From d9c436cd9880626f1c13280ebd3001b562671c2d Mon Sep 17 00:00:00 2001 From: Lorenzo Volpi Date: Fri, 29 Dec 2023 13:13:57 +0100 Subject: [PATCH] conf updated, log updated --- conf.yaml | 2 +- pyproject.toml | 13 +- remote.log | 2303 ++++++++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 2314 insertions(+), 4 deletions(-) diff --git a/conf.yaml b/conf.yaml index 8d0369f..fb86702 100644 --- a/conf.yaml +++ b/conf.yaml @@ -284,4 +284,4 @@ d_kde_rbf_conf: &d_kde_rbf_conf DATASET_TARGET: CCAT -exec: *sld_lr_conf \ No newline at end of file +exec: *kde_lr_conf diff --git a/pyproject.toml b/pyproject.toml index 6f993e5..5136b88 100644 --- a/pyproject.toml +++ b/pyproject.toml @@ -34,8 +34,17 @@ dash = "gunicorn qcdash.app:server -b ilona.isti.cnr.it:33421" shell = """ scp {$HOST}:~/tesi/quacc.log ~/tesi/remote.log &> /dev/null ssh {$HOST} tail -n 0 -f /home/volpi/tesi/quacc.log >> ~/tesi/remote.log + """ -interpreter="fish" + +[tool.poe.tasks.logrf] +shell = """ + scp {$HOST}:~/tesi/quacc.log ~/tesi/remote.log &> /dev/null + ssh {$HOST} tail -n 500 -f /home/volpi/tesi/quacc.log | bat --paging=never --language log + +""" + +interpreter = "fish" env = { HOST = "volpi@ilona.isti.cnr.it" } [tool.poetry.group.dev.dependencies] @@ -60,5 +69,3 @@ addopts = "--cov=quacc -rA --cov-report html" [build-system] requires = ["poetry-core"] build-backend = "poetry.core.masonry.api" - - diff --git a/remote.log b/remote.log index d82219b..b0f8ae7 100644 --- a/remote.log +++ b/remote.log @@ -15211,3 +15211,2306 @@ The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIG 21/12/23 11:57:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00613) [took 18.4987s] 21/12/23 11:57:52| INFO d_m3w_sld_lr_gs finished [took 66.3770s] 21/12/23 11:57:52| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 467.3870s] +---------------------------------------------------------------------------------------------------- +21/12/23 18:21:16| INFO dataset rcv1_CCAT [pool size: 10] +21/12/23 18:21:16| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started +21/12/23 18:23:43| INFO m3w_sld_lr_c finished [took 141.2629s] +21/12/23 18:24:11| INFO m3w_sld_lr finished [took 169.5548s] +21/12/23 18:24:12| INFO m3w_sld_lr_mc finished [took 170.0380s] +21/12/23 18:24:20| INFO mul_sld_lr_c finished [took 179.4079s] +21/12/23 18:24:27| INFO mul_sld_lr_mc finished [took 185.6384s] +21/12/23 18:24:29| INFO mul_sld_lr_ne finished [took 187.3762s] +21/12/23 18:25:03| INFO bin_sld_lr_c finished [took 221.2768s] +21/12/23 18:25:05| INFO bin_sld_lr finished [took 225.9784s] +21/12/23 18:25:05| INFO bin_sld_lr_ne finished [took 223.8253s] +21/12/23 18:25:11| INFO mul_sld_lr finished [took 229.0570s] +21/12/23 18:25:11| INFO bin_sld_lr_mc finished [took 229.1833s] +21/12/23 18:25:37| INFO m3w_sld_lr_ne finished [took 113.9447s] +21/12/23 18:25:50| INFO ref finished [took 81.5021s] +21/12/23 18:25:59| INFO m3w_sld_lr_is finished [took 97.3225s] +21/12/23 18:26:04| INFO mul_sld_lr_is finished [took 111.9172s] +21/12/23 18:26:10| INFO atc_mc finished [took 100.1641s] +21/12/23 18:26:15| INFO doc finished [took 70.6841s] +21/12/23 18:26:17| INFO bin_sld_lr_is finished [took 124.7341s] +21/12/23 18:28:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00600) [took 109.0262s] +21/12/23 18:29:07| INFO bin_sld_lr_gs finished [took 169.7965s] +21/12/23 18:36:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00726) [took 464.5481s] +21/12/23 18:37:54| INFO mul_sld_lr_gs finished [took 525.5302s] +21/12/23 18:43:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00831) [took 336.7945s] +21/12/23 18:44:22| INFO m3w_sld_lr_gs finished [took 387.0020s] +21/12/23 18:44:22| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1386.1862s] +21/12/23 18:44:22| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started +21/12/23 18:46:54| INFO m3w_sld_lr_c finished [took 149.9250s] +21/12/23 18:47:14| INFO m3w_sld_lr_mc finished [took 168.1062s] +21/12/23 18:47:15| INFO m3w_sld_lr finished [took 169.4252s] +21/12/23 18:47:27| INFO bin_sld_lr_c finished [took 181.0158s] +21/12/23 18:47:28| INFO mul_sld_lr_ne finished [took 182.6907s] +21/12/23 18:47:46| INFO mul_sld_lr_c finished [took 200.0906s] +21/12/23 18:47:54| INFO mul_sld_lr finished [took 208.7703s] +21/12/23 18:47:56| INFO mul_sld_lr_mc finished [took 210.0678s] +21/12/23 18:48:05| INFO bin_sld_lr_ne finished [took 219.1720s] +21/12/23 18:48:07| INFO bin_sld_lr finished [took 221.7658s] +21/12/23 18:48:08| INFO bin_sld_lr_mc finished [took 222.2724s] +21/12/23 18:48:32| INFO m3w_sld_lr_ne finished [took 97.4323s] +21/12/23 18:48:53| INFO ref finished [took 83.8857s] +21/12/23 18:48:59| INFO atc_mc finished [took 72.5502s] +21/12/23 18:49:10| INFO doc finished [took 75.1676s] +21/12/23 18:49:11| INFO m3w_sld_lr_is finished [took 103.6219s] +21/12/23 18:49:21| INFO bin_sld_lr_is finished [took 126.2748s] +21/12/23 18:49:23| INFO mul_sld_lr_is finished [took 127.1483s] +21/12/23 18:51:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00899) [took 123.7235s] +21/12/23 18:52:52| INFO bin_sld_lr_gs finished [took 206.7165s] +21/12/23 19:00:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01358) [took 471.4291s] +21/12/23 19:01:48| INFO mul_sld_lr_gs finished [took 534.8538s] +21/12/23 19:07:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00949) [took 338.7996s] +21/12/23 19:08:20| INFO m3w_sld_lr_gs finished [took 391.0281s] +21/12/23 19:08:20| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 1437.9944s] +21/12/23 19:08:20| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started +21/12/23 19:11:09| INFO m3w_sld_lr_c finished [took 166.0580s] +21/12/23 19:11:10| INFO m3w_sld_lr finished [took 166.7881s] +21/12/23 19:11:16| INFO m3w_sld_lr_mc finished [took 172.3122s] +21/12/23 19:11:16| INFO mul_sld_lr_ne finished [took 172.2920s] +21/12/23 19:11:21| INFO bin_sld_lr_mc finished [took 178.0867s] +21/12/23 19:11:26| INFO bin_sld_lr_ne finished [took 183.5538s] +21/12/23 19:11:34| INFO mul_sld_lr finished [took 190.0985s] +21/12/23 19:11:48| INFO mul_sld_lr_mc finished [took 204.4974s] +21/12/23 19:11:50| INFO bin_sld_lr_c finished [took 207.1108s] +21/12/23 19:11:55| INFO bin_sld_lr finished [took 211.5926s] +21/12/23 19:11:57| INFO mul_sld_lr_c finished [took 213.9579s] +21/12/23 19:12:45| INFO ref finished [took 82.3742s] +21/12/23 19:12:52| INFO doc finished [took 77.8186s] +21/12/23 19:12:54| INFO m3w_sld_lr_ne finished [took 103.3770s] +21/12/23 19:12:56| INFO m3w_sld_lr_is finished [took 99.1672s] +21/12/23 19:13:06| INFO bin_sld_lr_is finished [took 114.2610s] +21/12/23 19:13:11| INFO atc_mc finished [took 104.2433s] +21/12/23 19:13:29| INFO mul_sld_lr_is finished [took 132.6219s] +21/12/23 19:15:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01165) [took 135.5074s] +21/12/23 19:16:51| INFO bin_sld_lr_gs finished [took 199.8319s] +21/12/23 19:24:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00862) [took 469.4835s] +21/12/23 19:25:50| INFO mul_sld_lr_gs finished [took 538.2845s] +21/12/23 19:31:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01079) [took 336.4511s] +21/12/23 19:32:19| INFO m3w_sld_lr_gs finished [took 387.2499s] +21/12/23 19:32:19| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 1438.5078s] +21/12/23 19:32:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started +21/12/23 19:34:38| INFO m3w_sld_lr_mc finished [took 137.4952s] +21/12/23 19:34:59| INFO mul_sld_lr finished [took 157.9641s] +21/12/23 19:35:09| INFO m3w_sld_lr finished [took 168.0545s] +21/12/23 19:35:12| INFO m3w_sld_lr_c finished [took 170.8653s] +21/12/23 19:35:28| INFO bin_sld_lr_c finished [took 187.6526s] +21/12/23 19:35:39| INFO bin_sld_lr_mc finished [took 198.2736s] +21/12/23 19:35:41| INFO bin_sld_lr finished [took 199.7761s] +21/12/23 19:35:42| INFO bin_sld_lr_ne finished [took 201.0816s] +21/12/23 19:35:44| INFO mul_sld_lr_mc finished [took 203.8445s] +21/12/23 19:35:49| INFO mul_sld_lr_ne finished [took 208.4933s] +21/12/23 19:35:51| INFO mul_sld_lr_c finished [took 210.3303s] +21/12/23 19:36:29| INFO m3w_sld_lr_ne finished [took 110.0954s] +21/12/23 19:36:49| INFO m3w_sld_lr_is finished [took 96.3247s] +21/12/23 19:36:58| INFO bin_sld_lr_is finished [took 118.1080s] +21/12/23 19:36:58| INFO doc finished [took 76.7471s] +21/12/23 19:36:59| INFO ref finished [took 89.4833s] +21/12/23 19:37:01| INFO mul_sld_lr_is finished [took 111.1947s] +21/12/23 19:37:08| INFO atc_mc finished [took 87.8508s] +21/12/23 19:39:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00544) [took 143.1093s] +21/12/23 19:40:34| INFO bin_sld_lr_gs finished [took 204.6314s] +21/12/23 19:48:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00615) [took 469.2679s] +21/12/23 19:49:28| INFO mul_sld_lr_gs finished [took 533.7964s] +21/12/23 19:55:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00689) [took 338.4573s] +21/12/23 19:55:59| INFO m3w_sld_lr_gs finished [took 390.0455s] +21/12/23 19:55:59| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 1420.5717s] +21/12/23 19:55:59| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started +21/12/23 19:58:15| INFO bin_sld_lr_mc finished [took 132.8778s] +21/12/23 19:58:46| INFO m3w_sld_lr_mc finished [took 163.7233s] +21/12/23 19:58:51| INFO m3w_sld_lr finished [took 168.4487s] +21/12/23 19:58:54| INFO m3w_sld_lr_c finished [took 171.4618s] +21/12/23 19:59:11| INFO bin_sld_lr finished [took 189.0178s] +21/12/23 19:59:17| INFO mul_sld_lr_c finished [took 194.4463s] +21/12/23 19:59:21| INFO bin_sld_lr_c finished [took 200.1389s] +21/12/23 19:59:23| INFO bin_sld_lr_ne finished [took 200.4655s] +21/12/23 19:59:26| INFO mul_sld_lr_mc finished [took 204.2602s] +21/12/23 19:59:30| INFO mul_sld_lr_ne finished [took 207.5586s] +21/12/23 19:59:33| INFO mul_sld_lr finished [took 210.6185s] +21/12/23 20:00:18| INFO ref finished [took 66.4497s] +21/12/23 20:00:30| INFO m3w_sld_lr_ne finished [took 134.1558s] +21/12/23 20:00:34| INFO bin_sld_lr_is finished [took 107.6241s] +21/12/23 20:00:35| INFO atc_mc finished [took 77.5120s] +21/12/23 20:00:38| INFO doc finished [took 76.0998s] +21/12/23 20:00:49| INFO mul_sld_lr_is finished [took 117.1141s] +21/12/23 20:00:50| INFO m3w_sld_lr_is finished [took 115.2244s] +21/12/23 20:03:10| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00670) [took 139.1900s] +21/12/23 20:04:14| INFO bin_sld_lr_gs finished [took 202.6090s] +21/12/23 20:12:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00560) [took 469.6515s] +21/12/23 20:13:10| INFO mul_sld_lr_gs finished [took 535.0342s] +21/12/23 20:18:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00605) [took 336.5900s] +21/12/23 20:19:40| INFO m3w_sld_lr_gs finished [took 389.2989s] +21/12/23 20:19:40| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 1421.1578s] +21/12/23 20:19:40| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started +21/12/23 20:22:21| INFO m3w_sld_lr_c finished [took 159.1983s] +21/12/23 20:22:25| INFO m3w_sld_lr finished [took 162.9327s] +21/12/23 20:22:29| INFO mul_sld_lr_c finished [took 167.1858s] +21/12/23 20:22:30| INFO m3w_sld_lr_mc finished [took 168.1023s] +21/12/23 20:22:31| INFO bin_sld_lr_c finished [took 169.0275s] +21/12/23 20:22:57| INFO bin_sld_lr_ne finished [took 194.7152s] +21/12/23 20:23:01| INFO bin_sld_lr_mc finished [took 198.8070s] +21/12/23 20:23:01| INFO mul_sld_lr finished [took 199.4174s] +21/12/23 20:23:01| INFO mul_sld_lr_mc finished [took 199.4018s] +21/12/23 20:23:04| INFO bin_sld_lr finished [took 201.9668s] +21/12/23 20:23:09| INFO mul_sld_lr_ne finished [took 206.5584s] +21/12/23 20:23:55| INFO ref finished [took 83.7876s] +21/12/23 20:24:06| INFO m3w_sld_lr_ne finished [took 104.4377s] +21/12/23 20:24:12| INFO atc_mc finished [took 74.9802s] +21/12/23 20:24:19| INFO bin_sld_lr_is finished [took 113.5843s] +21/12/23 20:24:22| INFO mul_sld_lr_is finished [took 112.5838s] +21/12/23 20:24:23| INFO m3w_sld_lr_is finished [took 112.4830s] +21/12/23 20:24:30| INFO doc finished [took 88.5606s] +21/12/23 20:26:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01086) [took 140.6355s] +21/12/23 20:27:59| INFO bin_sld_lr_gs finished [took 208.0885s] +21/12/23 20:35:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01013) [took 476.4444s] +21/12/23 20:36:56| INFO mul_sld_lr_gs finished [took 536.2467s] +21/12/23 20:42:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00997) [took 338.6219s] +21/12/23 20:43:26| INFO m3w_sld_lr_gs finished [took 389.7834s] +21/12/23 20:43:26| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 1425.5216s] +21/12/23 20:43:26| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started +21/12/23 20:45:53| INFO mul_sld_lr_ne finished [took 144.8061s] +21/12/23 20:46:08| INFO bin_sld_lr finished [took 158.5196s] +21/12/23 20:46:11| INFO m3w_sld_lr_mc finished [took 161.1239s] +21/12/23 20:46:18| INFO m3w_sld_lr finished [took 168.7694s] +21/12/23 20:46:27| INFO m3w_sld_lr_c finished [took 177.2063s] +21/12/23 20:46:44| INFO bin_sld_lr_c finished [took 194.8165s] +21/12/23 20:46:50| INFO mul_sld_lr_mc finished [took 200.4006s] +21/12/23 20:46:53| INFO bin_sld_lr_mc finished [took 203.6923s] +21/12/23 20:46:56| INFO mul_sld_lr finished [took 206.5266s] +21/12/23 20:46:57| INFO bin_sld_lr_ne finished [took 207.3996s] +21/12/23 20:46:57| INFO mul_sld_lr_c finished [took 207.8869s] +21/12/23 20:47:46| INFO m3w_sld_lr_ne finished [took 111.6146s] +21/12/23 20:47:54| INFO mul_sld_lr_is finished [took 102.1995s] +21/12/23 20:47:56| INFO m3w_sld_lr_is finished [took 96.5339s] +21/12/23 20:48:01| INFO atc_mc finished [took 75.0736s] +21/12/23 20:48:07| INFO ref finished [took 98.3715s] +21/12/23 20:48:07| INFO bin_sld_lr_is finished [took 117.6410s] +21/12/23 20:48:19| INFO doc finished [took 88.1030s] +21/12/23 20:50:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00779) [took 131.6133s] +21/12/23 20:51:38| INFO bin_sld_lr_gs finished [took 196.5640s] +21/12/23 20:59:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00872) [took 472.8122s] +21/12/23 21:00:37| INFO mul_sld_lr_gs finished [took 538.2667s] +21/12/23 21:06:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 339.8604s] +21/12/23 21:07:11| INFO m3w_sld_lr_gs finished [took 392.9223s] +21/12/23 21:07:11| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 1425.5422s] +21/12/23 21:07:11| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started +21/12/23 21:09:02| INFO m3w_sld_lr_c finished [took 108.2616s] +21/12/23 21:10:04| INFO m3w_sld_lr_mc finished [took 169.4133s] +21/12/23 21:10:09| INFO m3w_sld_lr finished [took 174.1202s] +21/12/23 21:10:16| INFO mul_sld_lr_c finished [took 181.2222s] +21/12/23 21:10:26| INFO mul_sld_lr_ne finished [took 191.4295s] +21/12/23 21:10:30| INFO bin_sld_lr_ne finished [took 195.6995s] +21/12/23 21:10:34| INFO bin_sld_lr_c finished [took 199.4806s] +21/12/23 21:10:43| INFO mul_sld_lr_mc finished [took 208.4925s] +21/12/23 21:10:47| INFO bin_sld_lr finished [took 212.2293s] +21/12/23 21:10:49| INFO bin_sld_lr_mc finished [took 214.0437s] +21/12/23 21:10:49| INFO mul_sld_lr finished [took 214.8808s] +21/12/23 21:11:02| INFO m3w_sld_lr_ne finished [took 119.1458s] +21/12/23 21:11:39| INFO ref finished [took 72.2700s] +21/12/23 21:11:50| INFO m3w_sld_lr_is finished [took 93.1320s] +21/12/23 21:11:51| INFO atc_mc finished [took 79.3007s] +21/12/23 21:11:55| INFO doc finished [took 79.9895s] +21/12/23 21:11:59| INFO bin_sld_lr_is finished [took 113.7099s] +21/12/23 21:12:06| INFO mul_sld_lr_is finished [took 116.0766s] +21/12/23 21:14:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00765) [took 120.1697s] +21/12/23 21:15:12| INFO bin_sld_lr_gs finished [took 184.4137s] +21/12/23 21:23:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01221) [took 469.5511s] +21/12/23 21:24:06| INFO mul_sld_lr_gs finished [took 533.1136s] +21/12/23 21:29:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01205) [took 340.6827s] +21/12/23 21:30:40| INFO m3w_sld_lr_gs finished [took 392.5782s] +21/12/23 21:30:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1408.3057s] +21/12/23 21:30:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started +21/12/23 21:33:08| INFO bin_sld_lr finished [took 145.8509s] +21/12/23 21:33:22| INFO m3w_sld_lr finished [took 160.1927s] +21/12/23 21:33:25| INFO m3w_sld_lr_mc finished [took 162.5191s] +21/12/23 21:33:33| INFO m3w_sld_lr_c finished [took 170.4157s] +21/12/23 21:33:51| INFO mul_sld_lr_c finished [took 188.9938s] +21/12/23 21:33:56| INFO mul_sld_lr finished [took 193.8625s] +21/12/23 21:33:58| INFO mul_sld_lr_ne finished [took 196.7390s] +21/12/23 21:34:16| INFO bin_sld_lr_mc finished [took 213.4934s] +21/12/23 21:34:17| INFO mul_sld_lr_mc finished [took 214.6115s] +21/12/23 21:34:17| INFO bin_sld_lr_c finished [took 214.8836s] +21/12/23 21:34:18| INFO bin_sld_lr_ne finished [took 215.7808s] +21/12/23 21:34:45| INFO m3w_sld_lr_ne finished [took 96.6227s] +21/12/23 21:35:08| INFO ref finished [took 75.3812s] +21/12/23 21:35:09| INFO atc_mc finished [took 72.3790s] +21/12/23 21:35:20| INFO doc finished [took 80.7166s] +21/12/23 21:35:20| INFO mul_sld_lr_is finished [took 114.7119s] +21/12/23 21:35:22| INFO m3w_sld_lr_is finished [took 108.6978s] +21/12/23 21:35:37| INFO bin_sld_lr_is finished [took 133.1913s] +21/12/23 21:37:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00585) [took 109.1752s] +21/12/23 21:38:29| INFO bin_sld_lr_gs finished [took 171.5488s] +21/12/23 21:46:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00663) [took 463.1312s] +21/12/23 21:47:16| INFO mul_sld_lr_gs finished [took 525.1754s] +21/12/23 21:52:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00633) [took 331.3745s] +21/12/23 21:53:40| INFO m3w_sld_lr_gs finished [took 383.8207s] +21/12/23 21:53:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1380.6142s] +---------------------------------------------------------------------------------------------------- +21/12/23 23:06:14| INFO dataset imdb [pool size: 10] +21/12/23 23:06:14| INFO Dataset sample [0.1 0.9] of dataset imdb started +21/12/23 23:06:17| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +21/12/23 23:06:18| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +21/12/23 23:06:18| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +21/12/23 23:06:18| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +21/12/23 23:06:19| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +21/12/23 23:06:43| INFO ref finished [took 22.8604s] +21/12/23 23:07:15| INFO atc_mc finished [took 32.3554s] +21/12/23 23:07:55| INFO doc finished [took 39.4328s] +21/12/23 23:32:03| INFO d_m3w_kde_lr_c finished [took 1544.8528s] +21/12/23 23:32:41| INFO d_m3w_kde_lr_ne finished [took 1583.9242s] +21/12/23 23:33:56| INFO d_m3w_kde_lr_mc finished [took 1657.6891s] +21/12/23 23:34:10| INFO d_m3w_kde_lr finished [took 1672.2772s] +21/12/23 23:34:18| INFO d_m3w_kde_lr_is finished [took 1679.3054s] +21/12/23 23:34:47| INFO d_mul_kde_lr_mc finished [took 1709.0970s] +21/12/23 23:34:54| INFO d_mul_kde_lr_ne finished [took 1715.5892s] +21/12/23 23:35:00| INFO d_mul_kde_lr_c finished [took 1722.0858s] +21/12/23 23:35:10| INFO d_mul_kde_lr_is finished [took 1730.6732s] +21/12/23 23:35:38| INFO d_mul_kde_lr finished [took 1759.7853s] +21/12/23 23:35:53| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +21/12/23 23:36:44| DEBUG [size=11,place=1] best score = 0.01171910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 50.412s] +21/12/23 23:36:44| DEBUG [size=11,place=2] best score = 0.01430292; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 50.412s] +21/12/23 23:40:49| DEBUG [size=52,place=1] best score = 0.01053231; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 244.439s] +21/12/23 23:40:49| DEBUG [size=52,place=2] best score = 0.01061160; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 244.440s] +21/12/23 23:42:18| DEBUG [size=16,place=1] best score = 0.01191219; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 88.811s] +21/12/23 23:42:18| DEBUG [size=16,place=2] best score = 0.01191966; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 88.811s] +21/12/23 23:42:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.01053) [took 383.7738s] +21/12/23 23:54:21| INFO d_mul_kde_lr_gs finished [took 1107.5464s] +21/12/23 23:55:12| DEBUG [size=11,place=1] best score = 0.01243862; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.784s] +21/12/23 23:55:12| DEBUG [size=11,place=2] best score = 0.01452841; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 49.785s] +21/12/23 23:57:51| DEBUG [size=34,place=1] best score = 0.01160017; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 158.880s] +21/12/23 23:57:51| DEBUG [size=34,place=2] best score = 0.01168875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 158.880s] +21/12/23 23:59:14| DEBUG [size=16,place=1] best score = 0.01244143; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 82.716s] +21/12/23 23:59:14| DEBUG [size=16,place=2] best score = 0.01244469; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 82.716s] +21/12/23 23:59:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01160) [took 291.4897s] +22/12/23 00:10:31| INFO d_m3w_kde_lr_gs finished [took 968.6008s] +22/12/23 00:10:31| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 3857.0875s] +22/12/23 00:10:31| INFO Dataset sample [0.2 0.8] of dataset imdb started +22/12/23 00:31:20| INFO d_bin_kde_lr_ne finished [took 1243.6024s] +22/12/23 00:33:04| INFO d_bin_kde_lr finished [took 1348.4376s] +22/12/23 00:33:15| INFO d_bin_kde_lr_mc finished [took 1359.2591s] +22/12/23 00:33:19| INFO d_bin_kde_lr_c finished [took 1363.4242s] +22/12/23 00:36:20| INFO d_m3w_kde_lr_mc finished [took 1544.0385s] +22/12/23 00:36:45| INFO ref finished [took 23.7622s] +22/12/23 00:37:19| INFO atc_mc finished [took 33.6188s] +22/12/23 00:37:33| INFO d_m3w_kde_lr_c finished [took 1619.1772s] +22/12/23 00:37:52| INFO doc finished [took 32.1963s] +22/12/23 00:38:01| INFO d_m3w_kde_lr finished [took 1645.2412s] +22/12/23 00:39:17| INFO d_mul_kde_lr_c finished [took 1721.4648s] +22/12/23 00:39:34| INFO d_mul_kde_lr_ne finished [took 1738.2748s] +22/12/23 00:39:39| INFO d_mul_kde_lr_mc finished [took 1743.2943s] +22/12/23 00:39:45| INFO d_mul_kde_lr finished [took 1749.5043s] +22/12/23 00:50:19| INFO d_bin_kde_lr_is finished [took 1033.8156s] +22/12/23 00:52:36| INFO d_m3w_kde_lr_ne finished [took 1275.9103s] +22/12/23 00:54:02| INFO d_m3w_kde_lr_is finished [took 1242.3023s] +22/12/23 00:55:07| INFO d_mul_kde_lr_is finished [took 1311.3653s] +22/12/23 00:55:46| DEBUG [size=11,place=1] best score = 0.00839656; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 36.737s] +22/12/23 00:55:46| DEBUG [size=11,place=2] best score = 0.00936493; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 36.738s] +22/12/23 00:58:34| DEBUG [size=52,place=1] best score = 0.00824998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 168.487s] +22/12/23 00:58:34| DEBUG [size=52,place=2] best score = 0.00840352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 168.487s] +22/12/23 01:00:12| DEBUG [size=28,place=1] best score = 0.00815196; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.306s] +22/12/23 01:00:12| DEBUG [size=28,place=2] best score = 0.00815966; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 97.307s] +22/12/23 01:01:07| DEBUG [size=14,place=1] best score = 0.00861763; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 55.764s] +22/12/23 01:01:07| DEBUG [size=14,place=2] best score = 0.00863107; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 55.765s] +22/12/23 01:01:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00815) [took 358.4078s] +22/12/23 01:08:54| INFO d_bin_kde_lr_gs finished [took 825.0173s] +22/12/23 01:09:47| DEBUG [size=11,place=1] best score = 0.00874769; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 51.949s] +22/12/23 01:09:47| DEBUG [size=11,place=2] best score = 0.00925411; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 51.950s] +22/12/23 01:13:39| DEBUG [size=52,place=1] best score = 0.00851289; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 231.906s] +22/12/23 01:13:39| DEBUG [size=52,place=2] best score = 0.00885294; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 231.907s] +22/12/23 01:15:55| DEBUG [size=29,place=1] best score = 0.00873530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 136.487s] +22/12/23 01:15:55| DEBUG [size=29,place=2] best score = 0.00877211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 136.487s] +22/12/23 01:15:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} (score=0.00851) [took 420.4514s] +22/12/23 01:27:09| INFO d_mul_kde_lr_gs finished [took 1093.9088s] +22/12/23 01:27:58| DEBUG [size=11,place=1] best score = 0.00959855; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 47.944s] +22/12/23 01:27:58| DEBUG [size=11,place=2] best score = 0.01117045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.945s] +22/12/23 01:31:22| DEBUG [size=53,place=1] best score = 0.00860071; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 204.529s] +22/12/23 01:31:22| DEBUG [size=53,place=2] best score = 0.00863342; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 204.529s] +22/12/23 01:34:14| DEBUG [size=43,place=1] best score = 0.00865742; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.991s] +22/12/23 01:34:14| DEBUG [size=43,place=2] best score = 0.00878468; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.992s] +22/12/23 01:34:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00860) [took 424.5742s] +22/12/23 01:41:55| INFO d_m3w_kde_lr_gs finished [took 885.1180s] +22/12/23 01:41:55| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 5484.1327s] +22/12/23 01:41:55| INFO Dataset sample [0.3 0.7] of dataset imdb started +22/12/23 01:58:00| INFO d_bin_kde_lr finished [took 960.4489s] +22/12/23 01:58:40| INFO d_bin_kde_lr_mc finished [took 1000.3581s] +22/12/23 01:58:42| INFO d_bin_kde_lr_c finished [took 1001.9582s] +22/12/23 01:58:50| INFO d_bin_kde_lr_ne finished [took 1010.2453s] +22/12/23 02:04:33| INFO d_m3w_kde_lr_mc finished [took 1353.3714s] +22/12/23 02:04:55| INFO d_m3w_kde_lr_c finished [took 1376.9909s] +22/12/23 02:04:59| INFO ref finished [took 24.1727s] +22/12/23 02:05:20| INFO atc_mc finished [took 24.4369s] +22/12/23 02:05:40| INFO doc finished [took 40.9844s] +22/12/23 02:05:45| INFO d_m3w_kde_lr finished [took 1425.3380s] +22/12/23 02:06:22| INFO d_mul_kde_lr finished [took 1462.4782s] +22/12/23 02:06:51| INFO d_mul_kde_lr_ne finished [took 1491.2722s] +22/12/23 02:06:53| INFO d_mul_kde_lr_mc finished [took 1493.4205s] +22/12/23 02:06:57| INFO d_mul_kde_lr_c finished [took 1497.4261s] +22/12/23 02:12:08| INFO d_bin_kde_lr_is finished [took 806.4935s] +22/12/23 02:16:26| INFO d_m3w_kde_lr_ne finished [took 1104.4694s] +22/12/23 02:17:14| INFO d_m3w_kde_lr_is finished [took 1103.1348s] +22/12/23 02:18:11| INFO d_mul_kde_lr_is finished [took 1168.4159s] +22/12/23 02:18:45| DEBUG [size=11,place=1] best score = 0.02216385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 32.220s] +22/12/23 02:18:45| DEBUG [size=11,place=2] best score = 0.02559460; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 32.221s] +22/12/23 02:21:05| DEBUG [size=52,place=1] best score = 0.01955159; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 140.381s] +22/12/23 02:21:05| DEBUG [size=52,place=2] best score = 0.02214614; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 140.382s] +22/12/23 02:23:04| DEBUG [size=41,place=1] best score = 0.01962482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 118.267s] +22/12/23 02:23:04| DEBUG [size=41,place=2] best score = 0.02297852; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 118.268s] +22/12/23 02:23:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01955) [took 290.9779s] +22/12/23 02:29:14| INFO d_bin_kde_lr_gs finished [took 660.8183s] +22/12/23 02:30:09| DEBUG [size=11,place=1] best score = 0.02162917; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 54.525s] +22/12/23 02:30:09| DEBUG [size=11,place=2] best score = 0.02515699; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 54.525s] +22/12/23 02:33:54| DEBUG [size=51,place=1] best score = 0.02078024; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 224.583s] +22/12/23 02:33:54| DEBUG [size=51,place=2] best score = 0.02083132; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 224.583s] +22/12/23 02:34:54| DEBUG [size=14,place=1] best score = 0.02052737; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 60.227s] +22/12/23 02:34:54| DEBUG [size=14,place=2] best score = 0.02133049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 60.228s] +22/12/23 02:38:24| DEBUG [size=48,place=1] best score = 0.02012811; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 210.308s] +22/12/23 02:38:24| DEBUG [size=48,place=2] best score = 0.02029226; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 210.309s] +22/12/23 02:39:08| DEBUG [size=7,place=1] best score = 0.02339303; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.078s] +22/12/23 02:39:08| DEBUG [size=7,place=2] best score = 0.02543649; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.078s] +22/12/23 02:39:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.02013) [took 593.8381s] +22/12/23 02:46:46| INFO d_mul_kde_lr_gs finished [took 1051.2775s] +22/12/23 02:47:37| DEBUG [size=11,place=1] best score = 0.02283504; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.595s] +22/12/23 02:47:37| DEBUG [size=11,place=2] best score = 0.03097934; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 49.596s] +22/12/23 02:50:57| DEBUG [size=52,place=1] best score = 0.02212950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 200.054s] +22/12/23 02:50:57| DEBUG [size=52,place=2] best score = 0.02282314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 200.054s] +22/12/23 02:53:53| DEBUG [size=45,place=1] best score = 0.02162442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.702s] +22/12/23 02:53:53| DEBUG [size=45,place=2] best score = 0.02223748; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.702s] +22/12/23 02:56:33| DEBUG [size=40,place=1] best score = 0.02508159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 160.902s] +22/12/23 02:56:33| DEBUG [size=40,place=2] best score = 0.02520986; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 160.903s] +22/12/23 02:56:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02162) [took 586.3670s] +22/12/23 03:02:57| INFO d_m3w_kde_lr_gs finished [took 969.3837s] +22/12/23 03:02:57| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 4861.4373s] +22/12/23 03:02:57| INFO Dataset sample [0.4 0.6] of dataset imdb started +22/12/23 03:17:18| INFO d_bin_kde_lr_mc finished [took 857.2069s] +22/12/23 03:17:21| INFO d_bin_kde_lr finished [took 859.8712s] +22/12/23 03:17:29| INFO d_bin_kde_lr_c finished [took 867.5521s] +22/12/23 03:17:29| INFO d_bin_kde_lr_ne finished [took 867.6135s] +22/12/23 03:27:44| INFO d_m3w_kde_lr_mc finished [took 1483.2561s] +22/12/23 03:28:02| INFO d_m3w_kde_lr_c finished [took 1500.9200s] +22/12/23 03:28:04| INFO d_mul_kde_lr_ne finished [took 1502.6616s] +22/12/23 03:28:09| INFO ref finished [took 24.2211s] +22/12/23 03:28:27| INFO d_m3w_kde_lr finished [took 1525.6657s] +22/12/23 03:28:33| INFO d_mul_kde_lr_c finished [took 1531.5988s] +22/12/23 03:28:34| INFO atc_mc finished [took 31.2292s] +22/12/23 03:28:35| INFO doc finished [took 31.1063s] +22/12/23 03:28:53| INFO d_mul_kde_lr_mc finished [took 1552.1775s] +22/12/23 03:29:00| INFO d_mul_kde_lr finished [took 1561.1457s] +22/12/23 03:30:43| INFO d_bin_kde_lr_is finished [took 800.9719s] +22/12/23 03:38:15| INFO d_m3w_kde_lr_ne finished [took 1256.0308s] +22/12/23 03:38:20| INFO d_m3w_kde_lr_is finished [took 1250.6548s] +22/12/23 03:39:11| INFO d_mul_kde_lr_is finished [took 1302.1203s] +22/12/23 03:39:39| DEBUG [size=11,place=1] best score = 0.01220326; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.017s] +22/12/23 03:39:39| DEBUG [size=11,place=2] best score = 0.01346148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.017s] +22/12/23 03:41:31| DEBUG [size=53,place=1] best score = 0.01177946; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 112.199s] +22/12/23 03:41:31| DEBUG [size=53,place=2] best score = 0.01185547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 112.199s] +22/12/23 03:42:30| DEBUG [size=26,place=1] best score = 0.01185206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 58.880s] +22/12/23 03:42:30| DEBUG [size=26,place=2] best score = 0.01200092; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 58.880s] +22/12/23 03:42:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01178) [took 197.2062s] +22/12/23 03:47:09| INFO d_bin_kde_lr_gs finished [took 476.4592s] +22/12/23 03:47:54| DEBUG [size=11,place=1] best score = 0.01302255; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.739s] +22/12/23 03:47:54| DEBUG [size=11,place=2] best score = 0.01469769; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 43.740s] +22/12/23 03:51:04| DEBUG [size=51,place=1] best score = 0.01104196; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 190.350s] +22/12/23 03:51:04| DEBUG [size=51,place=2] best score = 0.01146148; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 190.350s] +22/12/23 03:52:33| DEBUG [size=22,place=1] best score = 0.01115449; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 88.740s] +22/12/23 03:52:33| DEBUG [size=22,place=2] best score = 0.01236064; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 88.740s] +22/12/23 03:52:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01104) [took 322.9393s] +22/12/23 03:58:03| INFO d_mul_kde_lr_gs finished [took 653.4074s] +22/12/23 03:58:50| DEBUG [size=11,place=1] best score = 0.03145736; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 45.604s] +22/12/23 03:58:50| DEBUG [size=11,place=2] best score = 0.03185374; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 45.605s] +22/12/23 04:02:04| DEBUG [size=53,place=1] best score = 0.02631482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 193.786s] +22/12/23 04:02:04| DEBUG [size=53,place=2] best score = 0.02922581; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 193.787s] +22/12/23 04:03:41| DEBUG [size=26,place=1] best score = 0.02285566; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 97.155s] +22/12/23 04:03:41| DEBUG [size=26,place=2] best score = 0.02567040; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 97.155s] +22/12/23 04:05:36| DEBUG [size=25,place=1] best score = 0.02345694; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 115.405s] +22/12/23 04:05:36| DEBUG [size=25,place=2] best score = 0.02696269; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 115.405s] +22/12/23 04:05:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02286) [took 452.0615s] +22/12/23 04:14:44| INFO d_m3w_kde_lr_gs finished [took 1000.0153s] +22/12/23 04:14:44| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 4307.8374s] +22/12/23 04:14:44| INFO Dataset sample [0.5 0.5] of dataset imdb started +22/12/23 04:28:05| INFO d_bin_kde_lr_ne finished [took 795.6888s] +22/12/23 04:29:21| INFO d_bin_kde_lr_c finished [took 871.7629s] +22/12/23 04:29:25| INFO d_bin_kde_lr_mc finished [took 875.3181s] +22/12/23 04:29:47| INFO d_bin_kde_lr finished [took 897.9914s] +22/12/23 04:40:59| INFO d_m3w_kde_lr_mc finished [took 1569.8040s] +22/12/23 04:41:07| INFO d_m3w_kde_lr finished [took 1577.4540s] +22/12/23 04:41:18| INFO ref finished [took 18.2820s] +22/12/23 04:41:34| INFO d_m3w_kde_lr_c finished [took 1605.0789s] +22/12/23 04:41:42| INFO atc_mc finished [took 34.6215s] +22/12/23 04:41:48| INFO doc finished [took 29.1316s] +22/12/23 04:42:39| INFO d_mul_kde_lr_mc finished [took 1669.6933s] +22/12/23 04:42:39| INFO d_mul_kde_lr_c finished [took 1670.7990s] +22/12/23 04:42:40| INFO d_mul_kde_lr_ne finished [took 1671.1107s] +22/12/23 04:42:49| INFO d_mul_kde_lr finished [took 1681.9802s] +22/12/23 04:43:47| INFO d_bin_kde_lr_is finished [took 865.3998s] +22/12/23 04:50:53| INFO d_m3w_kde_lr_ne finished [took 1367.0129s] +22/12/23 04:51:45| INFO d_m3w_kde_lr_is finished [took 1317.0236s] +22/12/23 04:52:48| INFO d_mul_kde_lr_is finished [took 1402.7041s] +22/12/23 04:53:15| DEBUG [size=11,place=1] best score = 0.01200764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 25.821s] +22/12/23 04:53:15| DEBUG [size=11,place=2] best score = 0.01560725; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.822s] +22/12/23 04:55:07| DEBUG [size=53,place=1] best score = 0.01200819; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 111.622s] +22/12/23 04:55:07| DEBUG [size=53,place=2] best score = 0.01201242; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 111.622s] +22/12/23 04:55:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01201) [took 137.5497s] +22/12/23 04:59:50| INFO d_bin_kde_lr_gs finished [took 420.2813s] +22/12/23 05:00:40| DEBUG [size=11,place=1] best score = 0.01360795; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 49.372s] +22/12/23 05:00:40| DEBUG [size=11,place=2] best score = 0.02045060; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.373s] +22/12/23 05:04:08| DEBUG [size=53,place=1] best score = 0.01324470; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 207.910s] +22/12/23 05:04:08| DEBUG [size=53,place=2] best score = 0.01375573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 207.910s] +22/12/23 05:06:06| DEBUG [size=28,place=1] best score = 0.01386648; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 117.979s] +22/12/23 05:06:06| DEBUG [size=28,place=2] best score = 0.01388322; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 117.979s] +22/12/23 05:06:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01324) [took 375.3701s] +22/12/23 05:11:54| INFO d_mul_kde_lr_gs finished [took 722.5686s] +22/12/23 05:12:42| DEBUG [size=11,place=1] best score = 0.01729790; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 47.443s] +22/12/23 05:12:42| DEBUG [size=11,place=2] best score = 0.02171739; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.444s] +22/12/23 05:15:03| DEBUG [size=34,place=1] best score = 0.01721279; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 140.925s] +22/12/23 05:15:03| DEBUG [size=34,place=2] best score = 0.01723208; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 140.926s] +22/12/23 05:16:28| DEBUG [size=16,place=1] best score = 0.01976464; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 84.535s] +22/12/23 05:16:28| DEBUG [size=16,place=2] best score = 0.01992944; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 84.536s] +22/12/23 05:16:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.01721) [took 273.0125s] +22/12/23 05:28:20| INFO d_m3w_kde_lr_gs finished [took 985.5530s] +22/12/23 05:28:20| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 4415.8158s] +22/12/23 05:28:20| INFO Dataset sample [0.6 0.4] of dataset imdb started +22/12/23 05:42:08| INFO d_bin_kde_lr_c finished [took 822.5884s] +22/12/23 05:42:34| INFO d_bin_kde_lr finished [took 849.5182s] +22/12/23 05:42:50| INFO d_bin_kde_lr_mc finished [took 865.2244s] +22/12/23 05:43:15| INFO d_bin_kde_lr_ne finished [took 889.8219s] +22/12/23 05:52:39| INFO d_mul_kde_lr_ne finished [took 1454.1754s] +22/12/23 05:53:04| INFO ref finished [took 23.5723s] +22/12/23 05:53:08| INFO d_m3w_kde_lr_mc finished [took 1483.4216s] +22/12/23 05:53:10| INFO d_m3w_kde_lr_c finished [took 1484.4975s] +22/12/23 05:53:41| INFO atc_mc finished [took 36.4981s] +22/12/23 05:53:48| INFO doc finished [took 38.9757s] +22/12/23 05:54:01| INFO d_mul_kde_lr finished [took 1535.7283s] +22/12/23 05:54:18| INFO d_m3w_kde_lr finished [took 1552.8755s] +22/12/23 05:54:44| INFO d_mul_kde_lr_mc finished [took 1578.5972s] +22/12/23 05:55:00| INFO d_mul_kde_lr_c finished [took 1596.5260s] +22/12/23 05:55:55| INFO d_bin_kde_lr_is finished [took 799.4430s] +22/12/23 06:02:32| INFO d_m3w_kde_lr_ne finished [took 1223.7281s] +22/12/23 06:04:06| INFO d_m3w_kde_lr_is finished [took 1250.7854s] +22/12/23 06:04:24| INFO d_mul_kde_lr_is finished [took 1292.7534s] +22/12/23 06:04:52| DEBUG [size=11,place=1] best score = 0.01831223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.760s] +22/12/23 06:04:52| DEBUG [size=11,place=2] best score = 0.01965745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.761s] +22/12/23 06:06:49| DEBUG [size=53,place=1] best score = 0.01554784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 117.445s] +22/12/23 06:06:49| DEBUG [size=53,place=2] best score = 0.01600698; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 117.445s] +22/12/23 06:08:25| DEBUG [size=40,place=1] best score = 0.01367236; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 95.233s] +22/12/23 06:08:25| DEBUG [size=40,place=2] best score = 0.01518256; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 95.233s] +22/12/23 06:10:17| DEBUG [size=47,place=1] best score = 0.01497173; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.384s] +22/12/23 06:10:17| DEBUG [size=47,place=2] best score = 0.01564006; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 112.385s] +22/12/23 06:10:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01367) [took 351.9340s] +22/12/23 06:14:59| INFO d_bin_kde_lr_gs finished [took 633.3570s] +22/12/23 06:15:48| DEBUG [size=11,place=1] best score = 0.01943020; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.701s] +22/12/23 06:15:48| DEBUG [size=11,place=2] best score = 0.02204250; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.702s] +22/12/23 06:19:16| DEBUG [size=51,place=1] best score = 0.01670176; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 207.228s] +22/12/23 06:19:16| DEBUG [size=51,place=2] best score = 0.01839441; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 207.229s] +22/12/23 06:19:53| DEBUG [size=9,place=1] best score = 0.01569212; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 37.417s] +22/12/23 06:19:53| DEBUG [size=9,place=2] best score = 0.01583485; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 37.417s] +22/12/23 06:22:41| DEBUG [size=44,place=1] best score = 0.01611697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 167.880s] +22/12/23 06:22:41| DEBUG [size=44,place=2] best score = 0.01941524; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 167.881s] +22/12/23 06:22:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01569) [took 461.3387s] +22/12/23 06:28:59| INFO d_mul_kde_lr_gs finished [took 839.1956s] +22/12/23 06:29:48| DEBUG [size=11,place=1] best score = 0.02041792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 48.234s] +22/12/23 06:29:48| DEBUG [size=11,place=2] best score = 0.02098910; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.235s] +22/12/23 06:33:20| DEBUG [size=52,place=1] best score = 0.01908248; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 211.884s] +22/12/23 06:33:20| DEBUG [size=52,place=2] best score = 0.01963287; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 211.884s] +22/12/23 06:35:23| DEBUG [size=26,place=1] best score = 0.01899730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 122.606s] +22/12/23 06:35:23| DEBUG [size=26,place=2] best score = 0.01903873; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 122.606s] +22/12/23 06:36:28| DEBUG [size=14,place=1] best score = 0.02215913; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 65.670s] +22/12/23 06:36:28| DEBUG [size=14,place=2] best score = 0.02235864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 65.670s] +22/12/23 06:36:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.01900) [took 448.5094s] +22/12/23 06:47:02| INFO d_m3w_kde_lr_gs finished [took 1081.6125s] +22/12/23 06:47:02| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 4721.3737s] +22/12/23 06:47:02| INFO Dataset sample [0.7 0.3] of dataset imdb started +22/12/23 07:03:32| INFO d_bin_kde_lr_c finished [took 984.7176s] +22/12/23 07:03:43| INFO d_bin_kde_lr_mc finished [took 995.4171s] +22/12/23 07:03:49| INFO d_bin_kde_lr_ne finished [took 1001.6608s] +22/12/23 07:04:01| INFO d_bin_kde_lr finished [took 1013.1934s] +22/12/23 07:09:52| INFO d_m3w_kde_lr_mc finished [took 1364.0614s] +22/12/23 07:10:07| INFO d_m3w_kde_lr_c finished [took 1379.7505s] +22/12/23 07:10:09| INFO ref finished [took 16.6218s] +22/12/23 07:10:13| INFO d_m3w_kde_lr finished [took 1387.8062s] +22/12/23 07:10:38| INFO doc finished [took 28.1435s] +22/12/23 07:10:42| INFO atc_mc finished [took 33.5953s] +22/12/23 07:11:11| INFO d_mul_kde_lr_ne finished [took 1443.8316s] +22/12/23 07:11:37| INFO d_mul_kde_lr finished [took 1469.5976s] +22/12/23 07:12:16| INFO d_mul_kde_lr_c finished [took 1508.5201s] +22/12/23 07:12:37| INFO d_mul_kde_lr_mc finished [took 1529.6625s] +22/12/23 07:17:16| INFO d_bin_kde_lr_is finished [took 812.2104s] +22/12/23 07:22:14| INFO d_m3w_kde_lr_ne finished [took 1121.2002s] +22/12/23 07:22:33| INFO d_m3w_kde_lr_is finished [took 1110.7544s] +22/12/23 07:23:36| INFO d_mul_kde_lr_is finished [took 1185.8341s] +22/12/23 07:24:11| DEBUG [size=11,place=1] best score = 0.01094987; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 33.233s] +22/12/23 07:24:11| DEBUG [size=11,place=2] best score = 0.01160251; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 33.234s] +22/12/23 07:26:34| DEBUG [size=53,place=1] best score = 0.01089583; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 143.089s] +22/12/23 07:26:34| DEBUG [size=53,place=2] best score = 0.01090240; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 143.089s] +22/12/23 07:28:33| DEBUG [size=43,place=1] best score = 0.01101277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 118.726s] +22/12/23 07:28:33| DEBUG [size=43,place=2] best score = 0.01105240; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 118.727s] +22/12/23 07:28:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01090) [took 295.1571s] +22/12/23 07:34:39| INFO d_bin_kde_lr_gs finished [took 661.5790s] +22/12/23 07:35:35| DEBUG [size=11,place=1] best score = 0.01194722; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 54.156s] +22/12/23 07:35:35| DEBUG [size=11,place=2] best score = 0.01232332; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 54.157s] +22/12/23 07:39:27| DEBUG [size=52,place=1] best score = 0.01144683; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 232.473s] +22/12/23 07:39:27| DEBUG [size=52,place=2] best score = 0.01145956; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 232.474s] +22/12/23 07:40:41| DEBUG [size=14,place=1] best score = 0.01140454; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 73.325s] +22/12/23 07:40:41| DEBUG [size=14,place=2] best score = 0.01151984; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 73.326s] +22/12/23 07:43:37| DEBUG [size=39,place=1] best score = 0.01130230; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 176.500s] +22/12/23 07:43:37| DEBUG [size=39,place=2] best score = 0.01144613; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 176.500s] +22/12/23 07:45:40| DEBUG [size=25,place=1] best score = 0.01129377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 123.138s] +22/12/23 07:45:40| DEBUG [size=25,place=2] best score = 0.01134791; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 123.138s] +22/12/23 07:46:26| DEBUG [size=10,place=1] best score = 0.01154254; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 46.092s] +22/12/23 07:46:26| DEBUG [size=10,place=2] best score = 0.01155374; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 46.092s] +22/12/23 07:46:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01129) [took 705.8045s] +22/12/23 07:53:43| INFO d_mul_kde_lr_gs finished [took 1141.8314s] +22/12/23 07:54:35| DEBUG [size=11,place=1] best score = 0.01171189; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 50.552s] +22/12/23 07:54:35| DEBUG [size=11,place=2] best score = 0.01416407; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 50.552s] +22/12/23 07:57:53| DEBUG [size=52,place=1] best score = 0.01137540; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 198.007s] +22/12/23 07:57:53| DEBUG [size=52,place=2] best score = 0.01168546; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 198.008s] +22/12/23 08:00:48| DEBUG [size=46,place=1] best score = 0.01141607; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.676s] +22/12/23 08:00:48| DEBUG [size=46,place=2] best score = 0.01177118; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 175.677s] +22/12/23 08:00:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01138) [took 424.3588s] +22/12/23 08:07:26| INFO d_m3w_kde_lr_gs finished [took 822.3958s] +22/12/23 08:07:26| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 4824.8568s] +22/12/23 08:07:27| INFO Dataset sample [0.8 0.2] of dataset imdb started +22/12/23 08:29:41| INFO d_bin_kde_lr_mc finished [took 1329.7769s] +22/12/23 08:29:50| INFO d_bin_kde_lr finished [took 1340.4980s] +22/12/23 08:30:19| INFO d_bin_kde_lr_ne finished [took 1367.7865s] +22/12/23 08:30:43| INFO d_bin_kde_lr_c finished [took 1392.1912s] +22/12/23 08:35:09| INFO d_m3w_kde_lr_c finished [took 1657.4206s] +22/12/23 08:35:12| INFO d_m3w_kde_lr finished [took 1660.4272s] +22/12/23 08:35:14| INFO d_m3w_kde_lr_mc finished [took 1663.2044s] +22/12/23 08:35:34| INFO ref finished [took 25.1063s] +22/12/23 08:35:45| INFO atc_mc finished [took 33.2251s] +22/12/23 08:35:50| INFO doc finished [took 34.7855s] +22/12/23 08:36:59| INFO d_mul_kde_lr_c finished [took 1768.1070s] +22/12/23 08:36:59| INFO d_mul_kde_lr finished [took 1768.1206s] +22/12/23 08:37:15| INFO d_mul_kde_lr_ne finished [took 1784.0935s] +22/12/23 08:37:23| INFO d_mul_kde_lr_mc finished [took 1792.2178s] +22/12/23 08:48:02| INFO d_bin_kde_lr_is finished [took 1091.3137s] +22/12/23 08:50:57| INFO d_m3w_kde_lr_ne finished [took 1275.7988s] +22/12/23 08:51:52| INFO d_m3w_kde_lr_is finished [took 1267.5635s] +22/12/23 08:52:42| INFO d_mul_kde_lr_is finished [took 1342.7545s] +22/12/23 08:53:22| DEBUG [size=11,place=1] best score = 0.01003389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.521s] +22/12/23 08:53:22| DEBUG [size=11,place=2] best score = 0.01272308; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 38.522s] +22/12/23 08:56:11| DEBUG [size=51,place=1] best score = 0.00992434; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 168.559s] +22/12/23 08:56:11| DEBUG [size=51,place=2] best score = 0.01006582; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 168.560s] +22/12/23 08:57:41| DEBUG [size=27,place=1] best score = 0.00990534; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 89.726s] +22/12/23 08:57:41| DEBUG [size=27,place=2] best score = 0.01041537; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 89.726s] +22/12/23 08:59:53| DEBUG [size=39,place=1] best score = 0.01077851; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 132.550s] +22/12/23 08:59:53| DEBUG [size=39,place=2] best score = 0.01096110; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 132.551s] +22/12/23 08:59:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00991) [took 429.4698s] +22/12/23 09:07:08| INFO d_bin_kde_lr_gs finished [took 864.5249s] +22/12/23 09:08:02| DEBUG [size=11,place=1] best score = 0.01171190; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 53.189s] +22/12/23 09:08:02| DEBUG [size=11,place=2] best score = 0.01365423; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 53.189s] +22/12/23 09:11:48| DEBUG [size=51,place=1] best score = 0.01015300; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 225.718s] +22/12/23 09:11:48| DEBUG [size=51,place=2] best score = 0.01090530; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 225.718s] +22/12/23 09:13:47| DEBUG [size=26,place=1] best score = 0.01093440; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 119.083s] +22/12/23 09:13:47| DEBUG [size=26,place=2] best score = 0.01118640; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 119.083s] +22/12/23 09:13:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01015) [took 398.0997s] +22/12/23 09:22:00| INFO d_mul_kde_lr_gs finished [took 890.6702s] +22/12/23 09:22:49| DEBUG [size=11,place=1] best score = 0.00968675; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 48.616s] +22/12/23 09:22:49| DEBUG [size=11,place=2] best score = 0.01059194; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 48.617s] +22/12/23 09:26:14| DEBUG [size=51,place=1] best score = 0.00893980; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.682s] +22/12/23 09:26:14| DEBUG [size=51,place=2] best score = 0.00908884; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.682s] +22/12/23 09:26:55| DEBUG [size=9,place=1] best score = 0.00909583; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 41.424s] +22/12/23 09:26:55| DEBUG [size=9,place=2] best score = 0.00946370; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 41.425s] +22/12/23 09:26:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00894) [took 294.8310s] +22/12/23 09:34:53| INFO d_m3w_kde_lr_gs finished [took 772.8415s] +22/12/23 09:34:53| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 5246.9215s] +22/12/23 09:34:53| INFO Dataset sample [0.9 0.1] of dataset imdb started +22/12/23 10:00:27| INFO d_bin_kde_lr finished [took 1531.0343s] +22/12/23 10:01:41| INFO d_bin_kde_lr_ne finished [took 1603.2629s] +22/12/23 10:01:44| INFO d_bin_kde_lr_mc finished [took 1606.2123s] +22/12/23 10:02:00| INFO d_bin_kde_lr_c finished [took 1622.1148s] +22/12/23 10:02:41| INFO d_m3w_kde_lr_mc finished [took 1662.8846s] +22/12/23 10:02:58| INFO ref finished [took 16.7379s] +22/12/23 10:03:23| INFO atc_mc finished [took 25.0003s] +22/12/23 10:03:56| INFO d_m3w_kde_lr_c finished [took 1738.3178s] +22/12/23 10:04:04| INFO d_m3w_kde_lr finished [took 1746.0812s] +22/12/23 10:04:05| INFO doc finished [took 40.4768s] +22/12/23 10:04:32| INFO d_mul_kde_lr finished [took 1773.9728s] +22/12/23 10:05:05| INFO d_mul_kde_lr_mc finished [took 1806.9664s] +22/12/23 10:05:38| INFO d_mul_kde_lr_ne finished [took 1839.9555s] +22/12/23 10:05:46| INFO d_mul_kde_lr_c finished [took 1847.9969s] +22/12/23 10:21:06| INFO d_bin_kde_lr_is finished [took 1164.2334s] +22/12/23 10:21:53| INFO d_m3w_kde_lr_ne finished [took 1285.4000s] +22/12/23 10:22:43| INFO d_m3w_kde_lr_is finished [took 1242.4933s] +22/12/23 10:23:46| INFO d_mul_kde_lr_is finished [took 1321.5613s] +22/12/23 10:24:10| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +22/12/23 10:25:00| DEBUG [size=11,place=1] best score = 0.01128233; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 49.542s] +22/12/23 10:25:00| DEBUG [size=11,place=2] best score = 0.01258154; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 49.542s] +22/12/23 10:29:02| DEBUG [size=52,place=1] best score = 0.01132444; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 241.912s] +22/12/23 10:29:02| DEBUG [size=52,place=2] best score = 0.01139785; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 241.913s] +22/12/23 10:29:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} (score=0.01128) [took 291.5604s] +22/12/23 10:40:24| INFO d_mul_kde_lr_gs finished [took 972.9297s] +22/12/23 10:41:15| DEBUG [size=11,place=1] best score = 0.01077118; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 50.081s] +22/12/23 10:41:15| DEBUG [size=11,place=2] best score = 0.01094562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 50.082s] +22/12/23 10:44:55| DEBUG [size=53,place=1] best score = 0.00880697; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 220.763s] +22/12/23 10:44:55| DEBUG [size=53,place=2] best score = 0.00922996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.764s] +22/12/23 10:48:05| DEBUG [size=44,place=1] best score = 0.00799106; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 189.588s] +22/12/23 10:48:05| DEBUG [size=44,place=2] best score = 0.00819676; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 189.588s] +22/12/23 10:48:59| DEBUG [size=12,place=1] best score = 0.01200694; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 54.127s] +22/12/23 10:48:59| DEBUG [size=12,place=2] best score = 0.01250528; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 54.127s] +22/12/23 10:48:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00799) [took 514.6723s] +22/12/23 10:58:02| INFO d_m3w_kde_lr_gs finished [took 1057.9658s] +22/12/23 10:58:02| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 4988.9989s] +---------------------------------------------------------------------------------------------------- +22/12/23 12:47:04| INFO dataset imdb [pool size: 10] +22/12/23 12:47:04| INFO Dataset sample [0.1 0.9] of dataset imdb started +22/12/23 12:47:09| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +22/12/23 12:47:09| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +22/12/23 12:47:09| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +22/12/23 12:47:09| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +22/12/23 12:47:11| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +22/12/23 12:48:28| INFO ref finished [took 74.5349s] +22/12/23 12:49:47| INFO atc_mc finished [took 77.1284s] +22/12/23 12:50:19| INFO doc finished [took 31.0410s] +22/12/23 13:15:10| INFO m3w_kde_lr_mc finished [took 1681.1576s] +22/12/23 13:15:29| INFO m3w_kde_lr_is finished [took 1697.8186s] +22/12/23 13:16:16| INFO m3w_kde_lr_c finished [took 1747.5012s] +22/12/23 13:16:21| INFO m3w_kde_lr finished [took 1755.0062s] +22/12/23 13:17:18| INFO m3w_kde_lr_ne finished [took 1807.2453s] +22/12/23 13:17:22| INFO mul_kde_lr_c finished [took 1814.0014s] +22/12/23 13:17:28| INFO mul_kde_lr finished [took 1819.8560s] +22/12/23 13:18:10| INFO mul_kde_lr_mc finished [took 1861.5929s] +22/12/23 13:18:30| INFO mul_kde_lr_is finished [took 1879.2038s] +22/12/23 13:18:32| INFO mul_kde_lr_ne finished [took 1883.8667s] +22/12/23 13:21:51| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +22/12/23 13:25:36| DEBUG [size=11,place=1] best score = 0.00980932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 224.099s] +22/12/23 13:25:36| DEBUG [size=11,place=2] best score = 0.01110667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 224.100s] +22/12/23 13:39:09| DEBUG [size=53,place=1] best score = 0.00861372; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 812.821s] +22/12/23 13:39:09| DEBUG [size=53,place=2] best score = 0.00897248; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 812.822s] +22/12/23 13:53:44| DEBUG [size=42,place=1] best score = 0.00836481; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 874.690s] +22/12/23 13:53:44| DEBUG [size=42,place=2] best score = 0.00842300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 874.691s] +22/12/23 13:57:08| DEBUG [size=12,place=1] best score = 0.00995706; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 203.770s] +22/12/23 13:57:08| DEBUG [size=12,place=2] best score = 0.01040211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 203.771s] +22/12/23 13:57:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00836) [took 2115.4962s] +22/12/23 14:09:02| INFO mul_kde_lr_gs finished [took 2829.2508s] +22/12/23 14:11:58| DEBUG [size=11,place=1] best score = 0.00951125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 175.080s] +22/12/23 14:11:58| DEBUG [size=11,place=2] best score = 0.01150252; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.081s] +22/12/23 14:22:32| DEBUG [size=53,place=1] best score = 0.00812860; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 634.485s] +22/12/23 14:22:32| DEBUG [size=53,place=2] best score = 0.00947233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 634.486s] +22/12/23 14:28:47| DEBUG [size=28,place=1] best score = 0.00789609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 375.147s] +22/12/23 14:28:47| DEBUG [size=28,place=2] best score = 0.00805206; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 375.148s] +22/12/23 14:31:36| DEBUG [size=14,place=1] best score = 0.00880193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 168.822s] +22/12/23 14:31:36| DEBUG [size=14,place=2] best score = 0.00951690; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 168.822s] +22/12/23 14:31:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00790) [took 1353.6486s] +22/12/23 14:41:18| INFO m3w_kde_lr_gs finished [took 1935.4249s] +22/12/23 14:41:18| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 6853.9042s] +22/12/23 14:41:18| INFO Dataset sample [0.2 0.8] of dataset imdb started +22/12/23 15:03:01| INFO bin_kde_lr_mc finished [took 1298.4359s] +22/12/23 15:03:48| INFO bin_kde_lr_c finished [took 1344.7543s] +22/12/23 15:04:04| INFO bin_kde_lr finished [took 1360.8453s] +22/12/23 15:04:54| INFO bin_kde_lr_ne finished [took 1410.5138s] +22/12/23 15:10:37| INFO m3w_kde_lr_mc finished [took 1753.8336s] +22/12/23 15:10:41| INFO m3w_kde_lr finished [took 1757.8218s] +22/12/23 15:10:42| INFO m3w_kde_lr_c finished [took 1759.1530s] +22/12/23 15:11:00| INFO ref finished [took 21.8182s] +22/12/23 15:11:15| INFO atc_mc finished [took 33.1113s] +22/12/23 15:11:26| INFO doc finished [took 43.0983s] +22/12/23 15:12:20| INFO mul_kde_lr_ne finished [took 1855.8865s] +22/12/23 15:12:47| INFO mul_kde_lr_c finished [took 1883.6453s] +22/12/23 15:12:58| INFO mul_kde_lr finished [took 1896.7729s] +22/12/23 15:13:12| INFO mul_kde_lr_mc finished [took 1908.8416s] +22/12/23 15:21:01| INFO bin_kde_lr_is finished [took 1032.4799s] +22/12/23 15:25:28| INFO m3w_kde_lr_ne finished [took 1346.1028s] +22/12/23 15:25:37| INFO m3w_kde_lr_is finished [took 1242.2175s] +22/12/23 15:27:29| INFO mul_kde_lr_is finished [took 1404.0104s] +22/12/23 15:28:51| DEBUG [size=11,place=1] best score = 0.00826263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.786s] +22/12/23 15:28:51| DEBUG [size=11,place=2] best score = 0.01139361; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 80.787s] +22/12/23 15:31:26| DEBUG [size=34,place=1] best score = 0.00823491; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 155.053s] +22/12/23 15:31:26| DEBUG [size=34,place=2] best score = 0.00826922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 155.053s] +22/12/23 15:33:25| DEBUG [size=27,place=1] best score = 0.00813395; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 119.280s] +22/12/23 15:33:25| DEBUG [size=27,place=2] best score = 0.00830867; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 119.281s] +22/12/23 15:35:20| DEBUG [size=21,place=1] best score = 0.00818776; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 114.911s] +22/12/23 15:35:20| DEBUG [size=21,place=2] best score = 0.00823875; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.912s] +22/12/23 15:35:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00813) [took 470.1438s] +22/12/23 15:43:42| INFO bin_kde_lr_gs finished [took 971.2305s] +22/12/23 15:47:36| DEBUG [size=11,place=1] best score = 0.00845138; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 233.545s] +22/12/23 15:47:36| DEBUG [size=11,place=2] best score = 0.01131802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.546s] +22/12/23 16:02:14| DEBUG [size=53,place=1] best score = 0.00824515; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 877.997s] +22/12/23 16:02:14| DEBUG [size=53,place=2] best score = 0.00840668; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 877.998s] +22/12/23 16:06:20| DEBUG [size=16,place=1] best score = 0.00838390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 245.901s] +22/12/23 16:06:20| DEBUG [size=16,place=2] best score = 0.00842635; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 245.901s] +22/12/23 16:06:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00825) [took 1357.5526s] +22/12/23 16:15:50| INFO mul_kde_lr_gs finished [took 1927.5325s] +22/12/23 16:18:49| DEBUG [size=11,place=1] best score = 0.00968712; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 177.558s] +22/12/23 16:18:49| DEBUG [size=11,place=2] best score = 0.01276414; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 177.559s] +22/12/23 16:29:16| DEBUG [size=53,place=1] best score = 0.00899843; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 627.363s] +22/12/23 16:29:16| DEBUG [size=53,place=2] best score = 0.01014110; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 627.364s] +22/12/23 16:36:06| DEBUG [size=42,place=1] best score = 0.00863327; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 409.896s] +22/12/23 16:36:06| DEBUG [size=42,place=2] best score = 0.01308738; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 409.897s] +22/12/23 16:42:15| DEBUG [size=27,place=1] best score = 0.01023258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 368.749s] +22/12/23 16:42:15| DEBUG [size=27,place=2] best score = 0.01117667; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 368.750s] +22/12/23 16:42:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00863) [took 1583.6805s] +22/12/23 16:49:59| INFO m3w_kde_lr_gs finished [took 2047.3698s] +22/12/23 16:49:59| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 7720.9138s] +22/12/23 16:49:59| INFO Dataset sample [0.3 0.7] of dataset imdb started +22/12/23 17:06:19| INFO bin_kde_lr_c finished [took 974.8950s] +22/12/23 17:07:20| INFO bin_kde_lr finished [took 1036.0487s] +22/12/23 17:07:31| INFO bin_kde_lr_ne finished [took 1046.5453s] +22/12/23 17:08:02| INFO bin_kde_lr_mc finished [took 1077.7971s] +22/12/23 17:15:07| INFO m3w_kde_lr finished [took 1503.3204s] +22/12/23 17:15:32| INFO ref finished [took 23.5958s] +22/12/23 17:15:53| INFO mul_kde_lr finished [took 1548.6419s] +22/12/23 17:15:55| INFO mul_kde_lr_mc finished [took 1551.2520s] +22/12/23 17:16:06| INFO atc_mc finished [took 33.1948s] +22/12/23 17:16:13| INFO m3w_kde_lr_mc finished [took 1569.0072s] +22/12/23 17:16:15| INFO m3w_kde_lr_c finished [took 1572.9699s] +22/12/23 17:16:21| INFO doc finished [took 27.7200s] +22/12/23 17:16:31| INFO mul_kde_lr_c finished [took 1587.0715s] +22/12/23 17:16:51| INFO mul_kde_lr_ne finished [took 1606.2298s] +22/12/23 17:21:51| INFO bin_kde_lr_is finished [took 870.2114s] +22/12/23 17:26:08| INFO m3w_kde_lr_ne finished [took 1188.4730s] +22/12/23 17:27:18| INFO m3w_kde_lr_is finished [took 1155.2359s] +22/12/23 17:27:48| INFO mul_kde_lr_is finished [took 1216.7237s] +22/12/23 17:29:11| DEBUG [size=11,place=1] best score = 0.01866956; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 81.097s] +22/12/23 17:29:11| DEBUG [size=11,place=2] best score = 0.02514155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 81.098s] +22/12/23 17:35:19| DEBUG [size=51,place=1] best score = 0.01698410; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 367.810s] +22/12/23 17:35:19| DEBUG [size=51,place=2] best score = 0.01854034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 367.811s] +22/12/23 17:39:29| DEBUG [size=44,place=1] best score = 0.01697068; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 249.997s] +22/12/23 17:39:29| DEBUG [size=44,place=2] best score = 0.01735693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 249.997s] +22/12/23 17:43:33| DEBUG [size=44,place=1] best score = 0.01911803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 244.275s] +22/12/23 17:43:33| DEBUG [size=44,place=2] best score = 0.01964418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 244.275s] +22/12/23 17:43:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01697) [took 943.2907s] +22/12/23 17:50:04| INFO bin_kde_lr_gs finished [took 1333.8878s] +22/12/23 17:54:01| DEBUG [size=11,place=1] best score = 0.02038703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 236.490s] +22/12/23 17:54:01| DEBUG [size=11,place=2] best score = 0.02223024; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 236.490s] +22/12/23 18:11:23| DEBUG [size=52,place=1] best score = 0.01045687; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1041.299s] +22/12/23 18:11:23| DEBUG [size=52,place=2] best score = 0.01137868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1041.300s] +22/12/23 18:16:43| DEBUG [size=27,place=1] best score = 0.01103107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.384s] +22/12/23 18:16:43| DEBUG [size=27,place=2] best score = 0.01310193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.384s] +22/12/23 18:16:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01046) [took 1598.2924s] +22/12/23 18:23:51| INFO mul_kde_lr_gs finished [took 2025.9111s] +22/12/23 18:26:50| DEBUG [size=11,place=1] best score = 0.01243688; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 177.652s] +22/12/23 18:26:50| DEBUG [size=11,place=2] best score = 0.02855408; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 177.653s] +22/12/23 18:39:22| DEBUG [size=52,place=1] best score = 0.01393026; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 752.724s] +22/12/23 18:39:22| DEBUG [size=52,place=2] best score = 0.01452879; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 752.724s] +22/12/23 18:39:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01244) [took 930.4821s] +22/12/23 18:47:07| INFO m3w_kde_lr_gs finished [took 1395.1657s] +22/12/23 18:47:07| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 7028.2051s] +22/12/23 18:47:07| INFO Dataset sample [0.4 0.6] of dataset imdb started +22/12/23 19:02:31| INFO bin_kde_lr finished [took 919.2023s] +22/12/23 19:02:57| INFO bin_kde_lr_ne finished [took 944.6929s] +22/12/23 19:03:30| INFO bin_kde_lr_c finished [took 978.1612s] +22/12/23 19:03:31| INFO bin_kde_lr_mc finished [took 978.7193s] +22/12/23 19:11:07| INFO mul_kde_lr finished [took 1435.1092s] +22/12/23 19:11:30| INFO ref finished [took 22.0980s] +22/12/23 19:11:47| INFO m3w_kde_lr finished [took 1475.1466s] +22/12/23 19:12:05| INFO atc_mc finished [took 34.2040s] +22/12/23 19:12:10| INFO m3w_kde_lr_c finished [took 1498.2477s] +22/12/23 19:12:26| INFO doc finished [took 38.0936s] +22/12/23 19:13:39| INFO m3w_kde_lr_mc finished [took 1586.7027s] +22/12/23 19:13:50| INFO mul_kde_lr_ne finished [took 1598.0774s] +22/12/23 19:14:23| INFO mul_kde_lr_c finished [took 1630.7492s] +22/12/23 19:14:38| INFO mul_kde_lr_mc finished [took 1648.3643s] +22/12/23 19:16:25| INFO bin_kde_lr_is finished [took 807.2361s] +22/12/23 19:22:54| INFO m3w_kde_lr_ne finished [took 1222.3428s] +22/12/23 19:23:27| INFO m3w_kde_lr_is finished [took 1195.7881s] +22/12/23 19:24:49| INFO mul_kde_lr_is finished [took 1277.9519s] +22/12/23 19:26:09| DEBUG [size=11,place=1] best score = 0.01219211; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.255s] +22/12/23 19:26:09| DEBUG [size=11,place=2] best score = 0.01237302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.255s] +22/12/23 19:31:01| DEBUG [size=53,place=1] best score = 0.01220369; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 292.333s] +22/12/23 19:31:01| DEBUG [size=53,place=2] best score = 0.01230055; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 292.333s] +22/12/23 19:31:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01219) [took 371.6942s] +22/12/23 19:36:12| INFO bin_kde_lr_gs finished [took 682.6969s] +22/12/23 19:39:53| DEBUG [size=11,place=1] best score = 0.01492421; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 219.800s] +22/12/23 19:39:53| DEBUG [size=11,place=2] best score = 0.02369255; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 219.801s] +22/12/23 19:46:57| DEBUG [size=34,place=1] best score = 0.01085886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 423.376s] +22/12/23 19:46:57| DEBUG [size=34,place=2] best score = 0.01152770; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 423.377s] +22/12/23 19:50:51| DEBUG [size=16,place=1] best score = 0.01058267; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 234.847s] +22/12/23 19:50:51| DEBUG [size=16,place=2] best score = 0.01083922; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 234.847s] +22/12/23 20:01:33| DEBUG [size=41,place=1] best score = 0.01104711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 642.041s] +22/12/23 20:01:33| DEBUG [size=41,place=2] best score = 0.01109070; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 642.041s] +22/12/23 20:01:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01058) [took 1520.1792s] +22/12/23 20:07:32| INFO mul_kde_lr_gs finished [took 1878.5237s] +22/12/23 20:10:26| DEBUG [size=11,place=1] best score = 0.01844121; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.280s] +22/12/23 20:10:26| DEBUG [size=11,place=2] best score = 0.02028418; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 173.281s] +22/12/23 20:23:04| DEBUG [size=51,place=1] best score = 0.01372238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.053s] +22/12/23 20:23:04| DEBUG [size=51,place=2] best score = 0.01431430; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 758.054s] +22/12/23 20:24:50| DEBUG [size=9,place=1] best score = 0.01489021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 105.931s] +22/12/23 20:24:50| DEBUG [size=9,place=2] best score = 0.01519823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 105.932s] +22/12/23 20:24:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01372) [took 1037.3740s] +22/12/23 20:31:48| INFO m3w_kde_lr_gs finished [took 1455.0882s] +22/12/23 20:31:48| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 6280.8602s] +22/12/23 20:31:48| INFO Dataset sample [0.5 0.5] of dataset imdb started +22/12/23 20:46:54| INFO bin_kde_lr finished [took 901.5109s] +22/12/23 20:47:05| INFO bin_kde_lr_c finished [took 912.5347s] +22/12/23 20:47:19| INFO bin_kde_lr_ne finished [took 926.3122s] +22/12/23 20:48:02| INFO bin_kde_lr_mc finished [took 968.9081s] +22/12/23 20:56:45| INFO m3w_kde_lr finished [took 1493.2532s] +22/12/23 20:57:05| INFO ref finished [took 20.0757s] +22/12/23 20:57:39| INFO atc_mc finished [took 33.1971s] +22/12/23 20:57:48| INFO m3w_kde_lr_mc finished [took 1555.0256s] +22/12/23 20:58:08| INFO m3w_kde_lr_c finished [took 1574.4788s] +22/12/23 20:58:10| INFO doc finished [took 29.9324s] +22/12/23 21:00:38| INFO mul_kde_lr finished [took 1725.4248s] +22/12/23 21:00:55| INFO bin_kde_lr_is finished [took 828.6700s] +22/12/23 21:01:11| INFO mul_kde_lr_c finished [took 1758.3567s] +22/12/23 21:01:47| INFO mul_kde_lr_mc finished [took 1794.4941s] +22/12/23 21:01:50| INFO mul_kde_lr_ne finished [took 1796.2512s] +22/12/23 21:07:53| INFO m3w_kde_lr_ne finished [took 1257.7915s] +22/12/23 21:08:11| INFO m3w_kde_lr_is finished [took 1207.9244s] +22/12/23 21:10:37| INFO mul_kde_lr_is finished [took 1396.6280s] +22/12/23 21:11:59| DEBUG [size=11,place=1] best score = 0.01659678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 80.828s] +22/12/23 21:11:59| DEBUG [size=11,place=2] best score = 0.01695638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.829s] +22/12/23 21:17:02| DEBUG [size=53,place=1] best score = 0.01138129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 303.204s] +22/12/23 21:17:02| DEBUG [size=53,place=2] best score = 0.01174432; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 303.205s] +22/12/23 21:18:20| DEBUG [size=16,place=1] best score = 0.00976346; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 77.529s] +22/12/23 21:18:20| DEBUG [size=16,place=2] best score = 0.01034180; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 77.530s] +22/12/23 21:23:51| DEBUG [size=38,place=1] best score = 0.00974980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 331.546s] +22/12/23 21:23:51| DEBUG [size=38,place=2] best score = 0.00977964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 331.547s] +22/12/23 21:28:55| DEBUG [size=44,place=1] best score = 0.00994167; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 303.544s] +22/12/23 21:28:55| DEBUG [size=44,place=2] best score = 0.01059315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 303.545s] +22/12/23 21:28:55| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00975) [took 1096.7697s] +22/12/23 21:34:21| INFO bin_kde_lr_gs finished [took 1423.2429s] +22/12/23 21:38:11| DEBUG [size=11,place=1] best score = 0.01580157; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 228.569s] +22/12/23 21:38:11| DEBUG [size=11,place=2] best score = 0.01688862; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 228.570s] +22/12/23 21:55:39| DEBUG [size=51,place=1] best score = 0.01047890; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1047.921s] +22/12/23 21:55:39| DEBUG [size=51,place=2] best score = 0.01206740; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1047.921s] +22/12/23 21:59:06| DEBUG [size=14,place=1] best score = 0.00986790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 207.487s] +22/12/23 21:59:06| DEBUG [size=14,place=2] best score = 0.01016540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 207.488s] +22/12/23 22:12:18| DEBUG [size=36,place=1] best score = 0.00982137; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 791.924s] +22/12/23 22:12:18| DEBUG [size=36,place=2] best score = 0.01048955; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 791.924s] +22/12/23 22:21:54| DEBUG [size=29,place=1] best score = 0.01026095; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 576.040s] +22/12/23 22:21:54| DEBUG [size=29,place=2] best score = 0.01084091; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 576.041s] +22/12/23 22:21:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00982) [took 2852.0581s] +22/12/23 22:30:24| INFO mul_kde_lr_gs finished [took 3361.4389s] +22/12/23 22:33:13| DEBUG [size=11,place=1] best score = 0.01503585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 168.386s] +22/12/23 22:33:13| DEBUG [size=11,place=2] best score = 0.01700714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 168.387s] +22/12/23 22:43:31| DEBUG [size=53,place=1] best score = 0.01178913; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 617.629s] +22/12/23 22:43:31| DEBUG [size=53,place=2] best score = 0.01628076; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 617.630s] +22/12/23 22:55:13| DEBUG [size=44,place=1] best score = 0.01130187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 702.237s] +22/12/23 22:55:13| DEBUG [size=44,place=2] best score = 0.01339699; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 702.238s] +22/12/23 23:06:14| DEBUG [size=42,place=1] best score = 0.01252628; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 660.796s] +22/12/23 23:06:14| DEBUG [size=42,place=2] best score = 0.01408478; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 660.796s] +22/12/23 23:06:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01130) [took 2149.1602s] +22/12/23 23:12:24| INFO m3w_kde_lr_gs finished [took 2519.0560s] +22/12/23 23:12:24| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 9636.0834s] +22/12/23 23:12:24| INFO Dataset sample [0.6 0.4] of dataset imdb started +22/12/23 23:27:45| INFO bin_kde_lr_mc finished [took 916.1572s] +22/12/23 23:27:59| INFO bin_kde_lr finished [took 930.2360s] +22/12/23 23:28:01| INFO bin_kde_lr_c finished [took 931.8068s] +22/12/23 23:28:18| INFO bin_kde_lr_ne finished [took 948.2822s] +22/12/23 23:36:27| INFO m3w_kde_lr_mc finished [took 1437.5419s] +22/12/23 23:36:51| INFO m3w_kde_lr_c finished [took 1461.5656s] +22/12/23 23:36:52| INFO ref finished [took 24.0579s] +22/12/23 23:37:26| INFO atc_mc finished [took 34.5699s] +22/12/23 23:37:34| INFO doc finished [took 41.4885s] +22/12/23 23:37:44| INFO mul_kde_lr_ne finished [took 1514.2720s] +22/12/23 23:38:06| INFO m3w_kde_lr finished [took 1536.7533s] +22/12/23 23:38:49| INFO mul_kde_lr finished [took 1579.5432s] +22/12/23 23:39:12| INFO mul_kde_lr_c finished [took 1604.8550s] +22/12/23 23:39:24| INFO mul_kde_lr_mc finished [took 1615.0724s] +22/12/23 23:41:08| INFO bin_kde_lr_is finished [took 788.2395s] +22/12/23 23:48:06| INFO m3w_kde_lr_is finished [took 1187.4250s] +22/12/23 23:48:21| INFO m3w_kde_lr_ne finished [took 1235.1150s] +22/12/23 23:49:15| INFO mul_kde_lr_is finished [took 1273.2793s] +22/12/23 23:50:36| DEBUG [size=11,place=1] best score = 0.01416400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 78.945s] +22/12/23 23:50:36| DEBUG [size=11,place=2] best score = 0.01883323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 78.946s] +22/12/23 23:55:07| DEBUG [size=53,place=1] best score = 0.01185928; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 271.536s] +22/12/23 23:55:07| DEBUG [size=53,place=2] best score = 0.01210421; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 271.536s] +22/12/23 23:59:05| DEBUG [size=43,place=1] best score = 0.01183561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 237.252s] +22/12/23 23:59:05| DEBUG [size=43,place=2] best score = 0.01215551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 237.253s] +23/12/23 00:02:43| DEBUG [size=30,place=1] best score = 0.01236678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.887s] +23/12/23 00:02:43| DEBUG [size=30,place=2] best score = 0.01320531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 218.887s] +23/12/23 00:02:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01184) [took 806.7312s] +23/12/23 00:08:24| INFO bin_kde_lr_gs finished [took 1147.5846s] +23/12/23 00:12:18| DEBUG [size=11,place=1] best score = 0.02356445; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 232.789s] +23/12/23 00:12:18| DEBUG [size=11,place=2] best score = 0.02826385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 232.789s] +23/12/23 00:26:39| DEBUG [size=53,place=1] best score = 0.01292352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 861.185s] +23/12/23 00:26:39| DEBUG [size=53,place=2] best score = 0.01411495; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 861.186s] +23/12/23 00:35:44| DEBUG [size=29,place=1] best score = 0.01189383; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 544.443s] +23/12/23 00:35:44| DEBUG [size=29,place=2] best score = 0.01345502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 544.443s] +23/12/23 00:50:21| DEBUG [size=41,place=1] best score = 0.01341721; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 877.549s] +23/12/23 00:50:21| DEBUG [size=41,place=2] best score = 0.01348477; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 877.549s] +23/12/23 00:50:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01189) [took 2516.0779s] +23/12/23 00:56:42| INFO mul_kde_lr_gs finished [took 2896.6852s] +23/12/23 00:59:28| DEBUG [size=11,place=1] best score = 0.01993703; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 165.058s] +23/12/23 00:59:28| DEBUG [size=11,place=2] best score = 0.02065562; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 165.058s] +23/12/23 01:09:40| DEBUG [size=53,place=1] best score = 0.01162540; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 611.703s] +23/12/23 01:09:40| DEBUG [size=53,place=2] best score = 0.01225382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 611.703s] +23/12/23 01:21:23| DEBUG [size=44,place=1] best score = 0.01162915; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 702.616s] +23/12/23 01:21:23| DEBUG [size=44,place=2] best score = 0.01285244; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 702.616s] +23/12/23 01:21:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01163) [took 1479.4853s] +23/12/23 01:27:36| INFO m3w_kde_lr_gs finished [took 1852.9953s] +23/12/23 01:27:36| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 8112.0742s] +23/12/23 01:27:36| INFO Dataset sample [0.7 0.3] of dataset imdb started +23/12/23 01:45:10| INFO bin_kde_lr_mc finished [took 1047.6358s] +23/12/23 01:45:15| INFO bin_kde_lr finished [took 1052.9781s] +23/12/23 01:45:30| INFO bin_kde_lr_c finished [took 1067.4226s] +23/12/23 01:45:38| INFO bin_kde_lr_ne finished [took 1075.2685s] +23/12/23 01:52:49| INFO m3w_kde_lr_mc finished [took 1506.2144s] +23/12/23 01:53:13| INFO ref finished [took 23.5391s] +23/12/23 01:53:29| INFO m3w_kde_lr finished [took 1546.3206s] +23/12/23 01:53:30| INFO m3w_kde_lr_c finished [took 1550.3695s] +23/12/23 01:53:36| INFO mul_kde_lr_c finished [took 1553.2759s] +23/12/23 01:53:47| INFO atc_mc finished [took 33.3442s] +23/12/23 01:53:58| INFO doc finished [took 27.7720s] +23/12/23 01:54:22| INFO mul_kde_lr_mc finished [took 1599.2735s] +23/12/23 01:54:22| INFO mul_kde_lr finished [took 1600.4718s] +23/12/23 01:54:45| INFO mul_kde_lr_ne finished [took 1622.0339s] +23/12/23 01:59:29| INFO bin_kde_lr_is finished [took 852.7148s] +23/12/23 02:04:03| INFO m3w_kde_lr_ne finished [took 1132.0026s] +23/12/23 02:04:54| INFO m3w_kde_lr_is finished [took 1154.5235s] +23/12/23 02:06:15| INFO mul_kde_lr_is finished [took 1244.3406s] +23/12/23 02:07:38| DEBUG [size=11,place=1] best score = 0.01143390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 80.340s] +23/12/23 02:07:38| DEBUG [size=11,place=2] best score = 0.01387200; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 80.341s] +23/12/23 02:12:32| DEBUG [size=53,place=1] best score = 0.01119151; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 294.156s] +23/12/23 02:12:32| DEBUG [size=53,place=2] best score = 0.01122933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 294.156s] +23/12/23 02:13:56| DEBUG [size=16,place=1] best score = 0.01165750; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 84.171s] +23/12/23 02:13:56| DEBUG [size=16,place=2] best score = 0.01184465; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 84.172s] +23/12/23 02:13:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01119) [took 458.7763s] +23/12/23 02:20:08| INFO bin_kde_lr_gs finished [took 830.9365s] +23/12/23 02:23:59| DEBUG [size=11,place=1] best score = 0.01343337; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.223s] +23/12/23 02:23:59| DEBUG [size=11,place=2] best score = 0.01577567; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.223s] +23/12/23 02:31:31| DEBUG [size=34,place=1] best score = 0.01130260; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 451.152s] +23/12/23 02:31:31| DEBUG [size=34,place=2] best score = 0.01177828; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 451.152s] +23/12/23 02:35:27| DEBUG [size=16,place=1] best score = 0.01053023; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 236.450s] +23/12/23 02:35:27| DEBUG [size=16,place=2] best score = 0.01141273; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 236.450s] +23/12/23 02:42:37| DEBUG [size=20,place=1] best score = 0.00994201; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 430.162s] +23/12/23 02:42:37| DEBUG [size=20,place=2] best score = 0.01025309; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 430.162s] +23/12/23 02:51:33| DEBUG [size=30,place=1] best score = 0.00972438; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 536.027s] +23/12/23 02:51:33| DEBUG [size=30,place=2] best score = 0.01077949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 536.027s] +23/12/23 02:55:09| DEBUG [size=14,place=1] best score = 0.01052497; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.173s] +23/12/23 02:55:09| DEBUG [size=14,place=2] best score = 0.01437274; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.173s] +23/12/23 02:55:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00972) [took 2099.3047s] +23/12/23 03:02:42| INFO mul_kde_lr_gs finished [took 2551.8515s] +23/12/23 03:05:40| DEBUG [size=11,place=1] best score = 0.01501133; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 176.781s] +23/12/23 03:05:40| DEBUG [size=11,place=2] best score = 0.01778796; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 176.782s] +23/12/23 03:15:50| DEBUG [size=53,place=1] best score = 0.01026652; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.165s] +23/12/23 03:15:50| DEBUG [size=53,place=2] best score = 0.01227934; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 609.165s] +23/12/23 03:22:22| DEBUG [size=42,place=1] best score = 0.01098977; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 392.298s] +23/12/23 03:22:22| DEBUG [size=42,place=2] best score = 0.01214393; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 392.299s] +23/12/23 03:22:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01027) [took 1178.3549s] +23/12/23 03:29:12| INFO m3w_kde_lr_gs finished [took 1588.8517s] +23/12/23 03:29:12| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 7296.4055s] +23/12/23 03:29:13| INFO Dataset sample [0.8 0.2] of dataset imdb started +23/12/23 03:52:18| INFO bin_kde_lr_mc finished [took 1380.6044s] +23/12/23 03:53:02| INFO bin_kde_lr finished [took 1424.9844s] +23/12/23 03:53:44| INFO bin_kde_lr_ne finished [took 1466.7064s] +23/12/23 03:53:46| INFO bin_kde_lr_c finished [took 1470.8203s] +23/12/23 03:58:00| INFO m3w_kde_lr_mc finished [took 1722.4018s] +23/12/23 03:58:25| INFO ref finished [took 23.8733s] +23/12/23 03:58:59| INFO atc_mc finished [took 33.7434s] +23/12/23 03:59:36| INFO m3w_kde_lr_c finished [took 1818.3976s] +23/12/23 03:59:40| INFO doc finished [took 40.4625s] +23/12/23 04:00:05| INFO m3w_kde_lr finished [took 1847.7911s] +23/12/23 04:00:40| INFO mul_kde_lr_mc finished [took 1882.8763s] +23/12/23 04:00:48| INFO mul_kde_lr_c finished [took 1890.7214s] +23/12/23 04:00:52| INFO mul_kde_lr_ne finished [took 1893.7085s] +23/12/23 04:01:22| INFO mul_kde_lr finished [took 1925.0652s] +23/12/23 04:11:03| INFO bin_kde_lr_is finished [took 1079.4088s] +23/12/23 04:14:12| INFO m3w_kde_lr_ne finished [took 1313.0159s] +23/12/23 04:15:31| INFO m3w_kde_lr_is finished [took 1303.8291s] +23/12/23 04:16:57| INFO mul_kde_lr_is finished [took 1392.3097s] +23/12/23 04:18:18| DEBUG [size=11,place=1] best score = 0.01291723; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.111s] +23/12/23 04:18:18| DEBUG [size=11,place=2] best score = 0.01546305; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.112s] +23/12/23 04:23:11| DEBUG [size=53,place=1] best score = 0.01225083; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 293.810s] +23/12/23 04:23:11| DEBUG [size=53,place=2] best score = 0.01226209; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 293.811s] +23/12/23 04:24:34| DEBUG [size=16,place=1] best score = 0.01200238; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 82.510s] +23/12/23 04:24:34| DEBUG [size=16,place=2] best score = 0.01202677; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 82.510s] +23/12/23 04:26:21| DEBUG [size=21,place=1] best score = 0.01223773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 106.630s] +23/12/23 04:26:21| DEBUG [size=21,place=2] best score = 0.01233791; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.630s] +23/12/23 04:26:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01200) [took 562.1741s] +23/12/23 04:33:32| INFO bin_kde_lr_gs finished [took 993.9875s] +23/12/23 04:37:23| DEBUG [size=11,place=1] best score = 0.01620978; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.662s] +23/12/23 04:37:23| DEBUG [size=11,place=2] best score = 0.01695960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.663s] +23/12/23 04:44:49| DEBUG [size=34,place=1] best score = 0.01212637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 445.844s] +23/12/23 04:44:49| DEBUG [size=34,place=2] best score = 0.01383303; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 445.844s] +23/12/23 04:48:54| DEBUG [size=16,place=1] best score = 0.01276257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 245.553s] +23/12/23 04:48:54| DEBUG [size=16,place=2] best score = 0.01435917; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 245.554s] +23/12/23 04:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01213) [took 921.1763s] +23/12/23 04:57:11| INFO mul_kde_lr_gs finished [took 1417.9025s] +23/12/23 05:00:14| DEBUG [size=11,place=1] best score = 0.01268688; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 181.536s] +23/12/23 05:00:14| DEBUG [size=11,place=2] best score = 0.01626463; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 181.536s] +23/12/23 05:05:38| DEBUG [size=34,place=1] best score = 0.00995669; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 323.902s] +23/12/23 05:05:38| DEBUG [size=34,place=2] best score = 0.01083349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 323.902s] +23/12/23 05:08:29| DEBUG [size=16,place=1] best score = 0.01009452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.773s] +23/12/23 05:08:29| DEBUG [size=16,place=2] best score = 0.01059527; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 170.773s] +23/12/23 05:08:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00996) [took 676.3193s] +23/12/23 05:16:11| INFO m3w_kde_lr_gs finished [took 1138.2970s] +23/12/23 05:16:11| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 6418.0959s] +23/12/23 05:16:11| INFO Dataset sample [0.9 0.1] of dataset imdb started +23/12/23 05:42:55| INFO bin_kde_lr_mc finished [took 1599.7185s] +23/12/23 05:42:58| INFO bin_kde_lr finished [took 1603.1218s] +23/12/23 05:43:48| INFO bin_kde_lr_ne finished [took 1652.2658s] +23/12/23 05:44:30| INFO bin_kde_lr_c finished [took 1694.3474s] +23/12/23 05:45:32| INFO m3w_kde_lr_c finished [took 1756.5368s] +23/12/23 05:45:56| INFO ref finished [took 23.2658s] +23/12/23 05:46:25| INFO m3w_kde_lr_mc finished [took 1809.4205s] +23/12/23 05:46:29| INFO atc_mc finished [took 32.6670s] +23/12/23 05:46:39| INFO m3w_kde_lr finished [took 1824.5065s] +23/12/23 05:47:05| INFO doc finished [took 39.0772s] +23/12/23 05:48:01| INFO mul_kde_lr finished [took 1907.7936s] +23/12/23 05:48:02| INFO mul_kde_lr_mc finished [took 1906.5595s] +23/12/23 05:48:22| INFO mul_kde_lr_ne finished [took 1926.1598s] +23/12/23 05:48:34| INFO mul_kde_lr_c finished [took 1938.9561s] +23/12/23 06:02:58| INFO bin_kde_lr_is finished [took 1199.0538s] +23/12/23 06:04:06| INFO m3w_kde_lr_ne finished [took 1270.6156s] +23/12/23 06:04:53| INFO m3w_kde_lr_is finished [took 1222.4782s] +23/12/23 06:06:26| INFO mul_kde_lr_is finished [took 1357.6347s] +23/12/23 06:28:35| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +23/12/23 06:32:14| DEBUG [size=11,place=1] best score = 0.00885641; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 217.512s] +23/12/23 06:32:14| DEBUG [size=11,place=2] best score = 0.02014194; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 217.513s] +23/12/23 06:45:40| DEBUG [size=53,place=1] best score = 0.00908953; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 805.926s] +23/12/23 06:45:40| DEBUG [size=53,place=2] best score = 0.00990999; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 805.927s] +23/12/23 06:45:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00886) [took 1023.5459s] +23/12/23 06:57:09| INFO mul_kde_lr_gs finished [took 1712.7017s] +23/12/23 07:00:03| DEBUG [size=11,place=1] best score = 0.00922554; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 172.884s] +23/12/23 07:00:03| DEBUG [size=11,place=2] best score = 0.01263610; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 172.884s] +23/12/23 07:05:28| DEBUG [size=34,place=1] best score = 0.00833334; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 325.509s] +23/12/23 07:05:28| DEBUG [size=34,place=2] best score = 0.00841692; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 325.509s] +23/12/23 07:11:47| DEBUG [size=40,place=1] best score = 0.00777721; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 378.574s] +23/12/23 07:11:47| DEBUG [size=40,place=2] best score = 0.00790288; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 378.575s] +23/12/23 07:14:05| DEBUG [size=12,place=1] best score = 0.01030370; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 138.154s] +23/12/23 07:14:05| DEBUG [size=12,place=2] best score = 0.01569377; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 138.154s] +23/12/23 07:14:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00778) [took 1015.2328s] +23/12/23 07:23:33| INFO m3w_kde_lr_gs finished [took 1583.7662s] +23/12/23 07:23:33| INFO Dataset sample [0.9 0.1] of dataset imdb finished [took 7642.8249s] +---------------------------------------------------------------------------------------------------- +23/12/23 13:18:45| INFO dataset imdb [pool size: 10] +23/12/23 13:18:45| INFO Dataset sample [0.1 0.9] of dataset imdb started +23/12/23 13:18:49| WARNING Method d_bin_kde_rbf failed. Exception: The number of classes has to be greater than one; got 1 class +23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_c failed. Exception: The number of classes has to be greater than one; got 1 class +23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_mc failed. Exception: The number of classes has to be greater than one; got 1 class +23/12/23 13:18:49| WARNING Method d_bin_kde_rbf_ne failed. Exception: The number of classes has to be greater than one; got 1 class +23/12/23 13:18:50| WARNING Method d_bin_kde_rbf_is failed. Exception: The number of classes has to be greater than one; got 1 class +23/12/23 13:19:09| INFO ref finished [took 18.4754s] +23/12/23 13:19:41| INFO atc_mc finished [took 31.2605s] +23/12/23 13:20:21| INFO doc finished [took 39.7760s] +23/12/23 13:46:21| INFO d_mul_kde_rbf finished [took 1652.5814s] +23/12/23 13:47:27| INFO d_m3w_kde_rbf_ne finished [took 1717.6220s] +23/12/23 13:47:51| INFO d_mul_kde_rbf_mc finished [took 1742.1474s] +23/12/23 13:48:42| INFO d_m3w_kde_rbf_mc finished [took 1793.4910s] +23/12/23 13:49:35| INFO d_m3w_kde_rbf_is finished [took 1844.7299s] +23/12/23 13:49:35| INFO d_mul_kde_rbf_ne finished [took 1846.0977s] +23/12/23 13:49:46| INFO d_m3w_kde_rbf finished [took 1858.7700s] +23/12/23 13:49:54| INFO d_m3w_kde_rbf_c finished [took 1864.8597s] +23/12/23 13:50:35| INFO d_mul_kde_rbf_is finished [took 1905.4347s] +23/12/23 13:50:45| INFO d_mul_kde_rbf_c finished [took 1916.4309s] +23/12/23 13:51:43| WARNING Method d_bin_kde_rbf_gs failed. Exception: no combination of hyperparameters seem to work +23/12/23 14:13:46| DEBUG [size=11,place=1] best score = 0.02125132; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1321.213s] +23/12/23 14:13:46| DEBUG [size=11,place=2] best score = 0.02459193; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1321.214s] +23/12/23 14:24:23| DEBUG [size=62,place=1] best score = 0.01588020; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 637.157s] +23/12/23 14:24:23| DEBUG [size=62,place=2] best score = 0.01817018; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 637.157s] +23/12/23 14:32:47| DEBUG [size=53,place=1] best score = 0.01186787; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 504.647s] +23/12/23 14:32:47| DEBUG [size=53,place=2] best score = 0.01249916; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 504.648s] +23/12/23 14:37:12| DEBUG [size=20,place=1] best score = 0.02318796; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 264.311s] +23/12/23 14:37:12| DEBUG [size=20,place=2] best score = 0.02325629; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 291.81048223630995, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 264.311s] +23/12/23 14:37:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.9181048223630994, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01187) [took 2727.4642s] +23/12/23 14:51:52| INFO d_mul_kde_rbf_gs finished [took 3607.3080s] +23/12/23 15:19:29| DEBUG [size=11,place=1] best score = 0.02040500; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1656.409s] +23/12/23 15:19:29| DEBUG [size=11,place=2] best score = 0.02202970; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1656.410s] +23/12/23 16:24:04| DEBUG [size=62,place=1] best score = 0.01485524; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3875.743s] +23/12/23 16:24:04| DEBUG [size=62,place=2] best score = 0.01601321; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3875.744s] +23/12/23 16:33:51| DEBUG [size=50,place=1] best score = 0.01681295; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 586.629s] +23/12/23 16:33:51| DEBUG [size=50,place=2] best score = 0.01750227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 586.630s] +23/12/23 16:33:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.29181048223630995, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01486) [took 6118.9114s] +23/12/23 16:48:24| INFO d_m3w_kde_rbf_gs finished [took 6991.8669s] +23/12/23 16:48:24| INFO Dataset sample [0.1 0.9] of dataset imdb finished [took 12579.3858s] +23/12/23 16:48:24| INFO Dataset sample [0.2 0.8] of dataset imdb started +23/12/23 17:13:32| INFO d_bin_kde_rbf_ne finished [took 1503.8669s] +23/12/23 17:15:26| INFO d_bin_kde_rbf_c finished [took 1617.4060s] +23/12/23 17:15:40| INFO d_bin_kde_rbf finished [took 1631.0277s] +23/12/23 17:16:45| INFO d_bin_kde_rbf_mc finished [took 1696.3719s] +23/12/23 17:19:07| INFO d_m3w_kde_rbf_c finished [took 1837.7177s] +23/12/23 17:19:30| INFO ref finished [took 22.4470s] +23/12/23 17:19:54| INFO d_m3w_kde_rbf finished [took 1885.1540s] +23/12/23 17:20:01| INFO atc_mc finished [took 30.1061s] +23/12/23 17:20:16| INFO d_m3w_kde_rbf_mc finished [took 1908.2675s] +23/12/23 17:20:31| INFO d_mul_kde_rbf_mc finished [took 1922.3602s] +23/12/23 17:20:34| INFO doc finished [took 38.4499s] +23/12/23 17:20:41| INFO d_mul_kde_rbf finished [took 1931.9229s] +23/12/23 17:21:23| INFO d_mul_kde_rbf_c finished [took 1974.3437s] +23/12/23 17:22:01| INFO d_mul_kde_rbf_ne finished [took 2011.4440s] +23/12/23 17:34:47| INFO d_bin_kde_rbf_is finished [took 1159.9204s] +23/12/23 17:37:15| INFO d_m3w_kde_rbf_ne finished [took 1421.7970s] +23/12/23 17:40:13| INFO d_mul_kde_rbf_is finished [took 1472.4045s] +23/12/23 17:40:46| INFO d_m3w_kde_rbf_is finished [took 1439.7381s] +23/12/23 18:17:33| DEBUG [size=11,place=1] best score = 0.01272940; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 2205.900s] +23/12/23 18:17:33| DEBUG [size=11,place=2] best score = 0.16663240; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 2205.900s] +23/12/23 20:40:12| DEBUG [size=60,place=1] best score = 0.01201900; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 8558.884s] +23/12/23 20:40:12| DEBUG [size=60,place=2] best score = 0.01202985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 8558.885s] +23/12/23 21:54:38| DEBUG [size=22,place=1] best score = 0.01237364; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 4465.751s] +23/12/23 21:54:38| DEBUG [size=22,place=2] best score = 0.01243108; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 40.91604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 4465.751s] +23/12/23 21:54:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 409.1604266816881, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.01202) [took 15230.6578s] +23/12/23 22:03:30| INFO d_bin_kde_rbf_gs finished [took 15762.9186s] +23/12/23 22:40:25| DEBUG [size=11,place=1] best score = 0.00971570; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2213.210s] +23/12/23 22:40:25| DEBUG [size=11,place=2] best score = 0.00986676; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2213.211s] +23/12/23 23:45:14| DEBUG [size=62,place=1] best score = 0.00961923; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3889.696s] +23/12/23 23:45:14| DEBUG [size=62,place=2] best score = 0.01009193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 3889.696s] +24/12/23 00:44:26| DEBUG [size=22,place=1] best score = 0.01006238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3551.696s] +24/12/23 00:44:26| DEBUG [size=22,place=2] best score = 0.01098484; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3551.696s] +24/12/23 00:44:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00962) [took 9654.7303s] +24/12/23 00:55:09| INFO d_mul_kde_rbf_gs finished [took 10297.8667s] +24/12/23 01:42:42| DEBUG [size=11,place=1] best score = 0.01034708; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2851.372s] +24/12/23 01:42:42| DEBUG [size=11,place=2] best score = 0.01059744; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2851.373s] +24/12/23 01:51:59| DEBUG [size=62,place=1] best score = 0.00886977; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.091604266816881, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 557.531s] +24/12/23 01:51:59| DEBUG [size=62,place=2] best score = 0.00905645; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 557.532s] +24/12/23 01:59:02| DEBUG [size=38,place=1] best score = 0.00841385; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 422.883s] +24/12/23 01:59:02| DEBUG [size=38,place=2] best score = 0.00842627; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 422.884s] +24/12/23 03:16:53| DEBUG [size=48,place=1] best score = 0.00844404; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 4671.154s] +24/12/23 03:16:53| DEBUG [size=48,place=2] best score = 0.00898558; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4671.155s] +24/12/23 03:16:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4091604266816881, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00841) [took 8503.0886s] +24/12/23 03:28:04| INFO d_m3w_kde_rbf_gs finished [took 9173.4112s] +24/12/23 03:28:04| INFO Dataset sample [0.2 0.8] of dataset imdb finished [took 38379.5519s] +24/12/23 03:28:04| INFO Dataset sample [0.3 0.7] of dataset imdb started +24/12/23 03:48:14| INFO d_bin_kde_rbf_ne finished [took 1205.2042s] +24/12/23 03:48:53| INFO d_bin_kde_rbf_mc finished [took 1244.4571s] +24/12/23 03:49:11| INFO d_bin_kde_rbf_c finished [took 1262.7187s] +24/12/23 03:49:26| INFO d_bin_kde_rbf finished [took 1277.4971s] +24/12/23 03:57:56| INFO d_m3w_kde_rbf finished [took 1787.6857s] +24/12/23 03:58:16| INFO ref finished [took 18.5167s] +24/12/23 03:58:24| INFO d_mul_kde_rbf finished [took 1815.5804s] +24/12/23 03:58:39| INFO d_m3w_kde_rbf_mc finished [took 1830.6380s] +24/12/23 03:58:50| INFO atc_mc finished [took 34.0139s] +24/12/23 03:58:52| INFO d_mul_kde_rbf_ne finished [took 1844.4174s] +24/12/23 03:58:53| INFO d_m3w_kde_rbf_c finished [took 1844.0959s] +24/12/23 03:59:00| INFO d_mul_kde_rbf_c finished [took 1851.6455s] +24/12/23 03:59:01| INFO doc finished [took 36.2403s] +24/12/23 03:59:23| INFO d_mul_kde_rbf_mc finished [took 1873.7713s] +24/12/23 04:06:00| INFO d_bin_kde_rbf_is finished [took 1025.8607s] +24/12/23 04:12:03| INFO d_m3w_kde_rbf_ne finished [took 1428.2832s] +24/12/23 04:13:24| INFO d_m3w_kde_rbf_is finished [took 1436.7665s] +24/12/23 04:13:30| INFO d_mul_kde_rbf_is finished [took 1458.5204s] +24/12/23 05:09:07| DEBUG [size=11,place=1] best score = 0.02308642; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3334.682s] +24/12/23 05:09:07| DEBUG [size=11,place=2] best score = 0.02649923; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3334.683s] +24/12/23 05:16:20| DEBUG [size=62,place=1] best score = 0.02148107; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 433.580s] +24/12/23 05:16:20| DEBUG [size=62,place=2] best score = 0.02278531; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 433.581s] +24/12/23 05:22:14| DEBUG [size=37,place=1] best score = 0.02145684; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 353.856s] +24/12/23 05:22:14| DEBUG [size=37,place=2] best score = 0.02259427; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 353.856s] +24/12/23 05:27:57| DEBUG [size=32,place=1] best score = 0.02127497; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 343.384s] +24/12/23 05:27:57| DEBUG [size=32,place=2] best score = 0.02268067; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 343.385s] +24/12/23 05:31:27| DEBUG [size=31,place=1] best score = 0.02063129; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.617s] +24/12/23 05:31:27| DEBUG [size=31,place=2] best score = 0.02175229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 209.617s] +24/12/23 05:37:36| DEBUG [size=47,place=1] best score = 0.02107264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 369.118s] +24/12/23 05:37:36| DEBUG [size=47,place=2] best score = 0.02182291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 369.119s] +24/12/23 05:37:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.5150738286635805, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.02063) [took 5044.3954s] +24/12/23 05:46:33| INFO d_bin_kde_rbf_gs finished [took 5581.6587s] +24/12/23 06:42:17| DEBUG [size=11,place=1] best score = 0.02536024; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3342.169s] +24/12/23 06:42:17| DEBUG [size=11,place=2] best score = 0.02585056; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3342.170s] +24/12/23 07:42:31| DEBUG [size=62,place=1] best score = 0.02084608; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3614.352s] +24/12/23 07:42:31| DEBUG [size=62,place=2] best score = 0.02286018; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3614.352s] +24/12/23 07:50:47| DEBUG [size=50,place=1] best score = 0.02164552; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 495.953s] +24/12/23 07:50:47| DEBUG [size=50,place=2] best score = 0.02186922; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 495.954s] +24/12/23 07:50:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.551507382866358, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.02085) [took 7452.5978s] +24/12/23 08:03:23| INFO d_mul_kde_rbf_gs finished [took 8208.5476s] +24/12/23 09:12:22| DEBUG [size=11,place=1] best score = 0.02242362; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 4137.328s] +24/12/23 09:12:22| DEBUG [size=11,place=2] best score = 0.02259530; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': None} [took 4137.329s] +24/12/23 12:42:48| DEBUG [size=60,place=1] best score = 0.02138485; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 12626.175s] +24/12/23 12:42:48| DEBUG [size=60,place=2] best score = 0.02222202; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': None} [took 12626.176s] +24/12/23 12:57:43| DEBUG [size=34,place=1] best score = 0.02158973; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 55.15073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 894.562s] +24/12/23 12:57:43| DEBUG [size=34,place=2] best score = 0.02197722; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 894.562s] +24/12/23 12:57:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 551.5073828663581, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.02138) [took 17658.1951s] +24/12/23 13:09:10| INFO d_m3w_kde_rbf_gs finished [took 18345.6205s] +24/12/23 13:09:10| INFO Dataset sample [0.3 0.7] of dataset imdb finished [took 34866.3052s] +24/12/23 13:09:10| INFO Dataset sample [0.4 0.6] of dataset imdb started +24/12/23 13:28:08| INFO d_bin_kde_rbf_c finished [took 1133.9227s] +24/12/23 13:28:21| INFO d_bin_kde_rbf_mc finished [took 1146.4596s] +24/12/23 13:28:29| INFO d_bin_kde_rbf_ne finished [took 1154.8877s] +24/12/23 13:28:38| INFO d_bin_kde_rbf finished [took 1163.9789s] +24/12/23 13:35:29| INFO d_mul_kde_rbf_mc finished [took 1576.4784s] +24/12/23 13:35:41| INFO d_mul_kde_rbf finished [took 1586.5539s] +24/12/23 13:35:54| INFO ref finished [took 24.1822s] +24/12/23 13:36:15| INFO atc_mc finished [took 33.5153s] +24/12/23 13:36:36| INFO doc finished [took 40.5470s] +24/12/23 13:39:04| INFO d_m3w_kde_rbf_c finished [took 1789.6969s] +24/12/23 13:39:28| INFO d_m3w_kde_rbf_mc finished [took 1813.6350s] +24/12/23 13:39:34| INFO d_m3w_kde_rbf finished [took 1819.4763s] +24/12/23 13:39:41| INFO d_mul_kde_rbf_c finished [took 1827.1957s] +24/12/23 13:39:45| INFO d_mul_kde_rbf_ne finished [took 1830.8105s] +24/12/23 13:44:16| INFO d_bin_kde_rbf_is finished [took 954.2963s] +24/12/23 13:49:21| INFO d_mul_kde_rbf_is finished [took 1251.1232s] +24/12/23 13:51:13| INFO d_m3w_kde_rbf_ne finished [took 1384.2943s] +24/12/23 13:51:25| INFO d_m3w_kde_rbf_is finished [took 1365.3338s] +24/12/23 14:14:05| DEBUG [size=11,place=1] best score = 0.01431269; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1359.309s] +24/12/23 14:14:05| DEBUG [size=11,place=2] best score = 0.01444502; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1359.309s] +24/12/23 14:20:07| DEBUG [size=62,place=1] best score = 0.01336344; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.474s] +24/12/23 14:20:07| DEBUG [size=62,place=2] best score = 0.01379889; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.475s] +24/12/23 14:28:49| DEBUG [size=51,place=1] best score = 0.01271474; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 522.003s] +24/12/23 14:28:49| DEBUG [size=51,place=2] best score = 0.01315084; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 522.003s] +24/12/23 14:33:21| DEBUG [size=43,place=1] best score = 0.01165642; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 272.450s] +24/12/23 14:33:21| DEBUG [size=43,place=2] best score = 0.01328774; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 272.451s] +24/12/23 14:38:50| DEBUG [size=14,place=1] best score = 0.01015528; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 329.068s] +24/12/23 14:38:50| DEBUG [size=14,place=2] best score = 0.01080157; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 329.069s] +24/12/23 15:18:26| DEBUG [size=48,place=1] best score = 0.01321560; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 2375.578s] +24/12/23 15:18:26| DEBUG [size=48,place=2] best score = 0.01416752; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2375.579s] +24/12/23 15:18:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01016) [took 5220.0516s] +24/12/23 15:25:57| INFO d_bin_kde_rbf_gs finished [took 5670.7501s] +24/12/23 15:49:38| DEBUG [size=11,place=1] best score = 0.01525852; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 1420.874s] +24/12/23 15:49:38| DEBUG [size=11,place=2] best score = 0.01660428; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1420.875s] +24/12/23 15:59:54| DEBUG [size=62,place=1] best score = 0.01317924; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 615.888s] +24/12/23 15:59:54| DEBUG [size=62,place=2] best score = 0.01395151; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 615.889s] +24/12/23 16:08:38| DEBUG [size=51,place=1] best score = 0.01147728; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 524.243s] +24/12/23 16:08:38| DEBUG [size=51,place=2] best score = 0.01168741; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 524.244s] +24/12/23 16:50:29| DEBUG [size=34,place=1] best score = 0.00826383; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2510.969s] +24/12/23 16:50:29| DEBUG [size=34,place=2] best score = 0.01069659; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 2510.969s] +24/12/23 17:18:20| DEBUG [size=27,place=1] best score = 0.01341248; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1670.394s] +24/12/23 17:18:20| DEBUG [size=27,place=2] best score = 0.01472216; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.06736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1670.394s] +24/12/23 17:18:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00826) [took 6742.5154s] +24/12/23 17:29:23| INFO d_mul_kde_rbf_gs finished [took 7405.6608s] +24/12/23 18:14:44| DEBUG [size=11,place=1] best score = 0.03100522; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.673607030301003, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2719.994s] +24/12/23 18:14:44| DEBUG [size=11,place=2] best score = 0.03412520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2719.995s] +24/12/23 18:24:25| DEBUG [size=62,place=1] best score = 0.02794469; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 581.134s] +24/12/23 18:24:25| DEBUG [size=62,place=2] best score = 0.02932881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 581.134s] +24/12/23 18:33:33| DEBUG [size=39,place=1] best score = 0.02654563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 548.313s] +24/12/23 18:33:33| DEBUG [size=39,place=2] best score = 0.02783778; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 548.314s] +24/12/23 18:43:57| DEBUG [size=50,place=1] best score = 0.02377085; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 623.835s] +24/12/23 18:43:57| DEBUG [size=50,place=2] best score = 0.02563358; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 623.835s] +24/12/23 18:59:11| DEBUG [size=51,place=1] best score = 0.02653283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 913.596s] +24/12/23 18:59:11| DEBUG [size=51,place=2] best score = 0.02831976; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 913.596s] +24/12/23 18:59:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 6.736070303010029, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02377) [took 5387.0270s] +24/12/23 19:08:31| INFO d_m3w_kde_rbf_gs finished [took 5946.7929s] +24/12/23 19:08:31| INFO Dataset sample [0.4 0.6] of dataset imdb finished [took 21560.5210s] +24/12/23 19:08:31| INFO Dataset sample [0.5 0.5] of dataset imdb started +24/12/23 19:26:11| INFO d_bin_kde_rbf_ne finished [took 1055.9117s] +24/12/23 19:26:35| INFO d_bin_kde_rbf finished [took 1079.4902s] +24/12/23 19:26:52| INFO d_bin_kde_rbf_c finished [took 1096.5081s] +24/12/23 19:27:07| INFO d_bin_kde_rbf_mc finished [took 1111.6014s] +24/12/23 19:32:05| INFO d_mul_kde_rbf_mc finished [took 1409.6148s] +24/12/23 19:32:30| INFO ref finished [took 23.7674s] +24/12/23 19:32:31| INFO d_mul_kde_rbf finished [took 1435.7419s] +24/12/23 19:33:01| INFO doc finished [took 29.2380s] +24/12/23 19:33:05| INFO atc_mc finished [took 34.5379s] +24/12/23 19:33:36| INFO d_mul_kde_rbf_ne finished [took 1500.5310s] +24/12/23 19:35:39| INFO d_m3w_kde_rbf_mc finished [took 1623.4657s] +24/12/23 19:35:40| INFO d_mul_kde_rbf_c finished [took 1624.5775s] +24/12/23 19:36:16| INFO d_m3w_kde_rbf finished [took 1660.7984s] +24/12/23 19:39:40| INFO d_m3w_kde_rbf_c finished [took 1866.7042s] +24/12/23 19:42:27| INFO d_bin_kde_rbf_is finished [took 951.0954s] +24/12/23 19:45:24| INFO d_mul_kde_rbf_is finished [took 1111.8261s] +24/12/23 19:48:39| INFO d_m3w_kde_rbf_is finished [took 1291.1491s] +24/12/23 19:51:57| INFO d_m3w_kde_rbf_ne finished [took 1544.5643s] +24/12/23 20:35:34| DEBUG [size=11,place=1] best score = 0.01466474; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2616.050s] +24/12/23 20:35:34| DEBUG [size=11,place=2] best score = 0.01891545; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2616.051s] +24/12/23 20:41:23| DEBUG [size=62,place=1] best score = 0.01300796; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 348.583s] +24/12/23 20:41:23| DEBUG [size=62,place=2] best score = 0.01343869; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 348.583s] +24/12/23 21:19:16| DEBUG [size=37,place=1] best score = 0.01227203; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 2273.399s] +24/12/23 21:19:16| DEBUG [size=37,place=2] best score = 0.01299042; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 2273.399s] +24/12/23 22:13:20| DEBUG [size=48,place=1] best score = 0.01130764; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 3243.585s] +24/12/23 22:13:20| DEBUG [size=48,place=2] best score = 0.01212743; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 3243.586s] +24/12/23 22:17:20| DEBUG [size=34,place=1] best score = 0.01121978; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 240.443s] +24/12/23 22:17:20| DEBUG [size=34,place=2] best score = 0.01184580; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 240.444s] +24/12/23 22:19:33| DEBUG [size=20,place=1] best score = 0.01226198; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 132.746s] +24/12/23 22:19:33| DEBUG [size=20,place=2] best score = 0.01240599; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 132.746s] +24/12/23 22:19:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01122) [took 8854.9802s] +24/12/23 22:27:55| INFO d_bin_kde_rbf_gs finished [took 9357.5124s] +24/12/23 23:12:48| DEBUG [size=11,place=1] best score = 0.01885813; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2691.988s] +24/12/23 23:12:48| DEBUG [size=11,place=2] best score = 0.01888652; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2691.988s] +24/12/23 23:23:18| DEBUG [size=62,place=1] best score = 0.01429097; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 630.068s] +24/12/23 23:23:18| DEBUG [size=62,place=2] best score = 0.01430002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 630.068s] +24/12/23 23:33:31| DEBUG [size=41,place=1] best score = 0.01378666; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 612.381s] +24/12/23 23:33:31| DEBUG [size=41,place=2] best score = 0.01396868; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 612.381s] +24/12/23 23:41:48| DEBUG [size=22,place=1] best score = 0.01410246; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 497.559s] +24/12/23 23:41:48| DEBUG [size=22,place=2] best score = 0.01419172; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 497.559s] +24/12/23 23:41:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.01379) [took 4432.1317s] +24/12/23 23:52:56| INFO d_mul_kde_rbf_gs finished [took 5100.2849s] +25/12/23 01:00:34| DEBUG [size=11,place=1] best score = 0.02362420; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4056.172s] +25/12/23 01:00:34| DEBUG [size=11,place=2] best score = 0.02579268; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 4056.172s] +25/12/23 01:10:26| DEBUG [size=62,place=1] best score = 0.02144269; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 592.538s] +25/12/23 01:10:26| DEBUG [size=62,place=2] best score = 0.02282907; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.7510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 592.539s] +25/12/23 01:14:57| DEBUG [size=24,place=1] best score = 0.01949854; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 270.663s] +25/12/23 01:14:57| DEBUG [size=24,place=2] best score = 0.02076002; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 270.664s] +25/12/23 01:42:13| DEBUG [size=49,place=1] best score = 0.02089068; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1635.987s] +25/12/23 01:42:13| DEBUG [size=49,place=2] best score = 0.02150364; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 75.10603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1635.987s] +25/12/23 01:42:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 7.510603978693342, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01950) [took 6555.4938s] +25/12/23 01:51:40| INFO d_m3w_kde_rbf_gs finished [took 7122.5363s] +25/12/23 01:51:40| INFO Dataset sample [0.5 0.5] of dataset imdb finished [took 24189.4065s] +25/12/23 01:51:40| INFO Dataset sample [0.6 0.4] of dataset imdb started +25/12/23 02:09:37| INFO d_bin_kde_rbf_c finished [took 1072.1160s] +25/12/23 02:09:39| INFO d_bin_kde_rbf_ne finished [took 1074.5138s] +25/12/23 02:09:40| INFO d_bin_kde_rbf finished [took 1075.1650s] +25/12/23 02:10:40| INFO d_bin_kde_rbf_mc finished [took 1135.5348s] +25/12/23 02:16:20| INFO d_mul_kde_rbf_mc finished [took 1474.9038s] +25/12/23 02:16:44| INFO ref finished [took 23.7409s] +25/12/23 02:16:48| INFO d_mul_kde_rbf_c finished [took 1503.4096s] +25/12/23 02:17:00| INFO d_mul_kde_rbf_ne finished [took 1514.6229s] +25/12/23 02:17:22| INFO atc_mc finished [took 37.0780s] +25/12/23 02:17:29| INFO doc finished [took 40.4433s] +25/12/23 02:18:17| INFO d_mul_kde_rbf finished [took 1592.2258s] +25/12/23 02:19:27| INFO d_m3w_kde_rbf finished [took 1664.1582s] +25/12/23 02:20:30| INFO d_m3w_kde_rbf_mc finished [took 1725.0463s] +25/12/23 02:20:56| INFO d_m3w_kde_rbf_c finished [took 1751.4782s] +25/12/23 02:24:10| INFO d_bin_kde_rbf_is finished [took 870.2885s] +25/12/23 02:29:11| INFO d_mul_kde_rbf_is finished [took 1171.0655s] +25/12/23 02:32:09| INFO d_m3w_kde_rbf_is finished [took 1288.3252s] +25/12/23 02:32:38| INFO d_m3w_kde_rbf_ne finished [took 1379.8860s] +25/12/23 03:18:45| DEBUG [size=11,place=1] best score = 0.01955494; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2766.422s] +25/12/23 03:18:45| DEBUG [size=11,place=2] best score = 0.01988761; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2766.423s] +25/12/23 03:25:01| DEBUG [size=62,place=1] best score = 0.01659064; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 375.460s] +25/12/23 03:25:01| DEBUG [size=62,place=2] best score = 0.01663062; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 375.460s] +25/12/23 04:14:03| DEBUG [size=51,place=1] best score = 0.01624802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2941.796s] +25/12/23 04:14:03| DEBUG [size=51,place=2] best score = 0.01629826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 2941.796s] +25/12/23 05:00:13| DEBUG [size=21,place=1] best score = 0.01606812; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 2770.753s] +25/12/23 05:00:13| DEBUG [size=21,place=2] best score = 0.01619818; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 2770.754s] +25/12/23 05:30:04| DEBUG [size=31,place=1] best score = 0.01640828; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1791.044s] +25/12/23 05:30:04| DEBUG [size=31,place=2] best score = 0.01662319; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1791.045s] +25/12/23 05:30:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01607) [took 10645.6270s] +25/12/23 05:37:38| INFO d_bin_kde_rbf_gs finished [took 11099.4474s] +25/12/23 06:24:13| DEBUG [size=11,place=1] best score = 0.02451420; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 2793.773s] +25/12/23 06:24:13| DEBUG [size=11,place=2] best score = 0.02473881; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 2793.773s] +25/12/23 06:35:08| DEBUG [size=62,place=1] best score = 0.01600174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 654.648s] +25/12/23 06:35:08| DEBUG [size=62,place=2] best score = 0.01696162; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 654.649s] +25/12/23 07:25:47| DEBUG [size=54,place=1] best score = 0.01624748; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3039.525s] +25/12/23 07:25:47| DEBUG [size=54,place=2] best score = 0.01637512; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3039.526s] +25/12/23 07:25:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01600) [took 6488.0697s] +25/12/23 07:37:10| INFO d_mul_kde_rbf_gs finished [took 7170.3655s] +25/12/23 08:38:39| DEBUG [size=11,place=1] best score = 0.02272664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3688.338s] +25/12/23 08:38:39| DEBUG [size=11,place=2] best score = 0.02679301; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3688.339s] +25/12/23 08:49:36| DEBUG [size=62,place=1] best score = 0.01901538; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 656.552s] +25/12/23 08:49:36| DEBUG [size=62,place=2] best score = 0.02028394; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 6.9182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 656.553s] +25/12/23 08:57:31| DEBUG [size=42,place=1] best score = 0.01782414; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 475.609s] +25/12/23 08:57:31| DEBUG [size=42,place=2] best score = 0.01876728; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 475.609s] +25/12/23 09:23:46| DEBUG [size=37,place=1] best score = 0.01654457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 1574.797s] +25/12/23 09:23:46| DEBUG [size=37,place=2] best score = 0.01806718; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1574.798s] +25/12/23 09:51:42| DEBUG [size=48,place=1] best score = 0.01940516; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 69.182142233244, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1675.999s] +25/12/23 09:51:42| DEBUG [size=48,place=2] best score = 0.02010627; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1676.000s] +25/12/23 09:51:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.69182142233244, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01654) [took 8071.4462s] +25/12/23 10:04:04| INFO d_m3w_kde_rbf_gs finished [took 8813.1834s] +25/12/23 10:04:04| INFO Dataset sample [0.6 0.4] of dataset imdb finished [took 29544.0355s] +25/12/23 10:04:04| INFO Dataset sample [0.7 0.3] of dataset imdb started +25/12/23 10:24:29| INFO d_bin_kde_rbf_ne finished [took 1219.5344s] +25/12/23 10:25:03| INFO d_bin_kde_rbf_mc finished [took 1253.3632s] +25/12/23 10:25:28| INFO d_bin_kde_rbf_c finished [took 1278.4919s] +25/12/23 10:26:09| INFO d_bin_kde_rbf finished [took 1319.0958s] +25/12/23 10:31:04| INFO d_mul_kde_rbf finished [took 1614.1311s] +25/12/23 10:31:22| INFO ref finished [took 16.8384s] +25/12/23 10:31:42| INFO d_mul_kde_rbf_mc finished [took 1652.6182s] +25/12/23 10:31:46| INFO atc_mc finished [took 23.8615s] +25/12/23 10:32:21| INFO d_m3w_kde_rbf_mc finished [took 1691.0677s] +25/12/23 10:32:24| INFO doc finished [took 40.2917s] +25/12/23 10:32:56| INFO d_mul_kde_rbf_ne finished [took 1725.5644s] +25/12/23 10:33:39| INFO d_m3w_kde_rbf finished [took 1772.0073s] +25/12/23 10:34:01| INFO d_mul_kde_rbf_c finished [took 1791.3531s] +25/12/23 10:34:33| INFO d_m3w_kde_rbf_c finished [took 1823.2769s] +25/12/23 10:41:31| INFO d_bin_kde_rbf_is finished [took 986.2783s] +25/12/23 10:47:33| INFO d_m3w_kde_rbf_is finished [took 1282.6973s] +25/12/23 10:47:43| INFO d_mul_kde_rbf_is finished [took 1333.3479s] +25/12/23 10:48:32| INFO d_m3w_kde_rbf_ne finished [took 1441.5009s] +25/12/23 11:48:21| DEBUG [size=11,place=1] best score = 0.01163664; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3586.201s] +25/12/23 11:48:21| DEBUG [size=11,place=2] best score = 0.01465113; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3586.201s] +25/12/23 11:55:35| DEBUG [size=62,place=1] best score = 0.01084714; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 434.164s] +25/12/23 11:55:35| DEBUG [size=62,place=2] best score = 0.01119998; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 434.164s] +25/12/23 12:00:32| DEBUG [size=37,place=1] best score = 0.01093844; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 296.821s] +25/12/23 12:00:32| DEBUG [size=37,place=2] best score = 0.01097141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 296.821s] +25/12/23 12:00:32| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.01085) [took 4317.3081s] +25/12/23 12:09:01| INFO d_bin_kde_rbf_gs finished [took 4826.8264s] +25/12/23 13:09:43| DEBUG [size=11,place=1] best score = 0.01346915; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3640.022s] +25/12/23 13:09:43| DEBUG [size=11,place=2] best score = 0.02250214; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3640.023s] +25/12/23 13:20:16| DEBUG [size=62,place=1] best score = 0.01071790; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 632.767s] +25/12/23 13:20:16| DEBUG [size=62,place=2] best score = 0.01173581; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 632.768s] +25/12/23 13:28:37| DEBUG [size=42,place=1] best score = 0.01060833; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 501.478s] +25/12/23 13:28:37| DEBUG [size=42,place=2] best score = 0.01159633; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 501.479s] +25/12/23 13:33:58| DEBUG [size=28,place=1] best score = 0.01186816; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.480s] +25/12/23 13:33:58| DEBUG [size=28,place=2] best score = 0.01209650; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 320.480s] +25/12/23 13:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01061) [took 5094.8833s] +25/12/23 13:45:50| INFO d_mul_kde_rbf_gs finished [took 5807.3449s] +25/12/23 14:53:16| DEBUG [size=11,place=1] best score = 0.01343968; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4044.303s] +25/12/23 14:53:16| DEBUG [size=11,place=2] best score = 0.01608788; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 552.8348289771292, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 4044.304s] +25/12/23 16:06:25| DEBUG [size=62,place=1] best score = 0.01205164; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4388.316s] +25/12/23 16:06:25| DEBUG [size=62,place=2] best score = 0.01236097; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4388.316s] +25/12/23 17:15:16| DEBUG [size=51,place=1] best score = 0.01190939; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4131.177s] +25/12/23 17:15:16| DEBUG [size=51,place=2] best score = 0.01192229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 4131.178s] +25/12/23 17:23:46| DEBUG [size=34,place=1] best score = 0.01095882; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 509.948s] +25/12/23 17:23:46| DEBUG [size=34,place=2] best score = 0.01100209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 509.949s] +25/12/23 17:30:02| DEBUG [size=30,place=1] best score = 0.01054549; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 375.998s] +25/12/23 17:30:02| DEBUG [size=30,place=2] best score = 0.01148511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 375.999s] +25/12/23 18:41:35| DEBUG [size=52,place=1] best score = 0.01037758; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4292.866s] +25/12/23 18:41:35| DEBUG [size=52,place=2] best score = 0.01104973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 5.528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 4292.867s] +25/12/23 20:19:31| DEBUG [size=51,place=1] best score = 0.01059010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 5876.376s] +25/12/23 20:19:31| DEBUG [size=51,place=2] best score = 0.01096929; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.5528348289771292, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 5876.377s] +25/12/23 20:19:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 55.283482897712915, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01038) [took 23619.1534s] +25/12/23 20:30:29| INFO d_m3w_kde_rbf_gs finished [took 24277.1546s] +25/12/23 20:30:29| INFO Dataset sample [0.7 0.3] of dataset imdb finished [took 37585.0817s] +25/12/23 20:30:29| INFO Dataset sample [0.8 0.2] of dataset imdb started +25/12/23 20:56:42| INFO d_bin_kde_rbf_c finished [took 1568.5616s] +25/12/23 20:58:02| INFO d_bin_kde_rbf_ne finished [took 1648.1501s] +25/12/23 20:58:08| INFO d_bin_kde_rbf_mc finished [took 1654.3673s] +25/12/23 20:58:37| INFO d_bin_kde_rbf finished [took 1683.0715s] +25/12/23 21:02:42| INFO d_m3w_kde_rbf_mc finished [took 1928.0304s] +25/12/23 21:03:06| INFO ref finished [took 23.3987s] +25/12/23 21:03:22| INFO d_m3w_kde_rbf finished [took 1968.6718s] +25/12/23 21:03:40| INFO atc_mc finished [took 33.3350s] +25/12/23 21:04:03| INFO doc finished [took 40.2453s] +25/12/23 21:04:07| INFO d_m3w_kde_rbf_c finished [took 2013.6472s] +25/12/23 21:04:41| INFO d_mul_kde_rbf finished [took 2046.9412s] +25/12/23 21:04:58| INFO d_mul_kde_rbf_mc finished [took 2064.3652s] +25/12/23 21:05:42| INFO d_mul_kde_rbf_ne finished [took 2107.9692s] +25/12/23 21:05:43| INFO d_mul_kde_rbf_c finished [took 2110.9850s] +25/12/23 21:18:50| INFO d_bin_kde_rbf_is finished [took 1247.2640s] +25/12/23 21:20:35| INFO d_m3w_kde_rbf_ne finished [took 1431.8208s] +25/12/23 21:22:38| INFO d_m3w_kde_rbf_is finished [took 1440.9743s] +25/12/23 21:23:03| INFO d_mul_kde_rbf_is finished [took 1494.3900s] +25/12/23 22:24:23| DEBUG [size=11,place=1] best score = 0.01385908; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3678.880s] +25/12/23 22:24:23| DEBUG [size=11,place=2] best score = 0.02328191; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 415.1780520243354, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 3678.881s] +25/12/23 23:29:35| DEBUG [size=62,place=1] best score = 0.01196799; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 3911.784s] +25/12/23 23:29:35| DEBUG [size=62,place=2] best score = 0.01201496; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3911.785s] +25/12/23 23:36:46| DEBUG [size=54,place=1] best score = 0.01166832; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 431.200s] +25/12/23 23:36:46| DEBUG [size=54,place=2] best score = 0.01219974; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 431.200s] +25/12/23 23:42:47| DEBUG [size=34,place=1] best score = 0.01171743; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 360.788s] +25/12/23 23:42:47| DEBUG [size=34,place=2] best score = 0.01281785; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 360.788s] +25/12/23 23:42:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01167) [took 8382.8025s] +25/12/23 23:52:51| INFO d_bin_kde_rbf_gs finished [took 8986.8237s] +26/12/23 00:56:05| DEBUG [size=11,place=1] best score = 0.01171780; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3792.991s] +26/12/23 00:56:05| DEBUG [size=11,place=2] best score = 0.01391358; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.151780520243354, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 3792.991s] +26/12/23 01:59:35| DEBUG [size=62,place=1] best score = 0.01134799; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3810.029s] +26/12/23 01:59:35| DEBUG [size=62,place=2] best score = 0.01145816; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3810.029s] +26/12/23 03:00:45| DEBUG [size=36,place=1] best score = 0.01116452; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 3670.417s] +26/12/23 03:00:45| DEBUG [size=36,place=2] best score = 0.01119459; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 3670.418s] +26/12/23 03:06:03| DEBUG [size=39,place=1] best score = 0.01136263; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 317.516s] +26/12/23 03:06:03| DEBUG [size=39,place=2] best score = 0.01168701; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 317.516s] +26/12/23 03:06:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.01116) [took 11591.0894s] +26/12/23 03:18:15| INFO d_mul_kde_rbf_gs finished [took 12322.8972s] +26/12/23 04:19:37| DEBUG [size=11,place=1] best score = 0.00969624; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 3681.585s] +26/12/23 04:19:37| DEBUG [size=11,place=2] best score = 0.01116770; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 3681.585s] +26/12/23 05:27:59| DEBUG [size=62,place=1] best score = 0.00936703; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4101.706s] +26/12/23 05:27:59| DEBUG [size=62,place=2] best score = 0.00973951; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 4101.706s] +26/12/23 05:35:02| DEBUG [size=52,place=1] best score = 0.00886469; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 423.219s] +26/12/23 05:35:02| DEBUG [size=52,place=2] best score = 0.00973338; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 423.220s] +26/12/23 05:38:21| DEBUG [size=20,place=1] best score = 0.00981961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 198.678s] +26/12/23 05:38:21| DEBUG [size=20,place=2] best score = 0.00991196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 198.678s] +26/12/23 05:38:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4151780520243354, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00886) [took 8405.3231s] +26/12/23 05:49:07| INFO d_m3w_kde_rbf_gs finished [took 9051.2097s] +26/12/23 05:49:07| INFO Dataset sample [0.8 0.2] of dataset imdb finished [took 33517.6730s] +26/12/23 05:49:07| INFO Dataset sample [0.9 0.1] of dataset imdb started +26/12/23 06:17:10| INFO d_bin_kde_rbf finished [took 1678.2469s] +26/12/23 06:19:15| INFO d_bin_kde_rbf_mc finished [took 1803.6286s] +26/12/23 06:19:20| INFO d_bin_kde_rbf_c finished [took 1808.3854s] +26/12/23 06:19:31| INFO d_m3w_kde_rbf finished [took 1819.8649s] +26/12/23 06:20:00| INFO d_bin_kde_rbf_ne finished [took 1850.1981s] +26/12/23 06:20:25| INFO ref finished [took 24.1477s] +26/12/23 06:21:00| INFO atc_mc finished [took 33.5838s] +26/12/23 06:21:08| INFO d_m3w_kde_rbf_mc finished [took 1916.7029s] +26/12/23 06:21:39| INFO doc finished [took 38.9780s] +26/12/23 06:21:54| INFO d_m3w_kde_rbf_c finished [took 1963.1543s] +26/12/23 06:22:45| INFO d_mul_kde_rbf finished [took 2014.0853s] +26/12/23 06:22:51| INFO d_mul_kde_rbf_ne finished [took 2019.6348s] +26/12/23 06:23:10| INFO d_mul_kde_rbf_mc finished [took 2038.9945s] +26/12/23 06:23:29| INFO d_mul_kde_rbf_c finished [took 2057.2510s] +26/12/23 06:39:55| INFO d_m3w_kde_rbf_ne finished [took 1364.9271s] +26/12/23 06:41:01| INFO d_bin_kde_rbf_is finished [took 1305.8283s] +26/12/23 06:42:32| INFO d_m3w_kde_rbf_is finished [took 1380.1725s] +26/12/23 06:43:37| INFO d_mul_kde_rbf_is finished [took 1456.5408s] +---------------------------------------------------------------------------------------------------- +27/12/23 13:16:38| INFO dataset rcv1_CCAT [pool size: 10] +27/12/23 13:16:38| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started +27/12/23 13:39:04| INFO d_bin_kde_lr_c finished [took 1340.9634s] +27/12/23 13:39:16| INFO d_bin_kde_lr finished [took 1355.4906s] +27/12/23 13:40:00| INFO d_bin_kde_lr_ne finished [took 1396.1975s] +27/12/23 13:40:11| INFO d_bin_kde_lr_mc finished [took 1407.7704s] +27/12/23 13:41:10| INFO d_m3w_kde_lr_c finished [took 1466.4540s] +27/12/23 13:41:51| INFO d_m3w_kde_lr_mc finished [took 1507.2588s] +27/12/23 13:42:22| INFO d_m3w_kde_lr finished [took 1538.7449s] +27/12/23 13:42:24| INFO ref finished [took 73.7326s] +27/12/23 13:43:20| INFO atc_mc finished [took 88.3590s] +27/12/23 13:43:43| INFO doc finished [took 80.7918s] +27/12/23 13:43:44| INFO d_mul_kde_lr finished [took 1620.5969s] +27/12/23 13:43:52| INFO d_mul_kde_lr_c finished [took 1628.5832s] +27/12/23 13:44:09| INFO d_mul_kde_lr_mc finished [took 1646.0355s] +27/12/23 13:44:43| INFO d_mul_kde_lr_ne finished [took 1679.3882s] +27/12/23 13:55:58| INFO d_bin_kde_lr_is finished [took 1000.5233s] +27/12/23 13:57:23| INFO d_m3w_kde_lr_ne finished [took 1098.3835s] +27/12/23 13:58:37| INFO d_m3w_kde_lr_is finished [took 1105.4759s] +27/12/23 13:59:58| INFO d_mul_kde_lr_is finished [took 1197.9381s] +27/12/23 14:00:36| DEBUG [size=11,place=1] best score = 0.00748775; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 37.140s] +27/12/23 14:00:36| DEBUG [size=11,place=2] best score = 0.10035217; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 37.140s] +27/12/23 14:03:13| DEBUG [size=52,place=1] best score = 0.00725828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 156.827s] +27/12/23 14:03:13| DEBUG [size=52,place=2] best score = 0.00746456; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 156.827s] +27/12/23 14:04:39| DEBUG [size=26,place=1] best score = 0.00697497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 85.706s] +27/12/23 14:04:39| DEBUG [size=26,place=2] best score = 0.00709052; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 85.707s] +27/12/23 14:06:42| DEBUG [size=40,place=1] best score = 0.01679179; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.150s] +27/12/23 14:06:42| DEBUG [size=40,place=2] best score = 0.02513039; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 123.151s] +27/12/23 14:06:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00697) [took 402.9361s] +27/12/23 14:13:12| INFO d_bin_kde_lr_gs finished [took 792.6385s] +27/12/23 14:13:59| DEBUG [size=11,place=1] best score = 0.01139967; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.978s] +27/12/23 14:13:59| DEBUG [size=11,place=2] best score = 0.01643994; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 46.979s] +27/12/23 14:17:12| DEBUG [size=52,place=1] best score = 0.00963754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 193.110s] +27/12/23 14:17:12| DEBUG [size=52,place=2] best score = 0.01030709; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 193.110s] +27/12/23 14:19:01| DEBUG [size=26,place=1] best score = 0.00811380; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 109.032s] +27/12/23 14:19:01| DEBUG [size=26,place=2] best score = 0.00942258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 109.032s] +27/12/23 14:21:45| DEBUG [size=42,place=1] best score = 0.00738996; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 163.508s] +27/12/23 14:21:45| DEBUG [size=42,place=2] best score = 0.00775883; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 163.509s] +27/12/23 14:22:29| DEBUG [size=11,place=1] best score = 0.00799001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 43.602s] +27/12/23 14:22:29| DEBUG [size=11,place=2] best score = 0.01341250; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 43.603s] +27/12/23 14:22:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00739) [took 556.3452s] +27/12/23 14:31:19| INFO d_mul_kde_lr_gs finished [took 1087.0887s] +27/12/23 14:32:03| DEBUG [size=11,place=1] best score = 0.01053422; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.016s] +27/12/23 14:32:03| DEBUG [size=11,place=2] best score = 0.01658176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 43.017s] +27/12/23 14:34:58| DEBUG [size=52,place=1] best score = 0.00686870; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 174.974s] +27/12/23 14:34:58| DEBUG [size=52,place=2] best score = 0.00977597; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 174.974s] +27/12/23 14:37:45| DEBUG [size=46,place=1] best score = 0.00611657; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 166.933s] +27/12/23 14:37:45| DEBUG [size=46,place=2] best score = 0.00799362; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 166.933s] +27/12/23 14:39:38| DEBUG [size=27,place=1] best score = 0.00969584; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.797s] +27/12/23 14:39:38| DEBUG [size=27,place=2] best score = 0.01579430; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 112.797s] +27/12/23 14:39:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00612) [took 497.8349s] +27/12/23 14:46:39| INFO d_m3w_kde_lr_gs finished [took 918.8928s] +27/12/23 14:46:39| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 5401.1636s] +27/12/23 14:46:39| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started +27/12/23 15:02:07| INFO d_bin_kde_lr_c finished [took 922.1356s] +27/12/23 15:02:54| INFO d_bin_kde_lr_mc finished [took 968.4435s] +27/12/23 15:03:12| INFO d_bin_kde_lr_ne finished [took 986.5026s] +27/12/23 15:03:30| INFO d_bin_kde_lr finished [took 1004.4668s] +27/12/23 15:07:48| INFO d_m3w_kde_lr_mc finished [took 1262.8780s] +27/12/23 15:08:03| INFO d_mul_kde_lr finished [took 1278.0765s] +27/12/23 15:08:12| INFO d_m3w_kde_lr finished [took 1290.1441s] +27/12/23 15:08:24| INFO d_m3w_kde_lr_c finished [took 1298.7758s] +27/12/23 15:09:09| INFO ref finished [took 79.9090s] +27/12/23 15:09:26| INFO atc_mc finished [took 82.0373s] +27/12/23 15:09:29| INFO d_mul_kde_lr_ne finished [took 1363.4455s] +27/12/23 15:09:40| INFO doc finished [took 86.3288s] +27/12/23 15:09:49| INFO d_mul_kde_lr_c finished [took 1383.4893s] +27/12/23 15:10:00| INFO d_mul_kde_lr_mc finished [took 1395.0251s] +27/12/23 15:15:48| INFO d_bin_kde_lr_is finished [took 773.7529s] +27/12/23 15:18:45| INFO d_m3w_kde_lr_ne finished [took 996.6452s] +27/12/23 15:19:09| INFO d_m3w_kde_lr_is finished [took 938.4963s] +27/12/23 15:20:23| INFO d_mul_kde_lr_is finished [took 1030.5229s] +27/12/23 15:20:53| DEBUG [size=11,place=1] best score = 0.01182432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 29.140s] +27/12/23 15:20:53| DEBUG [size=11,place=2] best score = 0.01352098; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 29.141s] +27/12/23 15:23:04| DEBUG [size=53,place=1] best score = 0.01143264; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 130.967s] +27/12/23 15:23:04| DEBUG [size=53,place=2] best score = 0.01176203; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 130.967s] +27/12/23 15:24:48| DEBUG [size=43,place=1] best score = 0.01242812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.159s] +27/12/23 15:24:48| DEBUG [size=43,place=2] best score = 0.01249833; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.159s] +27/12/23 15:24:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 264.3826s] +27/12/23 15:31:24| INFO d_bin_kde_lr_gs finished [took 660.5258s] +27/12/23 15:32:12| DEBUG [size=11,place=1] best score = 0.01329753; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 46.113s] +27/12/23 15:32:12| DEBUG [size=11,place=2] best score = 0.01649314; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 46.114s] +27/12/23 15:35:25| DEBUG [size=51,place=1] best score = 0.01124357; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 193.525s] +27/12/23 15:35:25| DEBUG [size=51,place=2] best score = 0.01205911; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 193.525s] +27/12/23 15:36:04| DEBUG [size=9,place=1] best score = 0.01134000; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 38.809s] +27/12/23 15:36:04| DEBUG [size=9,place=2] best score = 0.01180376; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 38.810s] +27/12/23 15:36:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01124) [took 278.5554s] +27/12/23 15:43:53| INFO d_mul_kde_lr_gs finished [took 746.9379s] +27/12/23 15:44:37| DEBUG [size=11,place=1] best score = 0.00738573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.556s] +27/12/23 15:44:37| DEBUG [size=11,place=2] best score = 0.00951197; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.557s] +27/12/23 15:47:38| DEBUG [size=53,place=1] best score = 0.00736872; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.432s] +27/12/23 15:47:38| DEBUG [size=53,place=2] best score = 0.00738749; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.432s] +27/12/23 15:49:58| DEBUG [size=41,place=1] best score = 0.00720602; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.343s] +27/12/23 15:49:58| DEBUG [size=41,place=2] best score = 0.00762380; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.343s] +27/12/23 15:52:20| DEBUG [size=41,place=1] best score = 0.00795330; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 141.778s] +27/12/23 15:52:20| DEBUG [size=41,place=2] best score = 0.00803953; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 141.778s] +27/12/23 15:52:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00721) [took 506.2276s] +27/12/23 15:59:17| INFO d_m3w_kde_lr_gs finished [took 923.9426s] +27/12/23 15:59:17| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4358.4572s] +27/12/23 15:59:17| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started +27/12/23 16:13:42| INFO d_bin_kde_lr_mc finished [took 861.5724s] +27/12/23 16:14:16| INFO d_bin_kde_lr_ne finished [took 892.6635s] +27/12/23 16:14:21| INFO d_bin_kde_lr finished [took 897.3340s] +27/12/23 16:14:29| INFO d_bin_kde_lr_c finished [took 905.0383s] +27/12/23 16:20:03| INFO d_m3w_kde_lr finished [took 1239.9383s] +27/12/23 16:20:38| INFO d_m3w_kde_lr_mc finished [took 1274.5145s] +27/12/23 16:20:53| INFO d_m3w_kde_lr_c finished [took 1289.4053s] +27/12/23 16:21:23| INFO ref finished [took 78.4600s] +27/12/23 16:21:35| INFO d_mul_kde_lr_c finished [took 1331.2956s] +27/12/23 16:21:54| INFO doc finished [took 60.0898s] +27/12/23 16:22:04| INFO atc_mc finished [took 84.7338s] +27/12/23 16:22:32| INFO d_mul_kde_lr_ne finished [took 1388.9787s] +27/12/23 16:22:50| INFO d_mul_kde_lr finished [took 1406.7405s] +27/12/23 16:22:51| INFO d_mul_kde_lr_mc finished [took 1407.2339s] +27/12/23 16:26:43| INFO d_bin_kde_lr_is finished [took 745.9255s] +27/12/23 16:31:01| INFO d_m3w_kde_lr_is finished [took 992.0498s] +27/12/23 16:31:46| INFO d_m3w_kde_lr_ne finished [took 1082.7750s] +27/12/23 16:32:30| INFO d_mul_kde_lr_is finished [took 1088.0734s] +27/12/23 16:32:55| DEBUG [size=11,place=1] best score = 0.01751127; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.762s] +27/12/23 16:32:55| DEBUG [size=11,place=2] best score = 0.01953680; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 23.763s] +27/12/23 16:34:35| DEBUG [size=53,place=1] best score = 0.01527170; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 100.125s] +27/12/23 16:34:35| DEBUG [size=53,place=2] best score = 0.01645425; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 100.126s] +27/12/23 16:35:29| DEBUG [size=25,place=1] best score = 0.01486225; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 54.332s] +27/12/23 16:35:29| DEBUG [size=25,place=2] best score = 0.01512746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 54.333s] +27/12/23 16:36:48| DEBUG [size=38,place=1] best score = 0.01612436; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.449s] +27/12/23 16:36:48| DEBUG [size=38,place=2] best score = 0.01718074; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 78.450s] +27/12/23 16:36:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01486) [took 256.7824s] +27/12/23 16:41:33| INFO d_bin_kde_lr_gs finished [took 542.5645s] +27/12/23 16:42:13| DEBUG [size=11,place=1] best score = 0.02382405; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 38.779s] +27/12/23 16:42:13| DEBUG [size=11,place=2] best score = 0.02409052; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 38.780s] +27/12/23 16:45:12| DEBUG [size=52,place=1] best score = 0.02227680; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 178.843s] +27/12/23 16:45:12| DEBUG [size=52,place=2] best score = 0.02229584; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.843s] +27/12/23 16:46:59| DEBUG [size=29,place=1] best score = 0.02130220; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 107.155s] +27/12/23 16:46:59| DEBUG [size=29,place=2] best score = 0.02148600; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 107.155s] +27/12/23 16:47:53| DEBUG [size=14,place=1] best score = 0.02247223; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 53.590s] +27/12/23 16:47:53| DEBUG [size=14,place=2] best score = 0.02261046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 53.591s] +27/12/23 16:47:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.02130) [took 378.4805s] +27/12/23 16:56:55| INFO d_mul_kde_lr_gs finished [took 921.0544s] +27/12/23 16:57:35| DEBUG [size=11,place=1] best score = 0.02206116; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 38.769s] +27/12/23 16:57:35| DEBUG [size=11,place=2] best score = 0.02310110; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 38.769s] +27/12/23 17:00:25| DEBUG [size=53,place=1] best score = 0.02094671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 169.902s] +27/12/23 17:00:25| DEBUG [size=53,place=2] best score = 0.02205600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 169.903s] +27/12/23 17:02:38| DEBUG [size=43,place=1] best score = 0.02094472; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.341s] +27/12/23 17:02:38| DEBUG [size=43,place=2] best score = 0.02101298; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.341s] +27/12/23 17:04:38| DEBUG [size=38,place=1] best score = 0.02104806; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 119.698s] +27/12/23 17:04:38| DEBUG [size=38,place=2] best score = 0.02164082; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 119.698s] +27/12/23 17:04:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.02094) [took 461.8243s] +27/12/23 17:10:13| INFO d_m3w_kde_lr_gs finished [took 796.5709s] +27/12/23 17:10:13| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 4255.2451s] +27/12/23 17:10:13| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started +27/12/23 17:23:37| INFO d_bin_kde_lr_c finished [took 799.5680s] +27/12/23 17:24:50| INFO d_bin_kde_lr finished [took 872.4553s] +27/12/23 17:24:51| INFO d_bin_kde_lr_mc finished [took 873.1745s] +27/12/23 17:24:51| INFO d_bin_kde_lr_ne finished [took 873.1783s] +27/12/23 17:31:25| INFO d_m3w_kde_lr_c finished [took 1267.3686s] +27/12/23 17:32:28| INFO d_m3w_kde_lr finished [took 1332.3351s] +27/12/23 17:32:30| INFO d_m3w_kde_lr_mc finished [took 1331.7619s] +27/12/23 17:32:40| INFO d_mul_kde_lr_mc finished [took 1341.8220s] +27/12/23 17:32:43| INFO ref finished [took 77.4078s] +27/12/23 17:32:53| INFO d_mul_kde_lr finished [took 1355.2230s] +27/12/23 17:33:16| INFO d_mul_kde_lr_ne finished [took 1378.2101s] +27/12/23 17:33:23| INFO atc_mc finished [took 54.7001s] +27/12/23 17:33:36| INFO d_mul_kde_lr_c finished [took 1398.3778s] +27/12/23 17:33:47| INFO doc finished [took 76.2828s] +27/12/23 17:36:39| INFO d_bin_kde_lr_is finished [took 707.8750s] +27/12/23 17:40:45| INFO d_m3w_kde_lr_ne finished [took 1026.5334s] +27/12/23 17:42:02| INFO d_m3w_kde_lr_is finished [took 1030.4396s] +27/12/23 17:43:05| INFO d_mul_kde_lr_is finished [took 1092.9443s] +27/12/23 17:43:29| DEBUG [size=11,place=1] best score = 0.00883837; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 22.950s] +27/12/23 17:43:29| DEBUG [size=11,place=2] best score = 0.00886590; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.950s] +27/12/23 17:45:06| DEBUG [size=53,place=1] best score = 0.00837510; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.782s] +27/12/23 17:45:06| DEBUG [size=53,place=2] best score = 0.00838782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 97.782s] +27/12/23 17:45:40| DEBUG [size=16,place=1] best score = 0.00843781; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 33.264s] +27/12/23 17:45:40| DEBUG [size=16,place=2] best score = 0.00855701; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 33.264s] +27/12/23 17:45:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00838) [took 154.1055s] +27/12/23 17:50:29| INFO d_bin_kde_lr_gs finished [took 443.4272s] +27/12/23 17:51:11| DEBUG [size=11,place=1] best score = 0.00919120; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 41.181s] +27/12/23 17:51:11| DEBUG [size=11,place=2] best score = 0.00990212; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.181s] +27/12/23 17:54:09| DEBUG [size=53,place=1] best score = 0.00847786; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 178.157s] +27/12/23 17:54:09| DEBUG [size=53,place=2] best score = 0.00868837; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 178.157s] +27/12/23 17:55:54| DEBUG [size=31,place=1] best score = 0.00855789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.666s] +27/12/23 17:55:54| DEBUG [size=31,place=2] best score = 0.00885204; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 104.667s] +27/12/23 17:55:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00848) [took 324.1128s] +27/12/23 18:02:06| INFO d_mul_kde_lr_gs finished [took 695.8443s] +27/12/23 18:02:46| DEBUG [size=11,place=1] best score = 0.01321138; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 39.177s] +27/12/23 18:02:46| DEBUG [size=11,place=2] best score = 0.01370553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 39.178s] +27/12/23 18:05:35| DEBUG [size=52,place=1] best score = 0.01171865; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.832s] +27/12/23 18:05:35| DEBUG [size=52,place=2] best score = 0.01268230; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 169.833s] +27/12/23 18:07:21| DEBUG [size=28,place=1] best score = 0.01149296; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 105.410s] +27/12/23 18:07:21| DEBUG [size=28,place=2] best score = 0.01153766; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 105.410s] +27/12/23 18:08:21| DEBUG [size=14,place=1] best score = 0.01449962; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 59.815s] +27/12/23 18:08:21| DEBUG [size=14,place=2] best score = 0.01499266; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 59.816s] +27/12/23 18:08:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.01149) [took 374.3468s] +27/12/23 18:18:10| INFO d_m3w_kde_lr_gs finished [took 964.0614s] +27/12/23 18:18:10| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 4077.6384s] +27/12/23 18:18:10| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started +27/12/23 18:32:29| INFO d_bin_kde_lr_c finished [took 853.4420s] +27/12/23 18:32:35| INFO d_bin_kde_lr finished [took 858.6863s] +27/12/23 18:32:56| INFO d_bin_kde_lr_mc finished [took 879.9271s] +27/12/23 18:33:09| INFO d_bin_kde_lr_ne finished [took 892.9568s] +27/12/23 18:41:40| INFO d_m3w_kde_lr finished [took 1404.3883s] +27/12/23 18:42:00| INFO d_mul_kde_lr_c finished [took 1424.4765s] +27/12/23 18:42:11| INFO d_mul_kde_lr_mc finished [took 1434.9574s] +27/12/23 18:42:59| INFO ref finished [took 77.5770s] +27/12/23 18:43:04| INFO d_m3w_kde_lr_c finished [took 1488.3319s] +27/12/23 18:43:05| INFO d_m3w_kde_lr_mc finished [took 1491.4312s] +27/12/23 18:43:14| INFO d_mul_kde_lr finished [took 1498.6480s] +27/12/23 18:43:19| INFO d_mul_kde_lr_ne finished [took 1502.6802s] +27/12/23 18:43:24| INFO atc_mc finished [took 82.1804s] +27/12/23 18:43:37| INFO doc finished [took 84.8301s] +27/12/23 18:45:19| INFO d_bin_kde_lr_is finished [took 763.2207s] +27/12/23 18:52:14| INFO d_mul_kde_lr_is finished [took 1157.8511s] +27/12/23 18:52:18| INFO d_m3w_kde_lr_ne finished [took 1187.5624s] +27/12/23 18:53:08| INFO d_m3w_kde_lr_is finished [took 1198.6244s] +27/12/23 18:53:33| DEBUG [size=11,place=1] best score = 0.00826550; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.626s] +27/12/23 18:53:33| DEBUG [size=11,place=2] best score = 0.00880553; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 23.627s] +27/12/23 18:55:17| DEBUG [size=53,place=1] best score = 0.00754831; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 103.656s] +27/12/23 18:55:17| DEBUG [size=53,place=2] best score = 0.00813933; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 103.657s] +27/12/23 18:56:42| DEBUG [size=40,place=1] best score = 0.00791008; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.469s] +27/12/23 18:56:42| DEBUG [size=40,place=2] best score = 0.00800630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 85.469s] +27/12/23 18:56:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00755) [took 212.8593s] +27/12/23 19:02:15| INFO d_bin_kde_lr_gs finished [took 545.1374s] +27/12/23 19:03:01| DEBUG [size=11,place=1] best score = 0.00931896; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 44.992s] +27/12/23 19:03:01| DEBUG [size=11,place=2] best score = 0.01172863; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 44.993s] +27/12/23 19:06:08| DEBUG [size=53,place=1] best score = 0.00888069; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 187.474s] +27/12/23 19:06:08| DEBUG [size=53,place=2] best score = 0.00947999; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 187.475s] +27/12/23 19:07:50| DEBUG [size=27,place=1] best score = 0.00895165; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 102.247s] +27/12/23 19:07:50| DEBUG [size=27,place=2] best score = 0.00901480; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 102.248s] +27/12/23 19:07:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00888) [took 334.8236s] +27/12/23 19:13:56| INFO d_mul_kde_lr_gs finished [took 700.3598s] +27/12/23 19:14:38| DEBUG [size=11,place=1] best score = 0.01080686; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 41.476s] +27/12/23 19:14:38| DEBUG [size=11,place=2] best score = 0.01090069; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.477s] +27/12/23 19:17:44| DEBUG [size=52,place=1] best score = 0.00991178; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 186.127s] +27/12/23 19:17:44| DEBUG [size=52,place=2] best score = 0.00995087; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 186.127s] +27/12/23 19:19:28| DEBUG [size=26,place=1] best score = 0.00962285; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 103.170s] +27/12/23 19:19:28| DEBUG [size=26,place=2] best score = 0.00988305; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 103.171s] +27/12/23 19:20:33| DEBUG [size=14,place=1] best score = 0.01104621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 64.923s] +27/12/23 19:20:33| DEBUG [size=14,place=2] best score = 0.01127670; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 64.923s] +27/12/23 19:20:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00962) [took 395.8093s] +27/12/23 19:30:51| INFO d_m3w_kde_lr_gs finished [took 1014.5895s] +27/12/23 19:30:51| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 4360.9277s] +27/12/23 19:30:51| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started +27/12/23 19:44:33| INFO d_bin_kde_lr_ne finished [took 817.6210s] +27/12/23 19:45:02| INFO d_bin_kde_lr_c finished [took 846.0383s] +27/12/23 19:45:10| INFO d_bin_kde_lr finished [took 854.5088s] +27/12/23 19:45:23| INFO d_bin_kde_lr_mc finished [took 867.2083s] +27/12/23 19:52:22| INFO d_m3w_kde_lr finished [took 1286.6041s] +27/12/23 19:53:08| INFO d_m3w_kde_lr_mc finished [took 1332.2577s] +27/12/23 19:53:18| INFO d_mul_kde_lr_ne finished [took 1342.5344s] +27/12/23 19:53:37| INFO d_mul_kde_lr finished [took 1363.0094s] +27/12/23 19:53:38| INFO d_m3w_kde_lr_c finished [took 1362.6285s] +27/12/23 19:53:41| INFO ref finished [took 77.7278s] +27/12/23 19:53:52| INFO d_mul_kde_lr_mc finished [took 1375.9182s] +27/12/23 19:54:22| INFO atc_mc finished [took 73.8944s] +27/12/23 19:54:23| INFO doc finished [took 63.6574s] +27/12/23 19:54:56| INFO d_mul_kde_lr_c finished [took 1439.9975s] +27/12/23 19:57:20| INFO d_bin_kde_lr_is finished [took 737.4960s] +27/12/23 20:01:51| INFO d_m3w_kde_lr_ne finished [took 1037.6478s] +27/12/23 20:02:25| INFO d_m3w_kde_lr_is finished [took 1021.5165s] +27/12/23 20:03:36| INFO d_mul_kde_lr_is finished [took 1105.6686s] +27/12/23 20:04:00| DEBUG [size=11,place=1] best score = 0.01126384; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.405s] +27/12/23 20:04:00| DEBUG [size=11,place=2] best score = 0.01135829; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 23.405s] +27/12/23 20:05:43| DEBUG [size=52,place=1] best score = 0.00974050; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.473s] +27/12/23 20:05:43| DEBUG [size=52,place=2] best score = 0.01079184; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 102.473s] +27/12/23 20:06:40| DEBUG [size=27,place=1] best score = 0.00974361; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 57.341s] +27/12/23 20:06:40| DEBUG [size=27,place=2] best score = 0.00976770; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 57.341s] +27/12/23 20:06:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00974) [took 183.3282s] +27/12/23 20:11:42| INFO d_bin_kde_lr_gs finished [took 485.3578s] +27/12/23 20:12:26| DEBUG [size=11,place=1] best score = 0.01175157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 42.900s] +27/12/23 20:12:26| DEBUG [size=11,place=2] best score = 0.01195620; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 42.901s] +27/12/23 20:15:23| DEBUG [size=53,place=1] best score = 0.01045101; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 177.778s] +27/12/23 20:15:23| DEBUG [size=53,place=2] best score = 0.01063733; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 177.778s] +27/12/23 20:16:50| DEBUG [size=27,place=1] best score = 0.01032085; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.089s] +27/12/23 20:16:50| DEBUG [size=27,place=2] best score = 0.01052444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 87.089s] +27/12/23 20:18:39| DEBUG [size=32,place=1] best score = 0.01024562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 108.725s] +27/12/23 20:18:39| DEBUG [size=32,place=2] best score = 0.01068892; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 108.725s] +27/12/23 20:20:53| DEBUG [size=39,place=1] best score = 0.01069858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 133.688s] +27/12/23 20:20:53| DEBUG [size=39,place=2] best score = 0.01079554; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 133.688s] +27/12/23 20:20:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01025) [took 550.2969s] +27/12/23 20:27:16| INFO d_mul_kde_lr_gs finished [took 933.2554s] +27/12/23 20:27:57| DEBUG [size=11,place=1] best score = 0.01317176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 40.237s] +27/12/23 20:27:57| DEBUG [size=11,place=2] best score = 0.01443707; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 40.237s] +27/12/23 20:30:26| DEBUG [size=52,place=1] best score = 0.01213608; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 149.589s] +27/12/23 20:30:26| DEBUG [size=52,place=2] best score = 0.01316772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 149.589s] +27/12/23 20:31:46| DEBUG [size=26,place=1] best score = 0.01213318; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.896s] +27/12/23 20:31:46| DEBUG [size=26,place=2] best score = 0.01223228; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 79.896s] +27/12/23 20:33:33| DEBUG [size=35,place=1] best score = 0.01234789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.674s] +27/12/23 20:33:33| DEBUG [size=35,place=2] best score = 0.01234802; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.674s] +27/12/23 20:33:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01213) [took 376.5140s] +27/12/23 20:39:08| INFO d_m3w_kde_lr_gs finished [took 711.5460s] +27/12/23 20:39:08| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 4096.5229s] +27/12/23 20:39:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started +27/12/23 20:53:14| INFO d_bin_kde_lr finished [took 841.3596s] +27/12/23 20:54:23| INFO d_bin_kde_lr_mc finished [took 908.9604s] +27/12/23 20:54:31| INFO d_bin_kde_lr_ne finished [took 916.8927s] +27/12/23 20:54:50| INFO d_bin_kde_lr_c finished [took 935.5596s] +27/12/23 21:01:16| INFO d_m3w_kde_lr finished [took 1325.2014s] +27/12/23 21:01:31| INFO d_m3w_kde_lr_c finished [took 1336.8876s] +27/12/23 21:01:36| INFO d_m3w_kde_lr_mc finished [took 1342.2921s] +27/12/23 21:01:52| INFO d_mul_kde_lr_mc finished [took 1358.0862s] +27/12/23 21:01:55| INFO d_mul_kde_lr_c finished [took 1361.6696s] +27/12/23 21:02:30| INFO d_mul_kde_lr finished [took 1395.5208s] +27/12/23 21:02:36| INFO d_mul_kde_lr_ne finished [took 1401.9500s] +27/12/23 21:02:37| INFO ref finished [took 79.6776s] +27/12/23 21:02:41| INFO doc finished [took 63.0368s] +27/12/23 21:02:52| INFO atc_mc finished [took 79.8141s] +27/12/23 21:06:48| INFO d_bin_kde_lr_is finished [took 744.3270s] +27/12/23 21:10:36| INFO d_m3w_kde_lr_ne finished [took 1040.8737s] +27/12/23 21:11:17| INFO d_m3w_kde_lr_is finished [took 986.1614s] +27/12/23 21:12:40| INFO d_mul_kde_lr_is finished [took 1087.7125s] +27/12/23 21:13:06| DEBUG [size=11,place=1] best score = 0.00879072; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.957s] +27/12/23 21:13:06| DEBUG [size=11,place=2] best score = 0.01135166; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.958s] +27/12/23 21:14:53| DEBUG [size=52,place=1] best score = 0.00865039; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 106.855s] +27/12/23 21:14:53| DEBUG [size=52,place=2] best score = 0.00868560; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 106.855s] +27/12/23 21:15:33| DEBUG [size=16,place=1] best score = 0.00877774; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 40.532s] +27/12/23 21:15:33| DEBUG [size=16,place=2] best score = 0.00887333; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 40.532s] +27/12/23 21:15:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00865) [took 172.4534s] +27/12/23 21:21:36| INFO d_bin_kde_lr_gs finished [took 534.6784s] +27/12/23 21:22:19| DEBUG [size=11,place=1] best score = 0.00928101; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 41.798s] +27/12/23 21:22:19| DEBUG [size=11,place=2] best score = 0.01106311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 41.798s] +27/12/23 21:25:23| DEBUG [size=52,place=1] best score = 0.00835137; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 184.657s] +27/12/23 21:25:23| DEBUG [size=52,place=2] best score = 0.00881952; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 184.658s] +27/12/23 21:27:19| DEBUG [size=31,place=1] best score = 0.00794195; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 115.724s] +27/12/23 21:27:19| DEBUG [size=31,place=2] best score = 0.00795887; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 115.725s] +27/12/23 21:28:04| DEBUG [size=11,place=1] best score = 0.00875291; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 44.540s] +27/12/23 21:28:04| DEBUG [size=11,place=2] best score = 0.00920417; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 44.540s] +27/12/23 21:28:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} (score=0.00794) [took 386.8316s] +27/12/23 21:38:59| INFO d_mul_kde_lr_gs finished [took 1041.9945s] +27/12/23 21:39:40| DEBUG [size=11,place=1] best score = 0.00958164; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 39.770s] +27/12/23 21:39:40| DEBUG [size=11,place=2] best score = 0.01208153; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 39.770s] +27/12/23 21:42:08| DEBUG [size=52,place=1] best score = 0.00912723; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 147.909s] +27/12/23 21:42:08| DEBUG [size=52,place=2] best score = 0.00953258; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 147.910s] +27/12/23 21:44:26| DEBUG [size=41,place=1] best score = 0.00924009; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 138.706s] +27/12/23 21:44:26| DEBUG [size=41,place=2] best score = 0.00965125; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 138.706s] +27/12/23 21:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00913) [took 326.4992s] +27/12/23 21:49:49| INFO d_m3w_kde_lr_gs finished [took 649.4679s] +27/12/23 21:49:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4241.5219s] +27/12/23 21:49:49| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started +27/12/23 22:05:16| INFO d_bin_kde_lr_mc finished [took 920.8394s] +27/12/23 22:05:39| INFO d_bin_kde_lr_c finished [took 943.7590s] +27/12/23 22:06:12| INFO d_bin_kde_lr_ne finished [took 976.3145s] +27/12/23 22:06:30| INFO d_bin_kde_lr finished [took 997.9949s] +27/12/23 22:09:44| INFO d_m3w_kde_lr finished [took 1188.5384s] +27/12/23 22:10:32| INFO d_m3w_kde_lr_c finished [took 1237.3100s] +27/12/23 22:10:51| INFO ref finished [took 66.1481s] +27/12/23 22:11:10| INFO d_mul_kde_lr_c finished [took 1275.1965s] +27/12/23 22:11:18| INFO d_m3w_kde_lr_mc finished [took 1282.8196s] +27/12/23 22:11:27| INFO d_mul_kde_lr finished [took 1291.6163s] +27/12/23 22:11:43| INFO atc_mc finished [took 69.7805s] +27/12/23 22:11:49| INFO doc finished [took 57.4316s] +27/12/23 22:12:02| INFO d_mul_kde_lr_ne finished [took 1326.7510s] +27/12/23 22:12:20| INFO d_mul_kde_lr_mc finished [took 1344.6447s] +27/12/23 22:17:43| INFO d_bin_kde_lr_is finished [took 723.6009s] +27/12/23 22:21:09| INFO d_m3w_kde_lr_ne finished [took 951.7753s] +27/12/23 22:21:32| INFO d_m3w_kde_lr_is finished [took 900.9977s] +27/12/23 22:22:25| INFO d_mul_kde_lr_is finished [took 972.3663s] +27/12/23 22:22:56| DEBUG [size=11,place=1] best score = 0.00859305; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 30.363s] +27/12/23 22:22:56| DEBUG [size=11,place=2] best score = 0.00870560; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 30.364s] +27/12/23 22:25:08| DEBUG [size=52,place=1] best score = 0.00841942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 132.255s] +27/12/23 22:25:08| DEBUG [size=52,place=2] best score = 0.00842120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 132.255s] +27/12/23 22:25:57| DEBUG [size=16,place=1] best score = 0.00840178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 48.535s] +27/12/23 22:25:57| DEBUG [size=16,place=2] best score = 0.00843029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 48.536s] +27/12/23 22:26:52| DEBUG [size=21,place=1] best score = 0.00841414; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 55.112s] +27/12/23 22:26:52| DEBUG [size=21,place=2] best score = 0.00845442; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 55.112s] +27/12/23 22:26:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00840) [took 266.3756s] +27/12/23 22:33:54| INFO d_bin_kde_lr_gs finished [took 688.4219s] +27/12/23 22:34:42| DEBUG [size=11,place=1] best score = 0.00905193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 47.291s] +27/12/23 22:34:42| DEBUG [size=11,place=2] best score = 0.01211567; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.292s] +27/12/23 22:38:08| DEBUG [size=52,place=1] best score = 0.00711483; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 205.768s] +27/12/23 22:38:08| DEBUG [size=52,place=2] best score = 0.00764187; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 205.768s] +27/12/23 22:39:55| DEBUG [size=28,place=1] best score = 0.00754206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 106.777s] +27/12/23 22:39:55| DEBUG [size=28,place=2] best score = 0.00754592; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.777s] +27/12/23 22:39:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00711) [took 359.9459s] +27/12/23 22:46:32| INFO d_mul_kde_lr_gs finished [took 756.5480s] +27/12/23 22:47:16| DEBUG [size=11,place=1] best score = 0.00760330; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 43.159s] +27/12/23 22:47:16| DEBUG [size=11,place=2] best score = 0.00793338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.159s] +27/12/23 22:50:16| DEBUG [size=53,place=1] best score = 0.00656356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 180.422s] +27/12/23 22:50:16| DEBUG [size=53,place=2] best score = 0.00668440; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 180.423s] +27/12/23 22:51:50| DEBUG [size=25,place=1] best score = 0.00673108; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 93.802s] +27/12/23 22:51:50| DEBUG [size=25,place=2] best score = 0.00679758; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 93.803s] +27/12/23 22:51:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00656) [took 317.5000s] +27/12/23 22:58:10| INFO d_m3w_kde_lr_gs finished [took 697.1285s] +27/12/23 22:58:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 4100.0300s] +27/12/23 22:58:10| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started +27/12/23 23:18:23| INFO d_bin_kde_lr_ne finished [took 1207.9375s] +27/12/23 23:19:15| INFO d_bin_kde_lr_mc finished [took 1260.2581s] +27/12/23 23:19:52| INFO d_bin_kde_lr finished [took 1297.5946s] +27/12/23 23:20:26| INFO d_bin_kde_lr_c finished [took 1331.5891s] +27/12/23 23:20:51| INFO d_m3w_kde_lr_mc finished [took 1356.0371s] +27/12/23 23:22:10| INFO ref finished [took 78.0682s] +27/12/23 23:22:22| INFO d_m3w_kde_lr_c finished [took 1449.6146s] +27/12/23 23:22:56| INFO d_m3w_kde_lr finished [took 1481.7150s] +27/12/23 23:23:37| INFO doc finished [took 74.6941s] +27/12/23 23:23:39| INFO atc_mc finished [took 88.5215s] +27/12/23 23:23:50| INFO d_mul_kde_lr finished [took 1535.4435s] +27/12/23 23:23:58| INFO d_mul_kde_lr_ne finished [took 1542.9688s] +27/12/23 23:24:02| INFO d_mul_kde_lr_mc finished [took 1547.4435s] +27/12/23 23:24:19| INFO d_mul_kde_lr_c finished [took 1564.0396s] +27/12/23 23:35:23| INFO d_bin_kde_lr_is finished [took 966.8846s] +27/12/23 23:36:11| INFO d_m3w_kde_lr_ne finished [took 1067.0095s] +27/12/23 23:38:02| INFO d_m3w_kde_lr_is finished [took 1054.9791s] +27/12/23 23:39:11| INFO d_mul_kde_lr_is finished [took 1157.7450s] +27/12/23 23:39:48| DEBUG [size=11,place=1] best score = 0.00836576; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 36.755s] +27/12/23 23:39:48| DEBUG [size=11,place=2] best score = 0.00969450; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 36.755s] +27/12/23 23:42:27| DEBUG [size=51,place=1] best score = 0.00714193; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 158.440s] +27/12/23 23:42:27| DEBUG [size=51,place=2] best score = 0.00715209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 158.441s] +27/12/23 23:42:58| DEBUG [size=9,place=1] best score = 0.00719626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 31.206s] +27/12/23 23:42:58| DEBUG [size=9,place=2] best score = 0.00752277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 31.206s] +27/12/23 23:42:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00714) [took 226.5091s] +27/12/23 23:51:02| INFO d_bin_kde_lr_gs finished [took 710.8250s] +27/12/23 23:51:51| DEBUG [size=11,place=1] best score = 0.00771372; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 47.572s] +27/12/23 23:51:51| DEBUG [size=11,place=2] best score = 0.00902095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 47.573s] +27/12/23 23:55:23| DEBUG [size=52,place=1] best score = 0.00662168; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 212.178s] +27/12/23 23:55:23| DEBUG [size=52,place=2] best score = 0.00669324; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 212.178s] +27/12/23 23:57:38| DEBUG [size=25,place=1] best score = 0.00659101; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 135.083s] +27/12/23 23:57:38| DEBUG [size=25,place=2] best score = 0.00660460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 135.083s] +27/12/23 23:58:41| DEBUG [size=12,place=1] best score = 0.00808170; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 62.895s] +27/12/23 23:58:41| DEBUG [size=12,place=2] best score = 0.00850907; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 62.895s] +27/12/23 23:58:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00659) [took 457.8450s] +28/12/23 00:12:48| INFO d_mul_kde_lr_gs finished [took 1305.3354s] +28/12/23 00:13:33| DEBUG [size=11,place=1] best score = 0.00597155; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 43.605s] +28/12/23 00:13:33| DEBUG [size=11,place=2] best score = 0.00691743; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 43.606s] +28/12/23 00:16:34| DEBUG [size=52,place=1] best score = 0.00574502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 181.115s] +28/12/23 00:16:34| DEBUG [size=52,place=2] best score = 0.00582564; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 181.115s] +28/12/23 00:18:13| DEBUG [size=25,place=1] best score = 0.00572157; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 98.991s] +28/12/23 00:18:13| DEBUG [size=25,place=2] best score = 0.00572989; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 98.991s] +28/12/23 00:19:22| DEBUG [size=14,place=1] best score = 0.00593359; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 68.727s] +28/12/23 00:19:22| DEBUG [size=14,place=2] best score = 0.00595610; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 68.728s] +28/12/23 00:19:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.00572) [took 392.5549s] +28/12/23 00:29:04| INFO d_m3w_kde_lr_gs finished [took 974.8528s] +28/12/23 00:29:04| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 5454.5022s] +---------------------------------------------------------------------------------------------------- +28/12/23 11:30:29| INFO dataset rcv1_CCAT [pool size: 10] +28/12/23 11:30:29| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started +28/12/23 11:53:31| INFO bin_kde_lr finished [took 1376.2547s] +28/12/23 11:54:49| INFO bin_kde_lr_ne finished [took 1454.1338s] +28/12/23 11:54:53| INFO bin_kde_lr_mc finished [took 1458.6569s] +28/12/23 11:55:24| INFO bin_kde_lr_c finished [took 1489.0800s] +28/12/23 11:57:42| INFO m3w_kde_lr_c finished [took 1627.2326s] +28/12/23 11:57:52| INFO m3w_kde_lr finished [took 1636.8676s] +28/12/23 11:58:22| INFO m3w_kde_lr_mc finished [took 1669.6219s] +28/12/23 11:59:03| INFO ref finished [took 80.5681s] +28/12/23 11:59:04| INFO atc_mc finished [took 71.7196s] +28/12/23 11:59:42| INFO doc finished [took 80.0932s] +28/12/23 12:00:16| INFO mul_kde_lr_mc finished [took 1781.9083s] +28/12/23 12:00:21| INFO mul_kde_lr finished [took 1786.2257s] +28/12/23 12:00:39| INFO mul_kde_lr_c finished [took 1804.0897s] +28/12/23 12:00:44| INFO mul_kde_lr_ne finished [took 1809.5375s] +28/12/23 12:11:59| INFO bin_kde_lr_is finished [took 1029.8389s] +28/12/23 12:12:30| INFO m3w_kde_lr_ne finished [took 1138.3036s] +28/12/23 12:14:13| INFO m3w_kde_lr_is finished [took 1128.1783s] +28/12/23 12:15:31| INFO mul_kde_lr_is finished [took 1236.3379s] +28/12/23 12:16:51| DEBUG [size=11,place=1] best score = 0.01830859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 79.356s] +28/12/23 12:16:51| DEBUG [size=11,place=2] best score = 0.02148085; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 79.357s] +28/12/23 12:21:55| DEBUG [size=51,place=1] best score = 0.01349232; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 303.527s] +28/12/23 12:21:55| DEBUG [size=51,place=2] best score = 0.01390227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 303.527s] +28/12/23 12:24:42| DEBUG [size=31,place=1] best score = 0.01214867; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 167.678s] +28/12/23 12:24:42| DEBUG [size=31,place=2] best score = 0.01221581; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 167.678s] +28/12/23 12:27:57| DEBUG [size=31,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 195.018s] +28/12/23 12:27:57| DEBUG [size=31,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 195.018s] +28/12/23 12:31:10| DEBUG [size=40,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 192.364s] +28/12/23 12:31:10| DEBUG [size=40,place=2] best score = 0.01013928; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 192.365s] +28/12/23 12:33:15| DEBUG [size=28,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 125.471s] +28/12/23 12:33:15| DEBUG [size=28,place=2] best score = 0.01447252; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 125.471s] +28/12/23 12:33:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 1063.5325s] +28/12/23 12:39:52| INFO bin_kde_lr_gs finished [took 1460.1144s] +28/12/23 12:44:17| DEBUG [size=11,place=1] best score = 0.02223498; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 264.270s] +28/12/23 12:44:17| DEBUG [size=11,place=2] best score = 0.03277332; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 264.271s] +28/12/23 13:01:36| DEBUG [size=53,place=1] best score = 0.00771246; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1038.654s] +28/12/23 13:01:36| DEBUG [size=53,place=2] best score = 0.01482808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1038.654s] +28/12/23 13:07:10| DEBUG [size=25,place=1] best score = 0.01220009; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 333.544s] +28/12/23 13:07:10| DEBUG [size=25,place=2] best score = 0.01327190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 333.544s] +28/12/23 13:07:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00771) [took 1636.5763s] +28/12/23 13:15:08| INFO mul_kde_lr_gs finished [took 2114.7261s] +28/12/23 13:18:29| DEBUG [size=11,place=1] best score = 0.02385486; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 200.583s] +28/12/23 13:18:29| DEBUG [size=11,place=2] best score = 0.02415147; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 200.583s] +28/12/23 13:30:51| DEBUG [size=53,place=1] best score = 0.00880046; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.544s] +28/12/23 13:30:51| DEBUG [size=53,place=2] best score = 0.01458875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 742.545s] +28/12/23 13:35:56| DEBUG [size=40,place=1] best score = 0.00719356; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 304.338s] +28/12/23 13:35:56| DEBUG [size=40,place=2] best score = 0.00930381; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 304.338s] +28/12/23 13:39:39| DEBUG [size=29,place=1] best score = 0.02166513; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 223.500s] +28/12/23 13:39:39| DEBUG [size=29,place=2] best score = 0.02169734; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 223.501s] +28/12/23 13:39:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00719) [took 1471.0799s] +28/12/23 13:48:59| INFO m3w_kde_lr_gs finished [took 2030.6255s] +28/12/23 13:48:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 8309.8828s] +28/12/23 13:48:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started +28/12/23 14:06:42| INFO bin_kde_lr_c finished [took 1059.6077s] +28/12/23 14:07:08| INFO bin_kde_lr finished [took 1082.6283s] +28/12/23 14:07:45| INFO bin_kde_lr_ne finished [took 1119.3364s] +28/12/23 14:07:54| INFO bin_kde_lr_mc finished [took 1128.4742s] +28/12/23 14:12:00| INFO m3w_kde_lr finished [took 1375.2691s] +28/12/23 14:12:09| INFO m3w_kde_lr_c finished [took 1384.1306s] +28/12/23 14:12:50| INFO ref finished [took 48.9710s] +28/12/23 14:13:36| INFO m3w_kde_lr_mc finished [took 1470.8780s] +28/12/23 14:13:42| INFO atc_mc finished [took 91.5091s] +28/12/23 14:13:50| INFO doc finished [took 59.1685s] +28/12/23 14:13:53| INFO mul_kde_lr_mc finished [took 1487.6410s] +28/12/23 14:14:14| INFO mul_kde_lr finished [took 1508.7634s] +28/12/23 14:14:34| INFO mul_kde_lr_c finished [took 1528.3291s] +28/12/23 14:14:51| INFO mul_kde_lr_ne finished [took 1545.8775s] +28/12/23 14:19:44| INFO bin_kde_lr_is finished [took 755.2102s] +28/12/23 14:23:53| INFO m3w_kde_lr_ne finished [took 1029.9400s] +28/12/23 14:24:39| INFO m3w_kde_lr_is finished [took 1003.6957s] +28/12/23 14:25:30| INFO mul_kde_lr_is finished [took 1064.1413s] +28/12/23 14:26:53| DEBUG [size=11,place=1] best score = 0.01363233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.831s] +28/12/23 14:26:53| DEBUG [size=11,place=2] best score = 0.01389019; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.832s] +28/12/23 14:29:20| DEBUG [size=34,place=1] best score = 0.01278631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.550s] +28/12/23 14:29:20| DEBUG [size=34,place=2] best score = 0.01292191; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.551s] +28/12/23 14:33:01| DEBUG [size=40,place=1] best score = 0.01284020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 220.947s] +28/12/23 14:33:01| DEBUG [size=40,place=2] best score = 0.01288020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 220.948s] +28/12/23 14:33:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.01279) [took 450.4372s] +28/12/23 14:39:37| INFO bin_kde_lr_gs finished [took 846.3793s] +28/12/23 14:44:02| DEBUG [size=11,place=1] best score = 0.01459273; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 263.483s] +28/12/23 14:44:02| DEBUG [size=11,place=2] best score = 0.01463719; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 263.484s] +28/12/23 14:52:21| DEBUG [size=34,place=1] best score = 0.01422524; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 499.518s] +28/12/23 14:52:21| DEBUG [size=34,place=2] best score = 0.01428655; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 499.519s] +28/12/23 15:02:49| DEBUG [size=27,place=1] best score = 0.01404911; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 627.560s] +28/12/23 15:02:49| DEBUG [size=27,place=2] best score = 0.01406492; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 627.560s] +28/12/23 15:07:30| DEBUG [size=14,place=1] best score = 0.01437618; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 280.757s] +28/12/23 15:07:30| DEBUG [size=14,place=2] best score = 0.01453636; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 280.758s] +28/12/23 15:07:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.01405) [took 1671.4347s] +28/12/23 15:15:34| INFO mul_kde_lr_gs finished [took 2156.0243s] +28/12/23 15:19:06| DEBUG [size=11,place=1] best score = 0.00969580; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 210.242s] +28/12/23 15:19:06| DEBUG [size=11,place=2] best score = 0.01118460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 210.242s] +28/12/23 15:25:10| DEBUG [size=34,place=1] best score = 0.00872691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 363.861s] +28/12/23 15:25:10| DEBUG [size=34,place=2] best score = 0.00931772; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 363.861s] +28/12/23 15:28:35| DEBUG [size=16,place=1] best score = 0.00867127; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 204.873s] +28/12/23 15:28:35| DEBUG [size=16,place=2] best score = 0.00893433; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 204.874s] +28/12/23 15:30:41| DEBUG [size=20,place=1] best score = 0.00723256; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 126.246s] +28/12/23 15:30:41| DEBUG [size=20,place=2] best score = 0.00916570; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 126.246s] +28/12/23 15:33:44| DEBUG [size=14,place=1] best score = 0.01125884; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 183.028s] +28/12/23 15:33:44| DEBUG [size=14,place=2] best score = 0.01139840; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 183.028s] +28/12/23 15:33:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00723) [took 1088.3652s] +28/12/23 15:40:07| INFO m3w_kde_lr_gs finished [took 1471.8700s] +28/12/23 15:40:07| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 6668.5184s] +28/12/23 15:40:07| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started +28/12/23 15:56:49| INFO bin_kde_lr_mc finished [took 995.0074s] +28/12/23 15:57:26| INFO bin_kde_lr finished [took 1032.2110s] +28/12/23 15:57:32| INFO bin_kde_lr_ne finished [took 1037.8237s] +28/12/23 15:57:36| INFO bin_kde_lr_c finished [took 1041.8012s] +28/12/23 16:02:47| INFO m3w_kde_lr_c finished [took 1353.4263s] +28/12/23 16:04:06| INFO ref finished [took 77.7973s] +28/12/23 16:04:11| INFO m3w_kde_lr finished [took 1437.4213s] +28/12/23 16:04:41| INFO m3w_kde_lr_mc finished [took 1467.3275s] +28/12/23 16:05:29| INFO atc_mc finished [took 82.7533s] +28/12/23 16:05:36| INFO mul_kde_lr finished [took 1521.8381s] +28/12/23 16:05:40| INFO mul_kde_lr_mc finished [took 1525.6135s] +28/12/23 16:05:43| INFO doc finished [took 90.8339s] +28/12/23 16:05:54| INFO mul_kde_lr_ne finished [took 1540.1960s] +28/12/23 16:06:24| INFO mul_kde_lr_c finished [took 1573.8620s] +28/12/23 16:10:18| INFO bin_kde_lr_is finished [took 771.3013s] +28/12/23 16:15:16| INFO m3w_kde_lr_ne finished [took 1106.0506s] +28/12/23 16:15:37| INFO m3w_kde_lr_is finished [took 1080.2838s] +28/12/23 16:16:50| INFO mul_kde_lr_is finished [took 1157.6173s] +28/12/23 16:18:19| DEBUG [size=11,place=1] best score = 0.02044638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 87.663s] +28/12/23 16:18:19| DEBUG [size=11,place=2] best score = 0.02649992; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 87.663s] +28/12/23 16:20:36| DEBUG [size=34,place=1] best score = 0.01681116; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 136.883s] +28/12/23 16:20:36| DEBUG [size=34,place=2] best score = 0.01990784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 136.884s] +28/12/23 16:22:50| DEBUG [size=27,place=1] best score = 0.01648175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 133.642s] +28/12/23 16:22:50| DEBUG [size=27,place=2] best score = 0.01667989; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 133.643s] +28/12/23 16:25:08| DEBUG [size=31,place=1] best score = 0.01643511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 138.152s] +28/12/23 16:25:08| DEBUG [size=31,place=2] best score = 0.01667104; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 138.153s] +28/12/23 16:26:23| DEBUG [size=13,place=1] best score = 0.02074673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 74.964s] +28/12/23 16:26:23| DEBUG [size=13,place=2] best score = 0.02074980; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 74.965s] +28/12/23 16:26:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01644) [took 571.4223s] +28/12/23 16:31:46| INFO bin_kde_lr_gs finished [took 894.5112s] +28/12/23 16:36:16| DEBUG [size=11,place=1] best score = 0.01550718; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 268.711s] +28/12/23 16:36:16| DEBUG [size=11,place=2] best score = 0.02690014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 268.712s] +28/12/23 16:44:38| DEBUG [size=34,place=1] best score = 0.01325482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 502.153s] +28/12/23 16:44:38| DEBUG [size=34,place=2] best score = 0.01550156; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 502.154s] +28/12/23 16:49:21| DEBUG [size=16,place=1] best score = 0.01522945; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 283.219s] +28/12/23 16:49:21| DEBUG [size=16,place=2] best score = 0.01776220; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 283.220s] +28/12/23 16:49:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01325) [took 1054.1919s] +28/12/23 16:55:55| INFO mul_kde_lr_gs finished [took 1447.7232s] +28/12/23 16:59:17| DEBUG [size=11,place=1] best score = 0.02366637; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 199.662s] +28/12/23 16:59:17| DEBUG [size=11,place=2] best score = 0.02424175; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 199.663s] +28/12/23 17:04:30| DEBUG [size=34,place=1] best score = 0.01759526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 313.885s] +28/12/23 17:04:30| DEBUG [size=34,place=2] best score = 0.02189257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 313.885s] +28/12/23 17:08:04| DEBUG [size=16,place=1] best score = 0.01687873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 213.700s] +28/12/23 17:08:04| DEBUG [size=16,place=2] best score = 0.01943452; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 213.701s] +28/12/23 17:16:03| DEBUG [size=39,place=1] best score = 0.02195458; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 478.593s] +28/12/23 17:16:03| DEBUG [size=39,place=2] best score = 0.02209250; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 478.593s] +28/12/23 17:16:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1205.9533s] +28/12/23 17:21:27| INFO m3w_kde_lr_gs finished [took 1530.2426s] +28/12/23 17:21:27| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 6079.6108s] +28/12/23 17:21:27| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started +28/12/23 17:38:21| INFO bin_kde_lr finished [took 1008.6588s] +28/12/23 17:38:28| INFO bin_kde_lr_c finished [took 1015.4284s] +28/12/23 17:38:33| INFO bin_kde_lr_ne finished [took 1020.7768s] +28/12/23 17:38:42| INFO bin_kde_lr_mc finished [took 1029.2546s] +28/12/23 17:45:50| INFO m3w_kde_lr finished [took 1457.3340s] +28/12/23 17:46:30| INFO m3w_kde_lr_c finished [took 1497.3790s] +28/12/23 17:46:36| INFO mul_kde_lr finished [took 1503.6244s] +28/12/23 17:47:12| INFO m3w_kde_lr_mc finished [took 1539.8224s] +28/12/23 17:47:15| INFO ref finished [took 84.1775s] +28/12/23 17:48:02| INFO mul_kde_lr_c finished [took 1589.3368s] +28/12/23 17:48:04| INFO atc_mc finished [took 93.6603s] +28/12/23 17:48:14| INFO doc finished [took 96.8844s] +28/12/23 17:48:21| INFO mul_kde_lr_ne finished [took 1608.9655s] +28/12/23 17:48:27| INFO mul_kde_lr_mc finished [took 1614.1535s] +28/12/23 17:51:30| INFO bin_kde_lr_is finished [took 781.8605s] +28/12/23 17:56:30| INFO m3w_kde_lr_ne finished [took 1087.8579s] +28/12/23 17:56:54| INFO m3w_kde_lr_is finished [took 1091.5450s] +28/12/23 17:57:45| INFO mul_kde_lr_is finished [took 1151.0199s] +28/12/23 17:59:18| DEBUG [size=11,place=1] best score = 0.00801773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 91.954s] +28/12/23 17:59:18| DEBUG [size=11,place=2] best score = 0.00949119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 91.954s] +28/12/23 18:04:49| DEBUG [size=53,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 330.616s] +28/12/23 18:04:49| DEBUG [size=53,place=2] best score = 0.00773818; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 330.617s] +28/12/23 18:08:50| DEBUG [size=25,place=1] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 240.929s] +28/12/23 18:08:50| DEBUG [size=25,place=2] best score = 0.00830387; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 240.929s] +28/12/23 18:13:47| DEBUG [size=42,place=1] best score = 0.00873883; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 297.409s] +28/12/23 18:13:47| DEBUG [size=42,place=2] best score = 0.00885092; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 297.409s] +28/12/23 18:13:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 961.0234s] +28/12/23 18:19:18| INFO bin_kde_lr_gs finished [took 1291.4286s] +28/12/23 18:23:48| DEBUG [size=11,place=1] best score = 0.01215034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 269.266s] +28/12/23 18:23:48| DEBUG [size=11,place=2] best score = 0.01244573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 269.266s] +28/12/23 18:45:36| DEBUG [size=53,place=1] best score = 0.00907090; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1307.692s] +28/12/23 18:45:36| DEBUG [size=53,place=2] best score = 0.01078336; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1307.692s] +28/12/23 19:03:19| DEBUG [size=41,place=1] best score = 0.00729316; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1063.228s] +28/12/23 19:03:19| DEBUG [size=41,place=2] best score = 0.00787193; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 1063.228s] +28/12/23 19:19:30| DEBUG [size=38,place=1] best score = 0.00709745; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 971.401s] +28/12/23 19:19:30| DEBUG [size=38,place=2] best score = 0.00720857; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 971.402s] +28/12/23 19:29:00| DEBUG [size=28,place=1] best score = 0.00710874; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 569.500s] +28/12/23 19:29:00| DEBUG [size=28,place=2] best score = 0.00780731; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 569.500s] +28/12/23 19:29:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00710) [took 4181.2010s] +28/12/23 19:36:02| INFO mul_kde_lr_gs finished [took 4603.1391s] +28/12/23 19:39:15| DEBUG [size=11,place=1] best score = 0.00737649; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 192.211s] +28/12/23 19:39:15| DEBUG [size=11,place=2] best score = 0.01111595; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 192.211s] +28/12/23 19:54:52| DEBUG [size=52,place=1] best score = 0.00636288; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 937.299s] +28/12/23 19:54:52| DEBUG [size=52,place=2] best score = 0.00760705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 937.300s] +28/12/23 20:03:26| DEBUG [size=27,place=1] best score = 0.00722845; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 514.128s] +28/12/23 20:03:26| DEBUG [size=27,place=2] best score = 0.00781669; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 514.129s] +28/12/23 20:03:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1643.7486s] +28/12/23 20:09:25| INFO m3w_kde_lr_gs finished [took 2002.8002s] +28/12/23 20:09:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 10078.2659s] +28/12/23 20:09:25| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started +28/12/23 20:26:01| INFO bin_kde_lr_c finished [took 989.1798s] +28/12/23 20:26:18| INFO bin_kde_lr_mc finished [took 1006.2277s] +28/12/23 20:26:26| INFO bin_kde_lr finished [took 1014.6078s] +28/12/23 20:26:38| INFO bin_kde_lr_ne finished [took 1026.6087s] +28/12/23 20:33:22| INFO m3w_kde_lr finished [took 1430.8102s] +28/12/23 20:33:55| INFO m3w_kde_lr_c finished [took 1464.0359s] +28/12/23 20:34:19| INFO m3w_kde_lr_mc finished [took 1487.9263s] +28/12/23 20:34:43| INFO ref finished [took 79.6642s] +28/12/23 20:35:26| INFO atc_mc finished [took 89.7496s] +28/12/23 20:35:46| INFO doc finished [took 86.4902s] +28/12/23 20:35:48| INFO mul_kde_lr finished [took 1576.4861s] +28/12/23 20:35:55| INFO mul_kde_lr_c finished [took 1586.0846s] +28/12/23 20:36:03| INFO mul_kde_lr_mc finished [took 1591.8542s] +28/12/23 20:36:11| INFO mul_kde_lr_ne finished [took 1599.3622s] +28/12/23 20:39:44| INFO bin_kde_lr_is finished [took 805.9451s] +28/12/23 20:44:38| INFO m3w_kde_lr_is finished [took 1078.7594s] +28/12/23 20:44:40| INFO m3w_kde_lr_ne finished [took 1118.5088s] +28/12/23 20:45:38| INFO mul_kde_lr_is finished [took 1150.8582s] +28/12/23 20:47:10| DEBUG [size=11,place=1] best score = 0.00944409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 91.075s] +28/12/23 20:47:10| DEBUG [size=11,place=2] best score = 0.01488623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 91.076s] +28/12/23 20:52:32| DEBUG [size=52,place=1] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 321.783s] +28/12/23 20:52:32| DEBUG [size=52,place=2] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 321.784s] +28/12/23 20:53:57| DEBUG [size=16,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 85.122s] +28/12/23 20:53:57| DEBUG [size=16,place=2] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 85.123s] +28/12/23 20:57:33| DEBUG [size=41,place=1] best score = 0.00756091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 215.445s] +28/12/23 20:57:33| DEBUG [size=41,place=2] best score = 0.00776349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 215.457s] +28/12/23 20:57:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 713.5488s] +28/12/23 21:02:53| INFO bin_kde_lr_gs finished [took 1033.7191s] +28/12/23 21:07:19| DEBUG [size=11,place=1] best score = 0.00908940; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 264.952s] +28/12/23 21:07:19| DEBUG [size=11,place=2] best score = 0.01493178; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 264.953s] +28/12/23 21:29:35| DEBUG [size=53,place=1] best score = 0.00785277; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1336.013s] +28/12/23 21:29:35| DEBUG [size=53,place=2] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1336.013s] +28/12/23 21:33:57| DEBUG [size=14,place=1] best score = 0.00667607; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 262.285s] +28/12/23 21:33:57| DEBUG [size=14,place=2] best score = 0.00727881; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 262.286s] +28/12/23 21:50:17| DEBUG [size=38,place=1] best score = 0.00673050; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 979.807s] +28/12/23 21:50:17| DEBUG [size=38,place=2] best score = 0.00680071; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 979.807s] +28/12/23 21:50:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00668) [took 2843.1714s] +28/12/23 21:57:54| INFO mul_kde_lr_gs finished [took 3300.0599s] +28/12/23 22:01:18| DEBUG [size=11,place=1] best score = 0.01178544; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 203.814s] +28/12/23 22:01:18| DEBUG [size=11,place=2] best score = 0.01684634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 203.815s] +28/12/23 22:06:59| DEBUG [size=34,place=1] best score = 0.00986114; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 340.509s] +28/12/23 22:06:59| DEBUG [size=34,place=2] best score = 0.01082969; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 340.510s] +28/12/23 22:10:24| DEBUG [size=27,place=1] best score = 0.00953932; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 204.831s] +28/12/23 22:10:24| DEBUG [size=27,place=2] best score = 0.00979014; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 204.832s] +28/12/23 22:13:24| DEBUG [size=14,place=1] best score = 0.01431503; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 180.679s] +28/12/23 22:13:24| DEBUG [size=14,place=2] best score = 0.01463339; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 180.680s] +28/12/23 22:13:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00954) [took 929.9541s] +28/12/23 22:23:50| INFO m3w_kde_lr_gs finished [took 1555.7436s] +28/12/23 22:23:50| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 8064.8422s] +28/12/23 22:23:50| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started +28/12/23 22:41:24| INFO bin_kde_lr finished [took 1049.1620s] +28/12/23 22:41:28| INFO bin_kde_lr_ne finished [took 1052.6789s] +28/12/23 22:41:28| INFO bin_kde_lr_mc finished [took 1052.8198s] +28/12/23 22:41:29| INFO bin_kde_lr_c finished [took 1054.3302s] +28/12/23 22:48:51| INFO m3w_kde_lr finished [took 1495.7234s] +28/12/23 22:48:57| INFO m3w_kde_lr_c finished [took 1502.0022s] +28/12/23 22:49:06| INFO mul_kde_lr finished [took 1511.4383s] +28/12/23 22:49:14| INFO m3w_kde_lr_mc finished [took 1519.5828s] +28/12/23 22:49:48| INFO mul_kde_lr_ne finished [took 1553.1019s] +28/12/23 22:50:21| INFO ref finished [took 89.8254s] +28/12/23 22:50:24| INFO atc_mc finished [took 86.6187s] +28/12/23 22:50:34| INFO doc finished [took 86.5846s] +28/12/23 22:50:55| INFO mul_kde_lr_c finished [took 1619.7254s] +28/12/23 22:51:16| INFO mul_kde_lr_mc finished [took 1641.2623s] +28/12/23 22:54:31| INFO bin_kde_lr_is finished [took 782.6453s] +28/12/23 22:59:26| INFO m3w_kde_lr_is finished [took 1076.0042s] +28/12/23 22:59:34| INFO m3w_kde_lr_ne finished [took 1089.7792s] +28/12/23 23:00:57| INFO mul_kde_lr_is finished [took 1168.3244s] +28/12/23 23:02:29| DEBUG [size=11,place=1] best score = 0.01015108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 91.170s] +28/12/23 23:02:29| DEBUG [size=11,place=2] best score = 0.01025598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 91.170s] +28/12/23 23:10:00| DEBUG [size=53,place=1] best score = 0.00799537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 451.251s] +28/12/23 23:10:00| DEBUG [size=53,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 451.252s] +28/12/23 23:13:43| DEBUG [size=30,place=1] best score = 0.00833023; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 223.592s] +28/12/23 23:13:43| DEBUG [size=30,place=2] best score = 0.00835864; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 223.593s] +28/12/23 23:13:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00800) [took 766.1236s] +28/12/23 23:19:20| INFO bin_kde_lr_gs finished [took 1103.1705s] +28/12/23 23:23:49| DEBUG [size=11,place=1] best score = 0.00814413; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 267.931s] +28/12/23 23:23:49| DEBUG [size=11,place=2] best score = 0.00987547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 267.932s] +28/12/23 23:40:48| DEBUG [size=53,place=1] best score = 0.00757704; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1018.608s] +28/12/23 23:40:48| DEBUG [size=53,place=2] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1018.609s] +28/12/23 23:53:11| DEBUG [size=29,place=1] best score = 0.00715657; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 743.003s] +28/12/23 23:53:11| DEBUG [size=29,place=2] best score = 0.00731973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 743.004s] +28/12/23 23:58:12| DEBUG [size=14,place=1] best score = 0.00784851; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 301.020s] +28/12/23 23:58:12| DEBUG [size=14,place=2] best score = 0.01127131; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 301.021s] +28/12/23 23:58:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00716) [took 2330.6779s] +29/12/23 00:05:21| INFO mul_kde_lr_gs finished [took 2760.2053s] +29/12/23 00:08:41| DEBUG [size=11,place=1] best score = 0.00929236; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 199.555s] +29/12/23 00:08:41| DEBUG [size=11,place=2] best score = 0.00974384; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.556s] +29/12/23 00:24:31| DEBUG [size=52,place=1] best score = 0.00969853; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 950.114s] +29/12/23 00:24:31| DEBUG [size=52,place=2] best score = 0.00986018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 950.115s] +29/12/23 00:24:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00929) [took 1149.7757s] +29/12/23 00:30:33| INFO m3w_kde_lr_gs finished [took 1511.4084s] +29/12/23 00:30:33| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 7602.7117s] +29/12/23 00:30:33| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started +29/12/23 00:47:36| INFO bin_kde_lr_mc finished [took 1016.7188s] +29/12/23 00:47:46| INFO bin_kde_lr finished [took 1029.2362s] +29/12/23 00:47:47| INFO bin_kde_lr_c finished [took 1026.8633s] +29/12/23 00:47:47| INFO bin_kde_lr_ne finished [took 1026.9251s] +29/12/23 00:53:30| INFO m3w_kde_lr finished [took 1370.4558s] +29/12/23 00:53:51| INFO m3w_kde_lr_c finished [took 1391.6870s] +29/12/23 00:54:43| INFO m3w_kde_lr_mc finished [took 1442.9925s] +29/12/23 00:54:46| INFO ref finished [took 74.7880s] +29/12/23 00:55:17| INFO atc_mc finished [took 84.4977s] +29/12/23 00:55:26| INFO mul_kde_lr_c finished [took 1485.7823s] +29/12/23 00:55:54| INFO doc finished [took 70.1077s] +29/12/23 00:55:55| INFO mul_kde_lr finished [took 1515.4042s] +29/12/23 00:56:04| INFO mul_kde_lr_mc finished [took 1524.0826s] +29/12/23 00:56:11| INFO mul_kde_lr_ne finished [took 1531.6890s] +29/12/23 01:01:05| INFO bin_kde_lr_is finished [took 798.6015s] +29/12/23 01:04:38| INFO m3w_kde_lr_is finished [took 1009.9023s] +29/12/23 01:05:12| INFO m3w_kde_lr_ne finished [took 1054.0012s] +29/12/23 01:05:55| INFO mul_kde_lr_is finished [took 1086.8420s] +29/12/23 01:07:23| DEBUG [size=11,place=1] best score = 0.00787137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 87.128s] +29/12/23 01:07:23| DEBUG [size=11,place=2] best score = 0.00870996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.129s] +29/12/23 01:12:28| DEBUG [size=53,place=1] best score = 0.00668621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 305.184s] +29/12/23 01:12:28| DEBUG [size=53,place=2] best score = 0.00763604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 305.185s] +29/12/23 01:14:47| DEBUG [size=28,place=1] best score = 0.00653096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 138.664s] +29/12/23 01:14:47| DEBUG [size=28,place=2] best score = 0.00657012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 138.665s] +29/12/23 01:16:11| DEBUG [size=14,place=1] best score = 0.00677938; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 83.939s] +29/12/23 01:16:11| DEBUG [size=14,place=2] best score = 0.00681926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 83.939s] +29/12/23 01:16:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00653) [took 615.0280s] +29/12/23 01:22:17| INFO bin_kde_lr_gs finished [took 980.7110s] +29/12/23 01:26:55| DEBUG [size=11,place=1] best score = 0.00896199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 276.627s] +29/12/23 01:26:55| DEBUG [size=11,place=2] best score = 0.00938619; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 276.628s] +29/12/23 01:35:41| DEBUG [size=34,place=1] best score = 0.00772349; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 526.396s] +29/12/23 01:35:41| DEBUG [size=34,place=2] best score = 0.00773738; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 526.396s] +29/12/23 01:45:08| DEBUG [size=22,place=1] best score = 0.00750076; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 567.336s] +29/12/23 01:45:08| DEBUG [size=22,place=2] best score = 0.00750781; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 567.337s] +29/12/23 01:50:04| DEBUG [size=14,place=1] best score = 0.00783380; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 295.692s] +29/12/23 01:50:04| DEBUG [size=14,place=2] best score = 0.00877638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 295.692s] +29/12/23 01:50:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00750) [took 1666.1653s] +29/12/23 01:57:13| INFO mul_kde_lr_gs finished [took 2094.9745s] +29/12/23 02:00:34| DEBUG [size=11,place=1] best score = 0.01226916; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.471s] +29/12/23 02:00:34| DEBUG [size=11,place=2] best score = 0.01374821; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 199.472s] +29/12/23 02:16:17| DEBUG [size=51,place=1] best score = 0.00947634; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 943.235s] +29/12/23 02:16:17| DEBUG [size=51,place=2] best score = 0.00993357; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 943.236s] +29/12/23 02:19:05| DEBUG [size=14,place=1] best score = 0.00886541; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.117s] +29/12/23 02:19:05| DEBUG [size=14,place=2] best score = 0.00924739; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 168.118s] +29/12/23 02:29:47| DEBUG [size=41,place=1] best score = 0.00791797; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 642.377s] +29/12/23 02:29:47| DEBUG [size=41,place=2] best score = 0.00803822; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 642.378s] +29/12/23 02:32:04| DEBUG [size=12,place=1] best score = 0.00835006; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 136.345s] +29/12/23 02:32:04| DEBUG [size=12,place=2] best score = 0.00887987; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 136.345s] +29/12/23 02:32:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00792) [took 2089.6787s] +29/12/23 02:38:08| INFO m3w_kde_lr_gs finished [took 2454.0617s] +29/12/23 02:38:08| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 7655.1753s] +29/12/23 02:38:08| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started +29/12/23 02:55:30| INFO bin_kde_lr_mc finished [took 1035.1355s] +29/12/23 02:56:16| INFO bin_kde_lr_ne finished [took 1082.0663s] +29/12/23 02:56:32| INFO bin_kde_lr_c finished [took 1097.4091s] +29/12/23 02:56:36| INFO bin_kde_lr finished [took 1101.7304s] +29/12/23 03:00:29| INFO m3w_kde_lr finished [took 1334.5237s] +29/12/23 03:01:25| INFO m3w_kde_lr_mc finished [took 1390.8831s] +29/12/23 03:01:31| INFO mul_kde_lr finished [took 1399.3015s] +29/12/23 03:01:49| INFO ref finished [took 79.4687s] +29/12/23 03:02:00| INFO m3w_kde_lr_c finished [took 1425.9888s] +29/12/23 03:02:39| INFO doc finished [took 67.7026s] +29/12/23 03:02:48| INFO atc_mc finished [took 81.4487s] +29/12/23 03:03:13| INFO mul_kde_lr_c finished [took 1498.4637s] +29/12/23 03:03:16| INFO mul_kde_lr_mc finished [took 1501.9888s] +29/12/23 03:03:25| INFO mul_kde_lr_ne finished [took 1510.2582s] +29/12/23 03:09:31| INFO bin_kde_lr_is finished [took 793.1897s] +29/12/23 03:11:54| INFO m3w_kde_lr_ne finished [took 983.7226s] +29/12/23 03:12:43| INFO m3w_kde_lr_is finished [took 965.5226s] +29/12/23 03:13:34| INFO mul_kde_lr_is finished [took 1021.4691s] +29/12/23 03:14:55| DEBUG [size=11,place=1] best score = 0.00877295; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 79.423s] +29/12/23 03:14:55| DEBUG [size=11,place=2] best score = 0.01034238; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 79.424s] +29/12/23 03:17:26| DEBUG [size=34,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 151.780s] +29/12/23 03:17:26| DEBUG [size=34,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 151.781s] +29/12/23 03:18:51| DEBUG [size=16,place=1] best score = 0.00897360; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 84.875s] +29/12/23 03:18:51| DEBUG [size=16,place=2] best score = 0.00902213; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 84.876s] +29/12/23 03:18:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00823) [took 316.1878s] +29/12/23 03:24:31| INFO bin_kde_lr_gs finished [took 656.1513s] +29/12/23 03:29:00| DEBUG [size=11,place=1] best score = 0.00860917; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 267.696s] +29/12/23 03:29:00| DEBUG [size=11,place=2] best score = 0.01310220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 267.697s] +29/12/23 03:37:35| DEBUG [size=34,place=1] best score = 0.00717803; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 515.690s] +29/12/23 03:37:35| DEBUG [size=34,place=2] best score = 0.00759014; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 515.691s] +29/12/23 03:42:22| DEBUG [size=16,place=1] best score = 0.00916956; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 286.492s] +29/12/23 03:42:22| DEBUG [size=16,place=2] best score = 0.00926408; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 286.492s] +29/12/23 03:42:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00718) [took 1069.9894s] +29/12/23 03:49:36| INFO mul_kde_lr_gs finished [took 1504.0705s] +29/12/23 03:53:00| DEBUG [size=11,place=1] best score = 0.00707575; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 202.406s] +29/12/23 03:53:00| DEBUG [size=11,place=2] best score = 0.01085311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 202.406s] +29/12/23 03:58:53| DEBUG [size=34,place=1] best score = 0.00661823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 353.595s] +29/12/23 03:58:53| DEBUG [size=34,place=2] best score = 0.00670507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 353.595s] +29/12/23 04:02:18| DEBUG [size=16,place=1] best score = 0.00656629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 204.859s] +29/12/23 04:02:18| DEBUG [size=16,place=2] best score = 0.00666507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.859s]