11/23 12:33:41| INFO m3wmc_sld finished [took 39.3323s] +22/11/23 12:33:43| INFO m3w_sld finished [took 47.1306s] +22/11/23 12:33:44| INFO m3wis_sld finished [took 43.9691s] +22/11/23 12:33:44| INFO m3wne_sld finished [took 44.0094s] +22/11/23 12:33:45| INFO m3wc_sld finished [took 47.0569s] +22/11/23 12:39:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 365.5059s] +22/11/23 12:39:18| INFO m3w_sld_gs finished [took 376.6307s] +22/11/23 12:39:18| INFO Dataset sample 0.30 of dataset imdb finished [took 386.9991s] +22/11/23 12:39:18| INFO Dataset sample 0.40 of dataset imdb started +22/11/23 12:39:58| INFO ref finished [took 31.0332s] +22/11/23 12:40:07| INFO m3w_sld finished [took 44.3730s] +22/11/23 12:40:09| INFO m3wis_sld finished [took 45.8072s] +22/11/23 12:40:09| INFO m3wmc_sld finished [took 45.7513s] +22/11/23 12:40:10| INFO m3wc_sld finished [took 47.3221s] +22/11/23 12:40:11| INFO m3wne_sld finished [took 46.8383s] +22/11/23 12:45:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 381.3763s] +22/11/23 12:45:58| INFO m3w_sld_gs finished [took 392.5692s] +22/11/23 12:45:58| INFO Dataset sample 0.40 of dataset imdb finished [took 400.1518s] +22/11/23 12:45:58| INFO Dataset sample 0.50 of dataset imdb started +22/11/23 12:46:41| INFO ref finished [took 36.3806s] +22/11/23 12:46:52| INFO m3wmc_sld finished [took 46.1219s] +22/11/23 12:46:54| INFO m3w_sld finished [took 51.7617s] +22/11/23 12:46:54| INFO m3wne_sld finished [took 48.4856s] +22/11/23 12:46:54| INFO m3wc_sld finished [took 51.0148s] +22/11/23 12:46:55| INFO m3wis_sld finished [took 50.5689s] +22/11/23 12:52:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 379.4847s] +22/11/23 12:52:37| INFO m3w_sld_gs finished [took 391.8152s] +22/11/23 12:52:37| INFO Dataset sample 0.50 of dataset imdb finished [took 398.5833s] +22/11/23 12:52:37| INFO Dataset sample 0.60 of dataset imdb started +22/11/23 12:53:26| INFO ref finished [took 34.0442s] +22/11/23 12:53:37| INFO m3w_sld finished [took 57.4088s] +22/11/23 12:53:38| INFO m3wc_sld finished [took 55.0654s] +22/11/23 12:53:38| INFO m3wmc_sld finished [took 56.0394s] +22/11/23 12:53:39| INFO m3wis_sld finished [took 53.5200s] +22/11/23 12:53:40| INFO m3wne_sld finished [took 58.1464s] +22/11/23 13:00:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 448.9250s] +22/11/23 13:00:27| INFO m3w_sld_gs finished [took 459.7689s] +22/11/23 13:00:27| INFO Dataset sample 0.60 of dataset imdb finished [took 470.4828s] +22/11/23 13:00:27| INFO Dataset sample 0.70 of dataset imdb started +22/11/23 13:01:05| INFO ref finished [took 28.4229s] +22/11/23 13:01:15| INFO m3wmc_sld finished [took 41.4328s] +22/11/23 13:01:15| INFO m3w_sld finished [took 44.5048s] +22/11/23 13:01:15| INFO m3wis_sld finished [took 41.7876s] +22/11/23 13:01:15| INFO m3wne_sld finished [took 41.8161s] +22/11/23 13:01:17| INFO m3wc_sld finished [took 44.7471s] +22/11/23 13:06:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 370.9799s] +22/11/23 13:06:58| INFO m3w_sld_gs finished [took 381.6872s] +22/11/23 13:06:58| INFO Dataset sample 0.70 of dataset imdb finished [took 390.2966s] +22/11/23 13:06:58| INFO Dataset sample 0.80 of dataset imdb started +22/11/23 13:07:37| INFO ref finished [took 29.4671s] +22/11/23 13:07:47| INFO m3wis_sld finished [took 41.0866s] +22/11/23 13:07:47| INFO m3wmc_sld finished [took 40.2828s] +22/11/23 13:07:48| INFO m3wc_sld finished [took 43.2777s] +22/11/23 13:07:48| INFO m3w_sld finished [took 47.0649s] +22/11/23 13:07:49| INFO m3wne_sld finished [took 41.6009s] +22/11/23 13:13:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 354.9822s] +22/11/23 13:13:12| INFO m3w_sld_gs finished [took 365.6544s] +22/11/23 13:13:12| INFO Dataset sample 0.80 of dataset imdb finished [took 374.8787s] +22/11/23 13:13:13| INFO Dataset sample 0.90 of dataset imdb started +22/11/23 13:13:48| INFO ref finished [took 26.1526s] +22/11/23 13:13:55| INFO m3wc_sld finished [took 40.9106s] +22/11/23 13:13:56| INFO m3wis_sld finished [took 38.6163s] +22/11/23 13:13:57| INFO m3wne_sld finished [took 40.6622s] +22/11/23 13:13:58| INFO m3wmc_sld finished [took 41.5060s] +22/11/23 13:14:00| INFO m3w_sld finished [took 45.9820s] +22/11/23 13:19:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 348.7108s] +22/11/23 13:19:19| INFO m3w_sld_gs finished [took 359.5795s] +22/11/23 13:19:19| INFO Dataset sample 0.90 of dataset imdb finished [took 366.0801s] +---------------------------------------------------------------------------------------------------- +22/11/23 14:09:35| INFO dataset rcv1_CCAT [pool size: 10] +22/11/23 14:09:40| INFO Dataset sample 0.10 of dataset rcv1_CCAT started +---------------------------------------------------------------------------------------------------- +22/11/23 14:25:46| INFO dataset cifar10_dog [pool size: 10] +22/11/23 14:25:46| INFO Dataset sample 0.10 of dataset cifar10_dog started +22/11/23 14:28:26| INFO ref finished [took 148.6634s] +22/11/23 14:29:51| INFO m3w_sld finished [took 241.8112s] +22/11/23 14:29:52| INFO m3wc_sld finished [took 241.8878s] +22/11/23 14:29:54| INFO m3wmc_sld finished [took 243.6131s] +22/11/23 14:29:55| INFO m3wne_sld finished [took 242.0939s] +22/11/23 14:29:58| INFO m3wis_sld finished [took 244.2566s] +22/11/23 14:33:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 449.7161s] +22/11/23 14:34:17| INFO m3w_sld_gs finished [took 500.5169s] +22/11/23 14:34:17| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 510.2785s] +22/11/23 14:34:17| INFO Dataset sample 0.20 of dataset cifar10_dog started +22/11/23 14:36:52| INFO ref finished [took 145.7727s] +22/11/23 14:38:07| INFO m3wne_sld finished [took 223.7816s] +22/11/23 14:38:12| INFO m3w_sld finished [took 232.4869s] +22/11/23 14:38:14| INFO m3wmc_sld finished [took 231.4455s] +22/11/23 14:38:15| INFO m3wis_sld finished [took 230.4596s] +22/11/23 14:38:15| INFO m3wc_sld finished [took 233.0071s] +22/11/23 14:41:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 437.3553s] +22/11/23 14:42:16| INFO m3w_sld_gs finished [took 471.2140s] +22/11/23 14:42:16| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 479.6461s] +22/11/23 14:42:16| INFO Dataset sample 0.30 of dataset cifar10_dog started +22/11/23 14:44:53| INFO ref finished [took 147.7523s] +22/11/23 14:46:05| INFO m3wmc_sld finished [took 224.0658s] +22/11/23 14:46:08| INFO m3w_sld finished [took 229.3098s] +22/11/23 14:46:10| INFO m3wne_sld finished [took 228.2859s] +22/11/23 14:46:11| INFO m3wc_sld finished [took 231.3908s] +22/11/23 14:46:13| INFO m3wis_sld finished [took 228.9895s] +---------------------------------------------------------------------------------------------------- +22/11/23 22:39:25| INFO dataset imdb [pool size: 10] +22/11/23 22:39:31| INFO Dataset sample 0.10 of dataset imdb started +22/11/23 22:40:05| INFO ref finished [took 26.7125s] +22/11/23 22:40:15| INFO m3wne_sld finished [took 39.9900s] +22/11/23 22:40:16| INFO m3wmc_sld finished [took 41.6852s] +22/11/23 22:40:16| INFO m3wc_sld finished [took 42.1895s] +22/11/23 22:40:17| INFO m3wis_sld finished [took 40.8057s] +22/11/23 22:40:17| INFO m3w_sld finished [took 45.2795s] +22/11/23 22:45:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 372.6118s] +22/11/23 22:46:00| INFO m3w_sld_gs finished [took 383.2764s] +22/11/23 22:46:00| INFO Dataset sample 0.10 of dataset imdb finished [took 388.8456s] +22/11/23 22:46:00| INFO Dataset sample 0.20 of dataset imdb started +22/11/23 22:46:36| INFO ref finished [took 26.0360s] +22/11/23 22:46:42| INFO m3wne_sld finished [took 35.7751s] +22/11/23 22:46:43| INFO m3wc_sld finished [took 41.0112s] +22/11/23 22:46:44| INFO m3w_sld finished [took 42.4419s] +22/11/23 22:46:45| INFO m3wis_sld finished [took 37.4503s] +22/11/23 22:46:45| INFO m3wmc_sld finished [took 40.8884s] +22/11/23 22:53:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00786) [took 417.0861s] +22/11/23 22:53:17| INFO m3w_sld_gs finished [took 428.8639s] +22/11/23 22:53:17| INFO Dataset sample 0.20 of dataset imdb finished [took 436.4691s] +22/11/23 22:53:17| INFO Dataset sample 0.30 of dataset imdb started +22/11/23 22:54:04| INFO ref finished [took 32.2664s] +22/11/23 22:54:15| INFO m3w_sld finished [took 51.8639s] +22/11/23 22:54:15| INFO m3wis_sld finished [took 44.8139s] +22/11/23 22:54:15| INFO m3wmc_sld finished [took 46.5044s] +22/11/23 22:54:15| INFO m3wc_sld finished [took 50.4231s] +22/11/23 22:54:16| INFO m3wne_sld finished [took 46.3459s] +22/11/23 23:00:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00853) [took 411.8293s] +22/11/23 23:00:31| INFO m3w_sld_gs finished [took 422.5298s] +22/11/23 23:00:31| INFO Dataset sample 0.30 of dataset imdb finished [took 434.6217s] +22/11/23 23:00:31| INFO Dataset sample 0.40 of dataset imdb started +22/11/23 23:01:13| INFO ref finished [took 30.7259s] +22/11/23 23:01:21| INFO m3w_sld finished [took 48.4534s] +22/11/23 23:01:22| INFO m3wmc_sld finished [took 45.3415s] +22/11/23 23:01:22| INFO m3wc_sld finished [took 47.5734s] +22/11/23 23:01:24| INFO m3wis_sld finished [took 44.8038s] +22/11/23 23:01:25| INFO m3wne_sld finished [took 46.9841s] +22/11/23 23:06:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01874) [took 380.7642s] +22/11/23 23:07:10| INFO m3w_sld_gs finished [took 391.7746s] +22/11/23 23:07:10| INFO Dataset sample 0.40 of dataset imdb finished [took 398.3842s] +22/11/23 23:07:10| INFO Dataset sample 0.50 of dataset imdb started +22/11/23 23:07:53| INFO ref finished [took 33.9676s] +22/11/23 23:08:01| INFO m3w_sld finished [took 49.9842s] +22/11/23 23:08:04| INFO m3wis_sld finished [took 47.8397s] +22/11/23 23:08:05| INFO m3wmc_sld finished [took 48.4244s] +22/11/23 23:08:05| INFO m3wc_sld finished [took 50.3583s] +22/11/23 23:08:06| INFO m3wne_sld finished [took 49.9964s] +22/11/23 23:13:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01851) [took 387.4653s] +22/11/23 23:13:57| INFO m3w_sld_gs finished [took 398.5473s] +22/11/23 23:13:57| INFO Dataset sample 0.50 of dataset imdb finished [took 407.1600s] +22/11/23 23:13:57| INFO Dataset sample 0.60 of dataset imdb started +22/11/23 23:14:36| INFO ref finished [took 31.8305s] +22/11/23 23:14:46| INFO m3w_sld finished [took 47.2148s] +22/11/23 23:14:48| INFO m3wmc_sld finished [took 45.0544s] +22/11/23 23:14:49| INFO m3wis_sld finished [took 45.5847s] +22/11/23 23:14:49| INFO m3wne_sld finished [took 46.6914s] +22/11/23 23:14:49| INFO m3wc_sld finished [took 48.5027s] +22/11/23 23:20:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.02000) [took 385.6402s] +22/11/23 23:20:39| INFO m3w_sld_gs finished [took 396.1211s] +22/11/23 23:20:39| INFO Dataset sample 0.60 of dataset imdb finished [took 402.5207s] +22/11/23 23:20:39| INFO Dataset sample 0.70 of dataset imdb started +22/11/23 23:21:15| INFO ref finished [took 28.4956s] +22/11/23 23:21:26| INFO m3wis_sld finished [took 39.6972s] +22/11/23 23:21:27| INFO m3wne_sld finished [took 40.9912s] +22/11/23 23:21:27| INFO m3w_sld finished [took 45.7233s] +22/11/23 23:21:28| INFO m3wmc_sld finished [took 42.7001s] +22/11/23 23:21:29| INFO m3wc_sld finished [took 45.8509s] +22/11/23 23:27:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 379.2411s] +22/11/23 23:27:16| INFO m3w_sld_gs finished [took 389.5301s] +22/11/23 23:27:16| INFO Dataset sample 0.70 of dataset imdb finished [took 397.0096s] +22/11/23 23:27:16| INFO Dataset sample 0.80 of dataset imdb started +22/11/23 23:27:51| INFO ref finished [took 28.1018s] +22/11/23 23:28:00| INFO m3wis_sld finished [took 37.8200s] +22/11/23 23:28:00| INFO m3wc_sld finished [took 40.2210s] +22/11/23 23:28:00| INFO m3wne_sld finished [took 38.4939s] +22/11/23 23:28:01| INFO m3w_sld finished [took 42.3041s] +22/11/23 23:28:01| INFO m3wmc_sld finished [took 39.0396s] +22/11/23 23:33:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00789) [took 344.2546s] +22/11/23 23:33:19| INFO m3w_sld_gs finished [took 354.4437s] +22/11/23 23:33:19| INFO Dataset sample 0.80 of dataset imdb finished [took 362.5184s] +22/11/23 23:33:19| INFO Dataset sample 0.90 of dataset imdb started +22/11/23 23:33:52| INFO ref finished [took 26.5296s] +22/11/23 23:34:00| INFO m3wc_sld finished [took 39.1261s] +22/11/23 23:34:00| INFO m3wis_sld finished [took 37.7493s] +22/11/23 23:34:01| INFO m3wne_sld finished [took 38.9486s] +22/11/23 23:34:03| INFO m3wmc_sld finished [took 39.5300s] +22/11/23 23:34:03| INFO m3w_sld finished [took 43.5324s] +22/11/23 23:39:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00807) [took 339.8089s] +22/11/23 23:39:14| INFO m3w_sld_gs finished [took 349.9083s] +22/11/23 23:39:14| INFO Dataset sample 0.90 of dataset imdb finished [took 355.6212s] +---------------------------------------------------------------------------------------------------- +23/11/23 01:39:20| INFO dataset cifar10_dog [pool size: 10] +23/11/23 01:39:40| INFO Dataset sample 0.10 of dataset cifar10_dog started +23/11/23 01:41:53| INFO ref finished [took 122.3468s] +23/11/23 01:42:57| INFO m3wne_sld finished [took 191.2357s] +23/11/23 01:42:57| INFO m3wmc_sld finished [took 193.1441s] +23/11/23 01:42:58| INFO m3w_sld finished [took 196.2437s] +23/11/23 01:42:59| INFO m3wc_sld finished [took 196.6874s] +23/11/23 01:43:01| INFO m3wis_sld finished [took 191.9054s] +23/11/23 01:45:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.09410) [took 352.3661s] +23/11/23 01:46:30| INFO m3w_sld_gs finished [took 399.1968s] +23/11/23 01:46:30| INFO Dataset sample 0.10 of dataset cifar10_dog finished [took 409.5722s] +23/11/23 01:46:30| INFO Dataset sample 0.20 of dataset cifar10_dog started +23/11/23 01:48:42| INFO ref finished [took 122.0379s] +23/11/23 01:49:46| INFO m3w_sld finished [took 194.6095s] +23/11/23 01:49:46| INFO m3wne_sld finished [took 191.4555s] +23/11/23 01:49:49| INFO m3wmc_sld finished [took 195.1906s] +23/11/23 01:49:50| INFO m3wis_sld finished [took 193.4222s] +23/11/23 01:49:51| INFO m3wc_sld finished [took 198.0330s] +23/11/23 01:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.08755) [took 367.8527s] +23/11/23 01:53:15| INFO m3w_sld_gs finished [took 397.7191s] +23/11/23 01:53:15| INFO Dataset sample 0.20 of dataset cifar10_dog finished [took 405.5805s] +23/11/23 01:53:15| INFO Dataset sample 0.30 of dataset cifar10_dog started +23/11/23 01:55:29| INFO ref finished [took 124.0739s] +23/11/23 01:56:29| INFO m3wmc_sld finished [took 189.5274s] +23/11/23 01:56:33| INFO m3wne_sld finished [took 193.1704s] +23/11/23 01:56:35| INFO m3wis_sld finished [took 194.7936s] +23/11/23 01:56:36| INFO m3w_sld finished [took 198.7475s] +23/11/23 01:56:39| INFO m3wc_sld finished [took 200.6006s] +23/11/23 01:59:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04338) [took 370.4179s] +23/11/23 02:00:04| INFO m3w_sld_gs finished [took 401.0379s] +23/11/23 02:00:04| INFO Dataset sample 0.30 of dataset cifar10_dog finished [took 408.3748s] +23/11/23 02:00:04| INFO Dataset sample 0.40 of dataset cifar10_dog started +23/11/23 02:02:16| INFO ref finished [took 122.2531s] +23/11/23 02:03:13| INFO m3wc_sld finished [took 186.7289s] +23/11/23 02:03:19| INFO m3w_sld finished [took 193.2497s] +23/11/23 02:03:23| INFO m3wis_sld finished [took 193.2067s] +23/11/23 02:03:24| INFO m3wne_sld finished [took 195.4547s] +23/11/23 02:03:25| INFO m3wmc_sld finished [took 197.0467s] +23/11/23 02:06:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.04410) [took 356.4309s] +23/11/23 02:06:37| INFO m3w_sld_gs finished [took 385.9116s] +23/11/23 02:06:37| INFO Dataset sample 0.40 of dataset cifar10_dog finished [took 392.7862s] +23/11/23 02:06:37| INFO Dataset sample 0.50 of dataset cifar10_dog started +23/11/23 02:08:48| INFO ref finished [took 123.5860s] +23/11/23 02:09:46| INFO m3wmc_sld finished [took 186.2835s] +23/11/23 02:09:46| INFO m3wc_sld finished [took 187.1974s] +23/11/23 02:09:50| INFO m3wne_sld finished [took 188.7170s] +23/11/23 02:09:52| INFO m3w_sld finished [took 194.1977s] +23/11/23 02:09:55| INFO m3wis_sld finished [took 192.8132s] +23/11/23 02:12:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01831) [took 340.0441s] +23/11/23 02:12:53| INFO m3w_sld_gs finished [took 369.1645s] +23/11/23 02:12:53| INFO Dataset sample 0.50 of dataset cifar10_dog finished [took 376.4990s] +23/11/23 02:12:53| INFO Dataset sample 0.60 of dataset cifar10_dog started +23/11/23 02:15:15| INFO ref finished [took 131.0013s] +23/11/23 02:16:14| INFO m3w_sld finished [took 198.7240s] +23/11/23 02:16:15| INFO m3wc_sld finished [took 198.7629s] +23/11/23 02:16:15| INFO m3wne_sld finished [took 198.3437s] +23/11/23 02:16:16| INFO m3wmc_sld finished [took 198.2890s] +23/11/23 02:16:17| INFO m3wis_sld finished [took 197.8288s] +23/11/23 02:18:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.02689) [took 355.2382s] +23/11/23 02:19:25| INFO m3w_sld_gs finished [took 384.4947s] +23/11/23 02:19:25| INFO Dataset sample 0.60 of dataset cifar10_dog finished [took 391.4588s] +23/11/23 02:19:25| INFO Dataset sample 0.70 of dataset cifar10_dog started +23/11/23 02:21:46| INFO ref finished [took 131.4153s] +23/11/23 02:22:43| INFO m3wc_sld finished [took 195.9914s] +23/11/23 02:22:45| INFO m3w_sld finished [took 199.2807s] +23/11/23 02:22:46| INFO m3wne_sld finished [took 196.1417s] +23/11/23 02:22:46| INFO m3wmc_sld finished [took 198.2491s] +23/11/23 02:22:48| INFO m3wis_sld finished [took 196.4384s] +23/11/23 02:25:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.09511) [took 342.4978s] +23/11/23 02:25:45| INFO m3w_sld_gs finished [took 371.9233s] +23/11/23 02:25:45| INFO Dataset sample 0.70 of dataset cifar10_dog finished [took 380.5433s] +23/11/23 02:25:45| INFO Dataset sample 0.80 of dataset cifar10_dog started +23/11/23 02:28:09| INFO ref finished [took 133.7020s] +23/11/23 02:29:05| INFO m3w_sld finished [took 198.9815s] +23/11/23 02:29:06| INFO m3wmc_sld finished [took 197.4938s] +23/11/23 02:29:08| INFO m3wne_sld finished [took 199.1607s] +23/11/23 02:29:09| INFO m3wc_sld finished [took 201.3328s] +23/11/23 02:29:10| INFO m3wis_sld finished [took 198.6220s] +23/11/23 02:31:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.09983) [took 353.7138s] +23/11/23 02:32:28| INFO m3w_sld_gs finished [took 394.1458s] +23/11/23 02:32:28| INFO Dataset sample 0.80 of dataset cifar10_dog finished [took 402.7554s] +23/11/23 02:32:28| INFO Dataset sample 0.90 of dataset cifar10_dog started +23/11/23 02:34:44| INFO ref finished [took 127.3193s] +23/11/23 02:35:47| INFO m3w_sld finished [took 197.5544s] +23/11/23 02:35:50| INFO m3wis_sld finished [took 195.8046s] +23/11/23 02:35:50| INFO m3wne_sld finished [took 198.0104s] +23/11/23 02:35:50| INFO m3wc_sld finished [took 199.2686s] +23/11/23 02:35:51| INFO m3wmc_sld finished [took 199.5645s] +23/11/23 02:38:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.12245) [took 352.2626s] +23/11/23 02:38:58| INFO m3w_sld_gs finished [took 381.4130s] +23/11/23 02:38:58| INFO Dataset sample 0.90 of dataset cifar10_dog finished [took 389.9326s] +---------------------------------------------------------------------------------------------------- +23/11/23 14:13:03| INFO dataset imdb_1prevs [pool size: 10] +23/11/23 14:13:10| INFO Dataset sample 0.50 of dataset imdb_1prevs started +23/11/23 14:13:56| INFO doc finished [took 32.5461s] +23/11/23 14:13:56| INFO ref finished [took 34.5929s] +23/11/23 14:13:59| INFO atc_mc finished [took 39.7904s] +23/11/23 14:14:04| INFO bin_sld finished [took 50.6471s] +23/11/23 14:14:13| INFO mul_sld finished [took 59.7841s] +23/11/23 14:24:13| INFO bin_kde finished [took 655.6011s] +23/11/23 14:30:41| INFO mul_kde finished [took 1042.5184s] +23/11/23 14:30:41| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 1051.0188s] +---------------------------------------------------------------------------------------------------- +24/11/23 12:19:49| INFO dataset rcv1_CCAT [pool size: 10] +---------------------------------------------------------------------------------------------------- +24/11/23 12:20:07| INFO dataset imdb_1prevs [pool size: 10] +24/11/23 12:20:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started +24/11/23 12:20:35| INFO ref finished [took 17.6023s] +24/11/23 12:20:37| INFO doc finished [took 15.1031s] +24/11/23 12:20:40| INFO atc_mc finished [took 17.6415s] +24/11/23 12:20:41| INFO m3w_sld finished [took 22.1866s] +24/11/23 12:20:46| INFO mul_sld finished [took 28.6670s] +24/11/23 12:20:46| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 31.7107s] +---------------------------------------------------------------------------------------------------- +24/11/23 12:24:23| INFO dataset imdb_1prevs [pool size: 10] +24/11/23 12:24:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started +24/11/23 12:24:57| INFO ref finished [took 20.1484s] +24/11/23 12:24:58| INFO doc finished [took 16.2542s] +24/11/23 12:25:01| INFO atc_mc finished [took 22.3052s] +24/11/23 12:25:01| INFO bin_sld finished [took 29.3454s] +24/11/23 12:25:03| INFO m3w_sld finished [took 26.0132s] +24/11/23 12:25:07| INFO mul_sld finished [took 32.1549s] +24/11/23 12:25:07| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 37.5426s] +25/11/23 23:09:39| ERROR estimate comparison failed. Exception: 'Logger' object has no attribute '_Logger__is_setup' +---------------------------------------------------------------------------------------------------- +25/11/23 23:15:10| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:15:32| INFO Dataset sample 0.50 of dataset imdb_1prevs started +25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate) +25/11/23 23:15:33| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2613s] +25/11/23 23:15:33| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate +---------------------------------------------------------------------------------------------------- +25/11/23 23:15:56| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:16:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started +25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate) +25/11/23 23:16:03| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2083s] +25/11/23 23:16:03| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate +---------------------------------------------------------------------------------------------------- +25/11/23 23:16:52| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs started +25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: Logger.__new__() takes 1 positional argument but 2 were given +25/11/23 23:16:58| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.2287s] +25/11/23 23:16:58| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate +---------------------------------------------------------------------------------------------------- +25/11/23 23:18:22| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs started +25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: object.__new__() takes exactly one argument (the type to instantiate) +25/11/23 23:18:29| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 0.1994s] +25/11/23 23:18:29| WARNING Dataset sample 0.50 of dataset imdb_1prevs failed. Exception: No objects to concatenate +---------------------------------------------------------------------------------------------------- +25/11/23 23:20:56| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:21:02| INFO Dataset sample 0.50 of dataset imdb_1prevs started +25/11/23 23:21:12| INFO ref finished [took 8.3176s] +25/11/23 23:21:12| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.9240s] +---------------------------------------------------------------------------------------------------- +25/11/23 23:24:20| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:24:27| INFO Dataset sample 0.50 of dataset imdb_1prevs started +25/11/23 23:24:36| INFO ref finished [took 8.2453s] +25/11/23 23:24:36| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.7846s] +---------------------------------------------------------------------------------------------------- +25/11/23 23:27:01| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:27:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started +25/11/23 23:27:17| INFO ref finished [took 8.4169s] +25/11/23 23:27:17| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.6665s] +---------------------------------------------------------------------------------------------------- +25/11/23 23:27:53| INFO dataset imdb_1prevs [pool size: 10] +25/11/23 23:28:08| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 00:07:05| INFO ref finished [took 15.0738s] +---------------------------------------------------------------------------------------------------- +26/11/23 00:14:58| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 00:15:05| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 00:15:14| INFO ref finished [took 8.2365s] +26/11/23 00:15:14| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.3738s] +---------------------------------------------------------------------------------------------------- +26/11/23 00:16:11| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 00:16:18| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 00:16:27| INFO ref finished [took 8.4293s] +26/11/23 00:16:27| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 9.8483s] +---------------------------------------------------------------------------------------------------- +26/11/23 00:17:18| ERROR Evaluation over imdb_1prevs failed. Exception: 'Invalid estimator: estimator bin_pacc_gs does not exist' +---------------------------------------------------------------------------------------------------- +26/11/23 00:17:31| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 00:17:37| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 00:17:56| INFO ref finished [took 11.7986s] +26/11/23 00:17:56| INFO doc finished [took 9.6139s] +26/11/23 00:18:02| INFO bin_sld finished [took 21.1728s] +26/11/23 00:18:02| INFO atc_mc finished [took 16.1916s] +---------------------------------------------------------------------------------------------------- +26/11/23 00:18:47| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 00:18:53| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 00:19:11| INFO doc finished [took 9.3297s] +26/11/23 00:19:11| INFO ref finished [took 11.1819s] +26/11/23 00:19:16| INFO atc_mc finished [took 15.7185s] +26/11/23 00:19:17| INFO bin_sld finished [took 20.9569s] +26/11/23 00:23:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01312) [took 278.5729s] +26/11/23 00:23:49| INFO bin_sld_gs finished [took 290.6389s] +26/11/23 00:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 296.2452s] +26/11/23 12:35:22| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:36:10| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:36:48| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:37:39| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:38:05| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:38:26| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:39:52| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:40:47| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:41:37| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +26/11/23 12:42:06| ERROR estimate comparison failed. Exception: unsupported operand type(s) for /: 'NoneType' and 'str' +---------------------------------------------------------------------------------------------------- +26/11/23 12:42:49| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 12:42:56| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 12:43:11| INFO doc finished [took 8.8286s] +26/11/23 12:43:12| INFO ref finished [took 10.1487s] +26/11/23 12:43:15| INFO atc_mc finished [took 12.7258s] +26/11/23 12:43:16| INFO bin_sld finished [took 17.9662s] +26/11/23 12:43:16| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 20.1537s] +---------------------------------------------------------------------------------------------------- +26/11/23 12:51:42| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 12:51:49| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 12:52:03| INFO doc finished [took 8.3487s] +26/11/23 12:52:04| INFO ref finished [took 10.9200s] +26/11/23 12:52:08| INFO atc_mc finished [took 12.3923s] +26/11/23 12:52:08| INFO bin_sld finished [took 16.5288s] +26/11/23 12:52:08| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 19.5545s] +---------------------------------------------------------------------------------------------------- +26/11/23 12:53:17| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 12:53:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started +26/11/23 12:53:38| INFO ref finished [took 10.3443s] +26/11/23 12:53:38| INFO doc finished [took 8.6077s] +26/11/23 12:53:41| INFO atc_mc finished [took 13.3207s] +26/11/23 12:53:42| INFO bin_sld finished [took 16.7658s] +26/11/23 12:53:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1411s] +---------------------------------------------------------------------------------------------------- +26/11/23 12:53:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +26/11/23 12:56:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +26/11/23 12:57:15| INFO ref finished [took 31.0756s] +26/11/23 12:57:16| INFO doc finished [took 28.5057s] +26/11/23 12:57:17| INFO bin_sld finished [took 35.9361s] +26/11/23 12:57:18| INFO atc_mc finished [took 32.5660s] +26/11/23 12:57:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 38.8987s] +---------------------------------------------------------------------------------------------------- +26/11/23 13:14:31| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 13:14:37| INFO Dataset sample 0.40 of dataset imdb_1prevs started +26/11/23 13:14:37| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:38| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.7827s] +26/11/23 13:14:38| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: No objects to concatenate +---------------------------------------------------------------------------------------------------- +26/11/23 13:14:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +26/11/23 13:14:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +26/11/23 13:14:43| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:44| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:45| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:14:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 4.8912s] +26/11/23 13:14:46| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: No objects to concatenate +---------------------------------------------------------------------------------------------------- +26/11/23 13:28:23| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 13:28:29| INFO Dataset sample 0.40 of dataset imdb_1prevs started +26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:28:30| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 0.2838s] +26/11/23 13:28:30| WARNING Dataset sample 0.40 of dataset imdb_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data' +---------------------------------------------------------------------------------------------------- +26/11/23 13:28:30| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +26/11/23 13:28:33| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'environ' object has no attribute 'items' +26/11/23 13:28:35| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 1.4252s] +26/11/23 13:28:35| WARNING Dataset sample 0.50 of dataset rcv1_CCAT_1prevs failed. Exception: 'ApplyResult' object has no attribute 'data' +---------------------------------------------------------------------------------------------------- +26/11/23 13:31:08| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 13:31:15| INFO Dataset sample 0.40 of dataset imdb_1prevs started +26/11/23 13:31:29| INFO ref finished [took 10.9091s] +26/11/23 13:31:29| INFO doc finished [took 8.7695s] +26/11/23 13:31:33| INFO atc_mc finished [took 12.6925s] +26/11/23 13:31:33| INFO bin_sld finished [took 16.2455s] +26/11/23 13:31:33| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 18.0848s] +---------------------------------------------------------------------------------------------------- +26/11/23 13:31:33| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +26/11/23 13:31:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +26/11/23 13:32:12| INFO ref finished [took 30.5893s] +26/11/23 13:32:13| INFO bin_sld finished [took 34.5529s] +26/11/23 13:32:14| INFO doc finished [took 28.3129s] +26/11/23 13:32:18| INFO atc_mc finished [took 35.3325s] +26/11/23 13:32:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 41.8520s] +---------------------------------------------------------------------------------------------------- +26/11/23 13:56:17| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 13:56:23| INFO Dataset sample 0.40 of dataset imdb_1prevs started +26/11/23 13:56:38| INFO ref finished [took 11.1801s] +26/11/23 13:56:38| INFO doc finished [took 8.8447s] +26/11/23 13:56:41| INFO atc_mc finished [took 13.4614s] +26/11/23 13:56:42| INFO bin_sld finished [took 17.2343s] +26/11/23 13:56:42| INFO Dataset sample 0.40 of dataset imdb_1prevs finished [took 19.1619s] +---------------------------------------------------------------------------------------------------- +26/11/23 13:56:43| INFO dataset rcv1_CCAT_1prevs [pool size: 10] +26/11/23 13:56:46| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +26/11/23 13:57:20| INFO ref finished [took 29.5824s] +26/11/23 13:57:21| INFO doc finished [took 27.7713s] +26/11/23 13:57:22| INFO bin_sld finished [took 34.0524s] +26/11/23 13:57:25| INFO atc_mc finished [took 33.7363s] +26/11/23 13:57:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 39.3207s] +---------------------------------------------------------------------------------------------------- +26/11/23 14:00:26| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 14:00:33| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 14:01:26| INFO bin_sld finished [took 50.7765s] +26/11/23 14:01:34| INFO binmc_sld finished [took 44.2032s] +26/11/23 14:01:41| INFO m3w_sld finished [took 60.0964s] +26/11/23 14:01:43| INFO m3wc_sld finished [took 56.6741s] +26/11/23 14:01:46| INFO binc_sld finished [took 62.5976s] +26/11/23 14:01:53| INFO m3wmc_sld finished [took 57.1598s] +26/11/23 14:01:53| INFO mulc_sld finished [took 67.1949s] +26/11/23 14:01:59| INFO mulmc_sld finished [took 66.6559s] +26/11/23 14:02:01| INFO mul_sld finished [took 83.1596s] +26/11/23 14:02:01| INFO binne_sld finished [took 63.2790s] +26/11/23 14:03:31| INFO m3wne_sld finished [took 110.9529s] +26/11/23 14:03:36| INFO mulne_sld finished [took 126.4873s] +26/11/23 14:03:45| INFO binis_sld finished [took 120.7323s] +26/11/23 14:03:55| INFO m3wis_sld finished [took 120.8105s] +26/11/23 14:04:14| INFO mulis_sld finished [took 142.7732s] +26/11/23 14:18:23| INFO bin_kde finished [took 980.5554s] +26/11/23 14:19:06| INFO binc_kde finished [took 1015.1475s] +26/11/23 14:20:39| INFO binmc_kde finished [took 1011.1490s] +26/11/23 14:21:24| INFO binne_kde finished [took 1019.7832s] +26/11/23 14:28:57| INFO mul_kde finished [took 1615.1812s] +26/11/23 14:29:09| INFO m3w_kde finished [took 1620.8232s] +26/11/23 14:29:35| INFO ref finished [took 22.2471s] +26/11/23 14:30:16| INFO atc_mc finished [took 36.9250s] +26/11/23 14:30:39| INFO doc finished [took 17.6178s] +26/11/23 14:31:18| INFO m3wc_kde finished [took 1658.5121s] +26/11/23 14:32:33| INFO m3wmc_kde finished [took 1707.5099s] +26/11/23 14:32:54| INFO mulmc_kde finished [took 1739.1909s] +26/11/23 14:32:56| INFO mulc_kde finished [took 1843.3563s] +26/11/23 14:35:05| INFO binis_kde finished [took 860.8087s] +26/11/23 14:43:31| INFO m3wne_kde finished [took 1460.1224s] +26/11/23 14:45:54| INFO mulne_kde finished [took 1647.6246s] +26/11/23 14:46:25| INFO mulis_kde finished [took 1495.9289s] +26/11/23 14:47:44| INFO m3wis_kde finished [took 1124.0304s] +26/11/23 14:47:44| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 2831.2208s] +---------------------------------------------------------------------------------------------------- +26/11/23 16:21:38| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 16:21:45| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 16:22:10| INFO doc finished [took 18.6205s] +26/11/23 16:22:12| INFO ref finished [took 18.6199s] +26/11/23 16:22:15| INFO atc_mc finished [took 20.0159s] +26/11/23 16:22:16| INFO bin_sld finished [took 28.3344s] +26/11/23 16:22:17| INFO m3w_sld finished [took 24.3171s] +26/11/23 16:22:21| INFO mul_sld finished [took 29.6179s] +26/11/23 16:22:21| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 35.9986s] +---------------------------------------------------------------------------------------------------- +26/11/23 16:23:08| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 16:23:14| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 16:23:40| INFO ref finished [took 16.8099s] +26/11/23 16:23:40| INFO doc finished [took 15.1661s] +26/11/23 16:23:43| INFO atc_mc finished [took 21.2824s] +26/11/23 16:23:44| INFO bin_sld finished [took 26.5138s] +26/11/23 16:23:45| INFO m3w_sld finished [took 24.8415s] +26/11/23 16:23:49| INFO mul_sld finished [took 28.7849s] +26/11/23 16:23:49| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 34.1335s] +---------------------------------------------------------------------------------------------------- +26/11/23 16:24:00| INFO dataset imdb_1prevs [pool size: 10] +26/11/23 16:24:07| INFO Dataset sample 0.50 of dataset imdb_1prevs started +26/11/23 16:24:35| INFO ref finished [took 21.2039s] +26/11/23 16:24:35| INFO doc finished [took 16.5994s] +26/11/23 16:24:38| INFO atc_mc finished [took 21.2076s] +26/11/23 16:24:39| INFO bin_sld finished [took 28.2131s] +26/11/23 16:24:39| INFO m3w_sld finished [took 25.8440s] +26/11/23 16:24:43| INFO mul_sld finished [took 31.8643s] +26/11/23 16:24:43| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 36.6313s] +---------------------------------------------------------------------------------------------------- +26/11/23 16:26:22| INFO dataset imdb [pool size: 10] +26/11/23 16:26:29| INFO Dataset sample 0.10 of dataset imdb started +26/11/23 16:26:46| INFO doc finished [took 11.3898s] +26/11/23 16:26:46| INFO ref finished [took 14.1952s] +26/11/23 16:26:49| INFO atc_mc finished [took 16.1407s] +26/11/23 16:26:52| INFO m3w_sld finished [took 20.3713s] +26/11/23 16:26:58| INFO bin_sld finished [took 28.5205s] +26/11/23 16:27:06| INFO mul_sld finished [took 35.8858s] +26/11/23 16:27:06| INFO Dataset sample 0.10 of dataset imdb finished [took 37.4182s] +26/11/23 16:27:06| INFO Dataset sample 0.20 of dataset imdb started +26/11/23 16:27:25| INFO ref finished [took 15.6790s] +26/11/23 16:27:25| INFO doc finished [took 13.8983s] +26/11/23 16:27:29| INFO atc_mc finished [took 18.4964s] +26/11/23 16:27:29| INFO m3w_sld finished [took 19.6282s] +26/11/23 16:27:37| INFO bin_sld finished [took 30.2087s] +26/11/23 16:27:41| INFO mul_sld finished [took 32.5278s] +26/11/23 16:27:41| INFO Dataset sample 0.20 of dataset imdb finished [took 34.2369s] +26/11/23 16:27:41| INFO Dataset sample 0.30 of dataset imdb started +26/11/23 16:27:59| INFO ref finished [took 14.1290s] +26/11/23 16:28:00| INFO doc finished [took 14.2235s] +26/11/23 16:28:04| INFO atc_mc finished [took 17.3388s] +26/11/23 16:28:05| INFO m3w_sld finished [took 20.9451s] +26/11/23 16:28:08| INFO bin_sld finished [took 25.7576s] +26/11/23 16:28:09| INFO mul_sld finished [took 26.4283s] +26/11/23 16:28:09| INFO Dataset sample 0.30 of dataset imdb finished [took 28.2265s] +26/11/23 16:28:09| INFO Dataset sample 0.40 of dataset imdb started +26/11/23 16:28:28| INFO doc finished [took 13.4465s] +26/11/23 16:28:28| INFO ref finished [took 16.2233s] +26/11/23 16:28:31| INFO atc_mc finished [took 17.8511s] +26/11/23 16:28:33| INFO m3w_sld finished [took 21.1365s] +26/11/23 16:28:36| INFO bin_sld finished [took 25.8370s] +26/11/23 16:28:38| INFO mul_sld finished [took 27.5821s] +26/11/23 16:28:38| INFO Dataset sample 0.40 of dataset imdb finished [took 29.5875s] +26/11/23 16:28:38| INFO Dataset sample 0.50 of dataset imdb started +26/11/23 16:28:59| INFO ref finished [took 17.4782s] +26/11/23 16:28:59| INFO doc finished [took 16.2926s] +26/11/23 16:29:03| INFO atc_mc finished [took 20.7857s] +26/11/23 16:29:04| INFO m3w_sld finished [took 23.5271s] +26/11/23 16:29:05| INFO bin_sld finished [took 25.8989s] +26/11/23 16:29:09| INFO mul_sld finished [took 28.5549s] +26/11/23 16:29:09| INFO Dataset sample 0.50 of dataset imdb finished [took 30.5951s] +26/11/23 16:29:09| INFO Dataset sample 0.60 of dataset imdb started +26/11/23 16:29:28| INFO doc finished [took 14.5227s] +26/11/23 16:29:29| INFO ref finished [took 17.3996s] +26/11/23 16:29:32| INFO atc_mc finished [took 18.4573s] +26/11/23 16:29:33| INFO m3w_sld finished [took 21.9935s] +26/11/23 16:29:35| INFO bin_sld finished [took 25.5923s] +26/11/23 16:29:37| INFO mul_sld finished [took 26.4603s] +26/11/23 16:29:37| INFO Dataset sample 0.60 of dataset imdb finished [took 28.1236s] +26/11/23 16:29:37| INFO Dataset sample 0.70 of dataset imdb started +26/11/23 16:29:57| INFO doc finished [took 14.5036s] +26/11/23 16:29:58| INFO ref finished [took 17.3913s] +26/11/23 16:30:02| INFO atc_mc finished [took 20.0928s] +26/11/23 16:30:03| INFO m3w_sld finished [took 22.2008s] +26/11/23 16:30:04| INFO bin_sld finished [took 25.7488s] +26/11/23 16:30:06| INFO mul_sld finished [took 26.0060s] +26/11/23 16:30:06| INFO Dataset sample 0.70 of dataset imdb finished [took 28.8196s] +26/11/23 16:30:06| INFO Dataset sample 0.80 of dataset imdb started +26/11/23 16:30:27| INFO ref finished [took 16.3992s] +26/11/23 16:30:27| INFO doc finished [took 15.5131s] +26/11/23 16:30:30| INFO m3w_sld finished [took 21.9561s] +26/11/23 16:30:31| INFO atc_mc finished [took 19.9598s] +26/11/23 16:30:35| INFO mul_sld finished [took 27.1376s] +26/11/23 16:30:36| INFO bin_sld finished [took 28.3528s] +26/11/23 16:30:36| INFO Dataset sample 0.80 of dataset imdb finished [took 29.8656s] +26/11/23 16:30:36| INFO Dataset sample 0.90 of dataset imdb started +26/11/23 16:30:53| INFO doc finished [took 13.1831s] +26/11/23 16:30:56| INFO ref finished [took 16.5231s] +26/11/23 16:30:59| INFO atc_mc finished [took 19.5031s] +26/11/23 16:31:02| INFO m3w_sld finished [took 23.6839s] +26/11/23 16:31:03| INFO bin_sld finished [took 26.3150s] +26/11/23 16:31:07| INFO mul_sld finished [took 29.8139s] +26/11/23 16:31:07| INFO Dataset sample 0.90 of dataset imdb finished [took 31.3702s] +---------------------------------------------------------------------------------------------------- +01/12/23 13:54:59| INFO dataset imdb [pool size: 10] +01/12/23 13:55:08| INFO Dataset sample 0.10 of dataset imdb started +01/12/23 14:25:09| INFO mulne_kde finished [took 1784.2396s] +01/12/23 14:25:38| INFO binis_kde finished [took 1807.5182s] +01/12/23 14:29:00| INFO binmc_kde finished [took 2025.9753s] +01/12/23 14:29:25| INFO ref finished [took 21.8991s] +01/12/23 14:30:14| INFO binne_kde finished [took 2093.4323s] +01/12/23 14:30:28| INFO binc_kde finished [took 2117.9434s] +01/12/23 14:30:55| INFO m3wc_kde finished [took 2142.4674s] +01/12/23 14:31:09| INFO m3wmc_kde finished [took 2146.9921s] +01/12/23 14:32:07| INFO m3wne_kde finished [took 2199.8654s] +01/12/23 14:33:06| INFO mulc_kde finished [took 2275.1375s] +01/12/23 14:33:17| INFO mulmc_kde finished [took 2277.2117s] +01/12/23 14:47:24| INFO m3wis_kde finished [took 1303.3052s] +01/12/23 14:49:25| INFO mulis_kde finished [took 1453.3031s] +01/12/23 14:49:25| INFO Dataset sample 0.10 of dataset imdb finished [took 3256.6418s] +01/12/23 14:49:25| INFO Dataset sample 0.20 of dataset imdb started +01/12/23 15:16:04| INFO binne_kde finished [took 1581.6391s] +01/12/23 15:18:57| INFO binmc_kde finished [took 1762.9854s] +01/12/23 15:21:34| INFO binc_kde finished [took 1927.1757s] +01/12/23 15:21:49| INFO binis_kde finished [took 1920.8730s] +01/12/23 15:21:53| INFO ref finished [took 15.7471s] +01/12/23 15:24:31| INFO mulc_kde finished [took 2100.6943s] +01/12/23 15:26:16| INFO m3wmc_kde finished [took 2196.5003s] +01/12/23 15:27:28| INFO m3wc_kde finished [took 2276.3097s] +01/12/23 15:27:36| INFO m3wne_kde finished [took 2270.1747s] +01/12/23 15:27:40| INFO mulmc_kde finished [took 2283.3627s] +01/12/23 15:29:27| INFO mulne_kde finished [took 2384.2063s] +01/12/23 15:40:41| INFO m3wis_kde finished [took 1301.3973s] +01/12/23 15:41:08| INFO mulis_kde finished [took 1501.5348s] +01/12/23 15:41:08| INFO Dataset sample 0.20 of dataset imdb finished [took 3103.7733s] +01/12/23 15:41:08| INFO Dataset sample 0.30 of dataset imdb started +01/12/23 16:04:28| INFO binis_kde finished [took 1366.8039s] +01/12/23 16:04:40| INFO binc_kde finished [took 1401.4710s] +01/12/23 16:05:28| INFO binmc_kde finished [took 1442.8442s] +01/12/23 16:06:23| INFO ref finished [took 51.3341s] +01/12/23 16:07:09| INFO binne_kde finished [took 1530.9045s] +01/12/23 16:13:51| INFO m3wne_kde finished [took 1933.3162s] +---------------------------------------------------------------------------------------------------- +01/12/23 18:21:57| INFO dataset imdb [pool size: 10] +01/12/23 18:22:07| INFO Dataset sample 0.10 of dataset imdb started +01/12/23 18:50:37| INFO binc_kde finished [took 1706.5886s] +01/12/23 18:52:36| INFO binmc_kde finished [took 1820.5862s] +01/12/23 18:56:15| INFO m3wmc_kde finished [took 2036.4647s] +01/12/23 18:56:29| INFO binne_kde finished [took 2048.2804s] +01/12/23 18:56:39| INFO ref finished [took 21.8280s] +01/12/23 18:57:01| INFO binis_kde finished [took 2072.7774s] +01/12/23 18:57:30| INFO m3wne_kde finished [took 2102.2886s] +01/12/23 18:58:44| INFO m3wc_kde finished [took 2191.0064s] +01/12/23 18:59:53| INFO mulc_kde finished [took 2262.2343s] +01/12/23 18:59:59| INFO mulmc_kde finished [took 2262.9224s] +01/12/23 19:00:18| INFO mulne_kde finished [took 2274.0423s] +01/12/23 19:14:14| INFO m3wis_kde finished [took 1295.2629s] +01/12/23 19:14:31| INFO mulis_kde finished [took 1431.9817s] +01/12/23 19:14:31| INFO Dataset sample 0.10 of dataset imdb finished [took 3143.5700s] +01/12/23 19:14:31| INFO Dataset sample 0.20 of dataset imdb started +01/12/23 19:39:40| INFO binmc_kde finished [took 1500.5564s] +01/12/23 19:43:03| INFO binc_kde finished [took 1709.7831s] +01/12/23 19:46:22| INFO binne_kde finished [took 1891.8064s] +01/12/23 19:46:47| INFO ref finished [took 22.5267s] +01/12/23 19:47:05| INFO binis_kde finished [took 1930.1456s] +01/12/23 19:49:49| INFO m3wmc_kde finished [took 2102.5841s] +01/12/23 19:51:52| INFO m3wne_kde finished [took 2219.0501s] +01/12/23 19:52:52| INFO mulmc_kde finished [took 2287.4877s] +01/12/23 19:52:59| INFO m3wc_kde finished [took 2301.4907s] +01/12/23 19:53:28| INFO mulne_kde finished [took 2316.1302s] +01/12/23 19:54:25| INFO mulc_kde finished [took 2388.3932s] +01/12/23 20:04:54| INFO m3wis_kde finished [took 1308.9256s] +01/12/23 20:04:55| INFO mulis_kde finished [took 1512.2329s] +01/12/23 20:04:55| INFO Dataset sample 0.20 of dataset imdb finished [took 3023.6976s] +01/12/23 20:04:55| INFO Dataset sample 0.30 of dataset imdb started +01/12/23 20:26:29| INFO binne_kde finished [took 1268.0784s] +01/12/23 20:30:04| INFO binc_kde finished [took 1500.0161s] +01/12/23 20:31:44| INFO binmc_kde finished [took 1588.5256s] +01/12/23 20:31:57| INFO binis_kde finished [took 1590.5881s] +01/12/23 20:32:15| INFO ref finished [took 24.4343s] +01/12/23 20:38:06| INFO m3wmc_kde finished [took 1966.6377s] +01/12/23 20:39:15| INFO m3wne_kde finished [took 2030.6260s] +01/12/23 20:40:49| INFO mulne_kde finished [took 2128.2181s] +01/12/23 20:41:16| INFO m3wc_kde finished [took 2163.7005s] +01/12/23 20:42:37| INFO mulc_kde finished [took 2247.9966s] +01/12/23 20:42:43| INFO mulmc_kde finished [took 2247.7458s] +01/12/23 20:49:17| INFO mulis_kde finished [took 1363.6187s] +01/12/23 20:49:23| INFO m3wis_kde finished [took 1153.9556s] +01/12/23 20:49:23| INFO Dataset sample 0.30 of dataset imdb finished [took 2668.2451s] +01/12/23 20:49:23| INFO Dataset sample 0.40 of dataset imdb started +01/12/23 21:10:59| INFO binmc_kde finished [took 1285.4129s] +01/12/23 21:12:38| INFO binne_kde finished [took 1376.7088s] +01/12/23 21:13:07| INFO binis_kde finished [took 1401.9612s] +01/12/23 21:14:15| INFO ref finished [took 65.1830s] +01/12/23 21:14:22| INFO binc_kde finished [took 1496.5997s] +01/12/23 21:24:28| INFO m3wne_kde finished [took 2083.4824s] +01/12/23 21:25:05| INFO m3wmc_kde finished [took 2124.5631s] +01/12/23 21:25:12| INFO mulc_kde finished [took 2141.3353s] +01/12/23 21:25:26| INFO m3wc_kde finished [took 2154.8556s] +01/12/23 21:25:50| INFO mulne_kde finished [took 2166.5927s] +01/12/23 21:26:45| INFO mulmc_kde finished [took 2226.9142s] +01/12/23 21:33:02| INFO m3wis_kde finished [took 1220.7114s] +01/12/23 21:36:33| INFO mulis_kde finished [took 1530.5513s] +01/12/23 21:36:33| INFO Dataset sample 0.40 of dataset imdb finished [took 2829.7239s] +01/12/23 21:36:33| INFO Dataset sample 0.50 of dataset imdb started +01/12/23 21:56:58| INFO binis_kde finished [took 1203.7161s] +01/12/23 22:00:31| INFO binmc_kde finished [took 1426.3880s] +01/12/23 22:02:10| INFO binne_kde finished [took 1520.3419s] +01/12/23 22:02:19| INFO binc_kde finished [took 1542.3005s] +01/12/23 22:02:50| INFO ref finished [took 36.3649s] +01/12/23 22:11:58| INFO mulmc_kde finished [took 2111.4195s] +01/12/23 22:12:07| INFO m3wmc_kde finished [took 2118.2852s] +01/12/23 22:13:30| INFO mulc_kde finished [took 2208.3781s] +01/12/23 22:14:07| INFO m3wc_kde finished [took 2244.1561s] +01/12/23 22:15:08| INFO m3wne_kde finished [took 2296.1708s] +01/12/23 22:17:44| INFO mulne_kde finished [took 2451.5672s] +01/12/23 22:21:16| INFO m3wis_kde finished [took 1242.4087s] +01/12/23 22:24:44| INFO mulis_kde finished [took 1662.3152s] +01/12/23 22:24:44| INFO Dataset sample 0.50 of dataset imdb finished [took 2891.5947s] +01/12/23 22:24:44| INFO Dataset sample 0.60 of dataset imdb started +01/12/23 22:45:18| INFO binmc_kde finished [took 1224.1958s] +01/12/23 22:49:07| INFO binc_kde finished [took 1458.2729s] +01/12/23 22:50:16| INFO binis_kde finished [took 1511.4846s] +01/12/23 22:50:43| INFO binne_kde finished [took 1543.7325s] +01/12/23 22:51:11| INFO ref finished [took 51.3574s] +01/12/23 22:59:17| INFO m3wmc_kde finished [took 2058.6874s] +01/12/23 23:00:03| INFO m3wne_kde finished [took 2101.3192s] +01/12/23 23:00:23| INFO m3wc_kde finished [took 2131.2866s] +01/12/23 23:01:20| INFO mulc_kde finished [took 2189.7927s] +01/12/23 23:01:53| INFO mulne_kde finished [took 2211.3025s] +01/12/23 23:03:08| INFO mulmc_kde finished [took 2293.1507s] +01/12/23 23:10:49| INFO mulis_kde finished [took 1528.5096s] +01/12/23 23:11:06| INFO m3wis_kde finished [took 1315.9825s] +01/12/23 23:11:06| INFO Dataset sample 0.60 of dataset imdb finished [took 2781.4374s] +01/12/23 23:11:06| INFO Dataset sample 0.70 of dataset imdb started +01/12/23 23:33:48| INFO binc_kde finished [took 1355.1966s] +01/12/23 23:35:32| INFO binmc_kde finished [took 1453.0897s] +01/12/23 23:38:10| INFO binis_kde finished [took 1598.4096s] +01/12/23 23:38:16| INFO binne_kde finished [took 1611.4019s] +01/12/23 23:38:27| INFO ref finished [took 15.2100s] +01/12/23 23:44:52| INFO m3wc_kde finished [took 2015.0731s] +01/12/23 23:45:09| INFO m3wne_kde finished [took 2017.5109s] +01/12/23 23:45:30| INFO mulc_kde finished [took 2056.8182s] +01/12/23 23:46:50| INFO m3wmc_kde finished [took 2127.1659s] +01/12/23 23:46:50| INFO mulne_kde finished [took 2125.9269s] +01/12/23 23:47:38| INFO mulmc_kde finished [took 2177.8423s] +01/12/23 23:56:32| INFO m3wis_kde finished [took 1255.8876s] +01/12/23 23:58:21| INFO mulis_kde finished [took 1469.0681s] +01/12/23 23:58:21| INFO Dataset sample 0.70 of dataset imdb finished [took 2835.5340s] +01/12/23 23:58:21| INFO Dataset sample 0.80 of dataset imdb started +02/12/23 00:24:23| INFO binmc_kde finished [took 1549.6430s] +02/12/23 00:29:10| INFO binc_kde finished [took 1841.0256s] +02/12/23 00:30:16| INFO binis_kde finished [took 1890.9615s] +02/12/23 00:30:44| INFO binne_kde finished [took 1925.4790s] +02/12/23 00:31:08| INFO ref finished [took 47.7333s] +02/12/23 00:34:01| INFO mulc_kde finished [took 2130.3719s] +02/12/23 00:35:42| INFO m3wc_kde finished [took 2229.0964s] +02/12/23 00:36:27| INFO m3wmc_kde finished [took 2268.4119s] +02/12/23 00:36:57| INFO mulmc_kde finished [took 2298.7597s] +02/12/23 00:37:29| INFO m3wne_kde finished [took 2326.2628s] +02/12/23 00:37:29| INFO mulne_kde finished [took 2329.6249s] +02/12/23 00:48:55| INFO mulis_kde finished [took 1469.1650s] +02/12/23 00:50:46| INFO m3wis_kde finished [took 1292.8524s] +02/12/23 00:50:46| INFO Dataset sample 0.80 of dataset imdb finished [took 3144.8910s] +02/12/23 00:50:46| INFO Dataset sample 0.90 of dataset imdb started +02/12/23 00:50:53| WARNING Method binc_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/12/23 00:50:57| WARNING Method binmc_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/12/23 00:51:02| WARNING Method binne_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/12/23 00:51:06| WARNING Method binis_kde failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/12/23 00:53:57| INFO ref finished [took 168.0862s] +02/12/23 01:18:24| INFO m3wis_kde finished [took 1637.6993s] +02/12/23 01:18:28| INFO m3wne_kde finished [took 1647.6238s] +02/12/23 01:20:08| INFO mulne_kde finished [took 1748.9920s] +02/12/23 01:20:13| INFO mulis_kde finished [took 1747.1976s] +02/12/23 01:23:55| INFO m3wmc_kde finished [took 1979.8881s] +02/12/23 01:24:07| INFO m3wc_kde finished [took 1994.4665s] +02/12/23 01:25:48| INFO mulmc_kde finished [took 2091.6110s] +02/12/23 01:26:11| INFO mulc_kde finished [took 2119.6896s] +02/12/23 01:26:11| INFO Dataset sample 0.90 of dataset imdb finished [took 2124.3824s]