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 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] ---------------------------------------------------------------------------------------------------- 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]