logs updated
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@ -11795,3 +11795,345 @@ The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIG
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06/12/23 09:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.3852s]
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06/12/23 09:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.3852s]
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06/12/23 09:54:28| INFO m3w_kde_gs finished [took 3881.4999s]
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06/12/23 09:54:28| INFO m3w_kde_gs finished [took 3881.4999s]
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06/12/23 09:54:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8985.6777s]
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06/12/23 09:54:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8985.6777s]
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----------------------------------------------------------------------------------------------------
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06/12/23 10:18:18| INFO dataset imdb_1prevs [pool size: 10]
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06/12/23 10:18:26| INFO Dataset sample 0.50 of dataset imdb_1prevs started
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06/12/23 10:18:43| INFO ref finished [took 13.9549s]
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06/12/23 10:20:34| DEBUG [size=11,place=1] best score = 0.01516442; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 107.968s]
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06/12/23 10:20:34| DEBUG [size=11,place=2] best score = 0.01517113; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 107.969s]
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06/12/23 10:27:15| DEBUG [size=53,place=1] best score = 0.01456629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 401.313s]
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06/12/23 10:27:15| DEBUG [size=53,place=2] best score = 0.01459773; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 401.314s]
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06/12/23 10:30:04| DEBUG [size=26,place=1] best score = 0.01448093; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 168.426s]
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06/12/23 10:30:04| DEBUG [size=26,place=2] best score = 0.01455639; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 168.427s]
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06/12/23 10:31:58| DEBUG [size=14,place=1] best score = 0.01391316; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.447s]
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06/12/23 10:31:58| DEBUG [size=14,place=2] best score = 0.01433061; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 114.447s]
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06/12/23 10:35:29| DEBUG [size=31,place=1] best score = 0.01384960; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 211.048s]
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06/12/23 10:35:29| DEBUG [size=31,place=2] best score = 0.01416175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 211.049s]
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06/12/23 10:38:53| DEBUG [size=30,place=1] best score = 0.01376984; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 203.549s]
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06/12/23 10:38:53| DEBUG [size=30,place=2] best score = 0.01418146; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 203.550s]
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06/12/23 10:40:21| DEBUG [size=12,place=1] best score = 0.01452207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 88.513s]
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06/12/23 10:40:21| DEBUG [size=12,place=2] best score = 0.01475218; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 88.513s]
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06/12/23 10:40:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01377) [took 1295.3940s]
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06/12/23 10:49:20| INFO bin_kde_gs finished [took 1834.3418s]
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06/12/23 10:54:10| DEBUG [size=11,place=1] best score = 0.01523861; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 285.914s]
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06/12/23 10:54:10| DEBUG [size=11,place=2] best score = 0.01572268; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 285.914s]
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06/12/23 11:11:14| DEBUG [size=53,place=1] best score = 0.01401501; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1024.004s]
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06/12/23 11:11:14| DEBUG [size=53,place=2] best score = 0.01405130; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1024.004s]
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06/12/23 11:22:29| DEBUG [size=28,place=1] best score = 0.01464886; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 675.731s]
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06/12/23 11:22:29| DEBUG [size=28,place=2] best score = 0.01507494; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 675.732s]
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06/12/23 11:22:30| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.01402) [took 1985.7697s]
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06/12/23 11:37:37| INFO mul_kde_gs finished [took 2893.5109s]
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06/12/23 11:41:16| DEBUG [size=11,place=1] best score = 0.01983828; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 215.284s]
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06/12/23 11:41:16| DEBUG [size=11,place=2] best score = 0.02457123; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 215.285s]
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06/12/23 11:55:56| DEBUG [size=52,place=1] best score = 0.01494157; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 880.681s]
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06/12/23 11:55:56| DEBUG [size=52,place=2] best score = 0.01663461; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 880.682s]
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06/12/23 12:10:16| DEBUG [size=42,place=1] best score = 0.01492032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 860.036s]
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06/12/23 12:10:16| DEBUG [size=42,place=2] best score = 0.01557125; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 860.037s]
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06/12/23 12:22:42| DEBUG [size=41,place=1] best score = 0.01988141; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 745.919s]
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06/12/23 12:22:42| DEBUG [size=41,place=2] best score = 0.02024648; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 745.920s]
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06/12/23 12:22:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01492) [took 2702.0391s]
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06/12/23 12:34:10| INFO m3w_kde_gs finished [took 3389.9230s]
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06/12/23 12:34:10| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 8143.8399s]
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----------------------------------------------------------------------------------------------------
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06/12/23 12:49:28| INFO dataset imdb_1prevs [pool size: 10]
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06/12/23 12:49:37| INFO Dataset sample 0.50 of dataset imdb_1prevs started
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06/12/23 12:49:54| INFO ref finished [took 13.9777s]
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06/12/23 13:05:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01418) [took 932.3132s]
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06/12/23 13:14:10| INFO bin_kde_gs finished [took 1453.3685s]
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06/12/23 13:54:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01391) [took 2441.0826s]
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06/12/23 14:05:00| INFO mul_kde_gs finished [took 3046.6682s]
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06/12/23 14:35:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01492) [took 1816.1801s]
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06/12/23 14:46:50| INFO m3w_kde_gs finished [took 2507.6098s]
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06/12/23 14:46:50| INFO Dataset sample 0.50 of dataset imdb_1prevs finished [took 7033.5599s]
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----------------------------------------------------------------------------------------------------
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06/12/23 14:55:02| INFO dataset rcv1_CCAT [pool size: 10]
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06/12/23 14:55:07| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
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06/12/23 14:55:52| INFO ref finished [took 42.0390s]
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06/12/23 14:57:15| DEBUG [size=11,place=1] best score = 0.00602932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 82.306s]
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06/12/23 14:57:15| DEBUG [size=11,place=2] best score = 0.00667302; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 82.307s]
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06/12/23 14:59:52| DEBUG [size=34,place=1] best score = 0.00551992; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 156.968s]
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06/12/23 14:59:52| DEBUG [size=34,place=2] best score = 0.00601292; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 156.968s]
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06/12/23 15:02:26| DEBUG [size=27,place=1] best score = 0.00539687; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 154.371s]
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06/12/23 15:02:26| DEBUG [size=27,place=2] best score = 0.00539932; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 154.371s]
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06/12/23 15:03:58| DEBUG [size=14,place=1] best score = 0.00677940; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 91.664s]
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06/12/23 15:03:58| DEBUG [size=14,place=2] best score = 0.00678020; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 91.664s]
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06/12/23 15:03:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 485.4263s]
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06/12/23 15:12:57| INFO bin_kde_gs finished [took 1024.0449s]
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06/12/23 15:17:15| DEBUG [size=11,place=1] best score = 0.00613548; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 257.107s]
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06/12/23 15:17:15| DEBUG [size=11,place=2] best score = 0.00672779; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 257.108s]
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06/12/23 15:23:57| DEBUG [size=34,place=1] best score = 0.00564624; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 402.519s]
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06/12/23 15:23:57| DEBUG [size=34,place=2] best score = 0.00607007; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 402.520s]
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06/12/23 15:31:17| DEBUG [size=27,place=1] best score = 0.00545419; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 439.372s]
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06/12/23 15:31:17| DEBUG [size=27,place=2] best score = 0.00545887; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 439.372s]
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06/12/23 15:35:48| DEBUG [size=14,place=1] best score = 0.00668937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 271.339s]
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06/12/23 15:35:48| DEBUG [size=14,place=2] best score = 0.00669316; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 271.340s]
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06/12/23 15:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00545) [took 1370.4529s]
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06/12/23 15:47:28| INFO mul_kde_gs finished [took 2070.4901s]
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06/12/23 15:50:40| DEBUG [size=11,place=1] best score = 0.00670495; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 190.935s]
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06/12/23 15:50:40| DEBUG [size=11,place=2] best score = 0.00730473; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 190.936s]
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06/12/23 15:55:45| DEBUG [size=34,place=1] best score = 0.00561807; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 304.792s]
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06/12/23 15:55:45| DEBUG [size=34,place=2] best score = 0.00632502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 304.792s]
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06/12/23 16:06:04| DEBUG [size=40,place=1] best score = 0.00554029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 618.960s]
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06/12/23 16:06:04| DEBUG [size=40,place=2] best score = 0.00555065; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 618.960s]
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06/12/23 16:08:37| DEBUG [size=12,place=1] best score = 0.00715749; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 153.260s]
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06/12/23 16:08:37| DEBUG [size=12,place=2] best score = 0.00721012; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 153.260s]
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06/12/23 16:08:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00554) [took 1268.0695s]
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06/12/23 16:19:20| INFO m3w_kde_gs finished [took 1910.7931s]
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06/12/23 16:19:20| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 5052.5539s]
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06/12/23 16:19:20| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
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06/12/23 16:20:04| INFO ref finished [took 42.1861s]
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06/12/23 16:21:27| DEBUG [size=11,place=1] best score = 0.00877295; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 81.787s]
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06/12/23 16:21:27| DEBUG [size=11,place=2] best score = 0.01034238; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 81.787s]
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06/12/23 16:23:48| DEBUG [size=34,place=1] best score = 0.00822800; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 140.952s]
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06/12/23 16:23:48| DEBUG [size=34,place=2] best score = 0.00843126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 140.953s]
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06/12/23 16:25:12| DEBUG [size=16,place=1] best score = 0.00897360; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.427s]
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06/12/23 16:25:12| DEBUG [size=16,place=2] best score = 0.00902213; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 83.427s]
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06/12/23 16:25:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00823) [took 306.2752s]
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||||||
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06/12/23 16:30:37| INFO bin_kde_gs finished [took 631.1027s]
|
||||||
|
06/12/23 16:35:02| DEBUG [size=11,place=1] best score = 0.00843785; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 264.304s]
|
||||||
|
06/12/23 16:35:02| DEBUG [size=11,place=2] best score = 0.01088270; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 264.305s]
|
||||||
|
06/12/23 16:42:27| DEBUG [size=34,place=1] best score = 0.00770262; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 444.774s]
|
||||||
|
06/12/23 16:42:27| DEBUG [size=34,place=2] best score = 0.00829766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 444.774s]
|
||||||
|
06/12/23 16:46:54| DEBUG [size=27,place=1] best score = 0.00712900; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 267.091s]
|
||||||
|
06/12/23 16:46:54| DEBUG [size=27,place=2] best score = 0.00721351; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 267.092s]
|
||||||
|
06/12/23 16:50:51| DEBUG [size=14,place=1] best score = 0.00962609; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 237.494s]
|
||||||
|
06/12/23 16:50:51| DEBUG [size=14,place=2] best score = 0.00965151; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 237.495s]
|
||||||
|
06/12/23 16:50:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00713) [took 1213.7795s]
|
||||||
|
06/12/23 16:58:26| INFO mul_kde_gs finished [took 1668.4962s]
|
||||||
|
06/12/23 17:01:44| DEBUG [size=11,place=1] best score = 0.00656810; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 197.366s]
|
||||||
|
06/12/23 17:01:44| DEBUG [size=11,place=2] best score = 0.00937283; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 197.367s]
|
||||||
|
06/12/23 17:06:58| DEBUG [size=34,place=1] best score = 0.00654605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 313.218s]
|
||||||
|
06/12/23 17:06:58| DEBUG [size=34,place=2] best score = 0.00655798; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 313.218s]
|
||||||
|
06/12/23 17:10:07| DEBUG [size=16,place=1] best score = 0.00650015; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 188.929s]
|
||||||
|
06/12/23 17:10:07| DEBUG [size=16,place=2] best score = 0.00675639; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 188.930s]
|
||||||
|
06/12/23 17:15:29| DEBUG [size=36,place=1] best score = 0.00619897; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 322.931s]
|
||||||
|
06/12/23 17:15:29| DEBUG [size=36,place=2] best score = 0.00633939; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 322.931s]
|
||||||
|
06/12/23 17:17:52| DEBUG [size=12,place=1] best score = 0.00697026; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 142.283s]
|
||||||
|
06/12/23 17:17:52| DEBUG [size=12,place=2] best score = 0.00708904; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 142.284s]
|
||||||
|
06/12/23 17:17:52| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00620) [took 1164.8545s]
|
||||||
|
06/12/23 17:24:15| INFO m3w_kde_gs finished [took 1548.0391s]
|
||||||
|
06/12/23 17:24:15| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 3895.3485s]
|
||||||
|
06/12/23 17:24:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
|
||||||
|
06/12/23 17:25:01| INFO ref finished [took 43.1287s]
|
||||||
|
06/12/23 17:26:30| DEBUG [size=11,place=1] best score = 0.00787137; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 88.059s]
|
||||||
|
06/12/23 17:26:30| DEBUG [size=11,place=2] best score = 0.00870996; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 88.059s]
|
||||||
|
06/12/23 17:31:29| DEBUG [size=53,place=1] best score = 0.00668621; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 298.105s]
|
||||||
|
06/12/23 17:31:29| DEBUG [size=53,place=2] best score = 0.00763604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 298.105s]
|
||||||
|
06/12/23 17:33:45| DEBUG [size=28,place=1] best score = 0.00653096; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 136.397s]
|
||||||
|
06/12/23 17:33:45| DEBUG [size=28,place=2] best score = 0.00657012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 136.397s]
|
||||||
|
06/12/23 17:35:09| DEBUG [size=14,place=1] best score = 0.00677938; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 84.309s]
|
||||||
|
06/12/23 17:35:09| DEBUG [size=14,place=2] best score = 0.00681926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 84.309s]
|
||||||
|
06/12/23 17:35:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00653) [took 606.9843s]
|
||||||
|
06/12/23 17:41:00| INFO bin_kde_gs finished [took 957.2945s]
|
||||||
|
06/12/23 17:45:24| DEBUG [size=11,place=1] best score = 0.00798650; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 262.540s]
|
||||||
|
06/12/23 17:45:24| DEBUG [size=11,place=2] best score = 0.00907571; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 262.540s]
|
||||||
|
06/12/23 17:52:55| DEBUG [size=34,place=1] best score = 0.00690178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 451.674s]
|
||||||
|
06/12/23 17:52:55| DEBUG [size=34,place=2] best score = 0.00696244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 451.675s]
|
||||||
|
06/12/23 18:01:34| DEBUG [size=27,place=1] best score = 0.00639669; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 518.327s]
|
||||||
|
06/12/23 18:01:34| DEBUG [size=27,place=2] best score = 0.00643211; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 518.327s]
|
||||||
|
06/12/23 18:04:36| DEBUG [size=9,place=1] best score = 0.00877638; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 181.895s]
|
||||||
|
06/12/23 18:04:36| DEBUG [size=9,place=2] best score = 0.00912455; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 181.895s]
|
||||||
|
06/12/23 18:04:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} (score=0.00640) [took 1414.5619s]
|
||||||
|
06/12/23 18:15:20| INFO mul_kde_gs finished [took 2058.7920s]
|
||||||
|
06/12/23 18:18:31| DEBUG [size=11,place=1] best score = 0.01227561; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 189.295s]
|
||||||
|
06/12/23 18:18:31| DEBUG [size=11,place=2] best score = 0.01374865; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 189.296s]
|
||||||
|
06/12/23 18:34:04| DEBUG [size=51,place=1] best score = 0.00949937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 933.038s]
|
||||||
|
06/12/23 18:34:04| DEBUG [size=51,place=2] best score = 0.00956317; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 933.039s]
|
||||||
|
06/12/23 18:36:54| DEBUG [size=14,place=1] best score = 0.00794820; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.440s]
|
||||||
|
06/12/23 18:36:54| DEBUG [size=14,place=2] best score = 0.00809039; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 170.441s]
|
||||||
|
06/12/23 18:47:22| DEBUG [size=41,place=1] best score = 0.00835020; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 628.155s]
|
||||||
|
06/12/23 18:47:22| DEBUG [size=41,place=2] best score = 0.00955738; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 628.155s]
|
||||||
|
06/12/23 18:47:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00795) [took 1921.0423s]
|
||||||
|
06/12/23 18:53:21| INFO m3w_kde_gs finished [took 2279.5104s]
|
||||||
|
06/12/23 18:53:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 5345.6832s]
|
||||||
|
06/12/23 18:53:21| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
|
||||||
|
06/12/23 18:54:06| INFO ref finished [took 42.5508s]
|
||||||
|
06/12/23 18:55:34| DEBUG [size=11,place=1] best score = 0.01015108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 87.893s]
|
||||||
|
06/12/23 18:55:34| DEBUG [size=11,place=2] best score = 0.01025598; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 87.894s]
|
||||||
|
06/12/23 19:03:01| DEBUG [size=53,place=1] best score = 0.00799537; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 447.138s]
|
||||||
|
06/12/23 19:03:01| DEBUG [size=53,place=2] best score = 0.00839216; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 447.138s]
|
||||||
|
06/12/23 19:06:44| DEBUG [size=30,place=1] best score = 0.00833023; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 222.523s]
|
||||||
|
06/12/23 19:06:44| DEBUG [size=30,place=2] best score = 0.00835864; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 222.523s]
|
||||||
|
06/12/23 19:06:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00800) [took 757.6643s]
|
||||||
|
06/12/23 19:11:58| INFO bin_kde_gs finished [took 1071.5852s]
|
||||||
|
06/12/23 19:16:19| DEBUG [size=11,place=1] best score = 0.00814413; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 260.101s]
|
||||||
|
06/12/23 19:16:19| DEBUG [size=11,place=2] best score = 0.01262860; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 260.102s]
|
||||||
|
06/12/23 19:37:38| DEBUG [size=51,place=1] best score = 0.00790353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1279.649s]
|
||||||
|
06/12/23 19:37:38| DEBUG [size=51,place=2] best score = 0.00816010; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 1279.649s]
|
||||||
|
06/12/23 19:49:56| DEBUG [size=32,place=1] best score = 0.00809142; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': None} [took 738.148s]
|
||||||
|
06/12/23 19:49:56| DEBUG [size=32,place=2] best score = 0.00818346; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 738.148s]
|
||||||
|
06/12/23 19:49:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00790) [took 2278.0091s]
|
||||||
|
06/12/23 19:57:55| INFO mul_kde_gs finished [took 2756.7561s]
|
||||||
|
06/12/23 20:01:13| DEBUG [size=11,place=1] best score = 0.00992037; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 197.659s]
|
||||||
|
06/12/23 20:01:13| DEBUG [size=11,place=2] best score = 0.00998456; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 197.659s]
|
||||||
|
06/12/23 20:17:05| DEBUG [size=52,place=1] best score = 0.00986449; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 951.500s]
|
||||||
|
06/12/23 20:17:05| DEBUG [size=52,place=2] best score = 0.01011810; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 951.500s]
|
||||||
|
06/12/23 20:25:53| DEBUG [size=28,place=1] best score = 0.01108610; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': None} [took 528.500s]
|
||||||
|
06/12/23 20:25:53| DEBUG [size=28,place=2] best score = 0.01117151; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 528.501s]
|
||||||
|
06/12/23 20:25:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00986) [took 1677.7701s]
|
||||||
|
06/12/23 20:31:53| INFO m3w_kde_gs finished [took 2037.2582s]
|
||||||
|
06/12/23 20:31:53| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5912.1906s]
|
||||||
|
06/12/23 20:31:53| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
|
||||||
|
06/12/23 20:32:38| INFO ref finished [took 42.7275s]
|
||||||
|
06/12/23 20:34:07| DEBUG [size=11,place=1] best score = 0.00944409; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 87.881s]
|
||||||
|
06/12/23 20:34:07| DEBUG [size=11,place=2] best score = 0.01488623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 87.881s]
|
||||||
|
06/12/23 20:39:26| DEBUG [size=52,place=1] best score = 0.00729888; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 318.488s]
|
||||||
|
06/12/23 20:39:26| DEBUG [size=52,place=2] best score = 0.00837247; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 318.489s]
|
||||||
|
06/12/23 20:40:48| DEBUG [size=16,place=1] best score = 0.00693453; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 82.710s]
|
||||||
|
06/12/23 20:40:48| DEBUG [size=16,place=2] best score = 0.00728006; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 82.711s]
|
||||||
|
06/12/23 20:44:25| DEBUG [size=41,place=1] best score = 0.00756091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 216.303s]
|
||||||
|
06/12/23 20:44:25| DEBUG [size=41,place=2] best score = 0.00776349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 216.304s]
|
||||||
|
06/12/23 20:44:25| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00693) [took 705.4979s]
|
||||||
|
06/12/23 20:49:30| INFO bin_kde_gs finished [took 1010.8263s]
|
||||||
|
06/12/23 20:53:50| DEBUG [size=11,place=1] best score = 0.00908940; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 259.211s]
|
||||||
|
06/12/23 20:53:50| DEBUG [size=11,place=2] best score = 0.01014983; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.212s]
|
||||||
|
06/12/23 21:09:39| DEBUG [size=53,place=1] best score = 0.00732080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 949.019s]
|
||||||
|
06/12/23 21:09:39| DEBUG [size=53,place=2] best score = 0.00805238; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 949.019s]
|
||||||
|
06/12/23 21:14:23| DEBUG [size=16,place=1] best score = 0.00776338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 283.458s]
|
||||||
|
06/12/23 21:14:23| DEBUG [size=16,place=2] best score = 0.00815781; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 283.459s]
|
||||||
|
06/12/23 21:14:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00732) [took 1491.8018s]
|
||||||
|
06/12/23 21:20:32| INFO mul_kde_gs finished [took 1860.5691s]
|
||||||
|
06/12/23 21:23:55| DEBUG [size=11,place=1] best score = 0.01490044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 201.975s]
|
||||||
|
06/12/23 21:23:55| DEBUG [size=11,place=2] best score = 0.01750594; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 201.975s]
|
||||||
|
06/12/23 21:35:51| DEBUG [size=53,place=1] best score = 0.00721418; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 716.809s]
|
||||||
|
06/12/23 21:35:51| DEBUG [size=53,place=2] best score = 0.00863489; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 716.809s]
|
||||||
|
06/12/23 21:47:26| DEBUG [size=42,place=1] best score = 0.00842574; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 694.493s]
|
||||||
|
06/12/23 21:47:26| DEBUG [size=42,place=2] best score = 0.00994871; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 694.493s]
|
||||||
|
06/12/23 21:47:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00721) [took 1613.3855s]
|
||||||
|
06/12/23 21:54:29| INFO m3w_kde_gs finished [took 2036.1796s]
|
||||||
|
06/12/23 21:54:29| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 4955.8976s]
|
||||||
|
06/12/23 21:54:29| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
|
||||||
|
06/12/23 21:55:13| INFO ref finished [took 41.9264s]
|
||||||
|
06/12/23 21:56:44| DEBUG [size=11,place=1] best score = 0.00801773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 89.953s]
|
||||||
|
06/12/23 21:56:44| DEBUG [size=11,place=2] best score = 0.00949119; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 89.954s]
|
||||||
|
06/12/23 22:02:01| DEBUG [size=53,place=1] best score = 0.00756899; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 317.189s]
|
||||||
|
06/12/23 22:02:01| DEBUG [size=53,place=2] best score = 0.00773818; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 317.190s]
|
||||||
|
06/12/23 22:05:53| DEBUG [size=25,place=1] best score = 0.00738637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.874s]
|
||||||
|
06/12/23 22:05:53| DEBUG [size=25,place=2] best score = 0.00830387; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 231.874s]
|
||||||
|
06/12/23 22:10:26| DEBUG [size=42,place=1] best score = 0.00873883; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 272.864s]
|
||||||
|
06/12/23 22:10:26| DEBUG [size=42,place=2] best score = 0.00885092; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 272.865s]
|
||||||
|
06/12/23 22:10:26| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 911.9982s]
|
||||||
|
06/12/23 22:15:40| INFO bin_kde_gs finished [took 1225.9164s]
|
||||||
|
06/12/23 22:20:03| DEBUG [size=11,place=1] best score = 0.00953106; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 261.735s]
|
||||||
|
06/12/23 22:20:03| DEBUG [size=11,place=2] best score = 0.01215034; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 261.735s]
|
||||||
|
06/12/23 22:35:45| DEBUG [size=52,place=1] best score = 0.00666116; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 942.880s]
|
||||||
|
06/12/23 22:35:45| DEBUG [size=52,place=2] best score = 0.00692231; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 942.880s]
|
||||||
|
06/12/23 22:40:03| DEBUG [size=16,place=1] best score = 0.00658864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 257.308s]
|
||||||
|
06/12/23 22:40:03| DEBUG [size=16,place=2] best score = 0.00702947; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 257.308s]
|
||||||
|
06/12/23 22:47:38| DEBUG [size=21,place=1] best score = 0.00665545; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 455.087s]
|
||||||
|
06/12/23 22:47:38| DEBUG [size=21,place=2] best score = 0.00671856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 455.087s]
|
||||||
|
06/12/23 22:47:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00659) [took 1917.1250s]
|
||||||
|
06/12/23 22:53:27| INFO mul_kde_gs finished [took 2265.8229s]
|
||||||
|
06/12/23 22:56:47| DEBUG [size=11,place=1] best score = 0.00790798; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 199.449s]
|
||||||
|
06/12/23 22:56:47| DEBUG [size=11,place=2] best score = 0.01111607; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 199.449s]
|
||||||
|
06/12/23 23:12:32| DEBUG [size=52,place=1] best score = 0.00636292; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 945.350s]
|
||||||
|
06/12/23 23:12:32| DEBUG [size=52,place=2] best score = 0.00735277; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 945.351s]
|
||||||
|
06/12/23 23:21:00| DEBUG [size=27,place=1] best score = 0.00868099; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 507.816s]
|
||||||
|
06/12/23 23:21:00| DEBUG [size=27,place=2] best score = 0.00889703; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 507.817s]
|
||||||
|
06/12/23 23:21:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1652.7262s]
|
||||||
|
06/12/23 23:26:52| INFO m3w_kde_gs finished [took 2004.8016s]
|
||||||
|
06/12/23 23:26:52| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5543.1320s]
|
||||||
|
06/12/23 23:26:52| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
|
||||||
|
06/12/23 23:27:37| INFO ref finished [took 42.7834s]
|
||||||
|
06/12/23 23:29:04| DEBUG [size=11,place=1] best score = 0.02044638; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 85.575s]
|
||||||
|
06/12/23 23:29:04| DEBUG [size=11,place=2] best score = 0.02649992; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 85.576s]
|
||||||
|
06/12/23 23:31:18| DEBUG [size=34,place=1] best score = 0.01681116; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 133.969s]
|
||||||
|
06/12/23 23:31:18| DEBUG [size=34,place=2] best score = 0.01990784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 133.969s]
|
||||||
|
06/12/23 23:33:36| DEBUG [size=27,place=1] best score = 0.01648175; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 137.937s]
|
||||||
|
06/12/23 23:33:36| DEBUG [size=27,place=2] best score = 0.01667989; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 137.937s]
|
||||||
|
06/12/23 23:35:51| DEBUG [size=31,place=1] best score = 0.01643511; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 134.578s]
|
||||||
|
06/12/23 23:35:51| DEBUG [size=31,place=2] best score = 0.01667104; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 134.578s]
|
||||||
|
06/12/23 23:37:06| DEBUG [size=13,place=1] best score = 0.02074673; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 75.290s]
|
||||||
|
06/12/23 23:37:06| DEBUG [size=13,place=2] best score = 0.02074980; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 75.290s]
|
||||||
|
06/12/23 23:37:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01644) [took 567.4631s]
|
||||||
|
06/12/23 23:42:17| INFO bin_kde_gs finished [took 878.2155s]
|
||||||
|
06/12/23 23:46:28| DEBUG [size=11,place=1] best score = 0.01733881; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 250.398s]
|
||||||
|
06/12/23 23:46:28| DEBUG [size=11,place=2] best score = 0.02695603; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 250.398s]
|
||||||
|
06/12/23 23:54:02| DEBUG [size=34,place=1] best score = 0.01492009; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 453.709s]
|
||||||
|
06/12/23 23:54:02| DEBUG [size=34,place=2] best score = 0.01546575; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 453.710s]
|
||||||
|
06/12/23 23:58:25| DEBUG [size=16,place=1] best score = 0.01143110; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 263.380s]
|
||||||
|
06/12/23 23:58:25| DEBUG [size=16,place=2] best score = 0.01472725; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 263.380s]
|
||||||
|
07/12/23 00:00:49| DEBUG [size=20,place=1] best score = 0.01164472; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 143.694s]
|
||||||
|
07/12/23 00:00:49| DEBUG [size=20,place=2] best score = 0.01641785; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 143.694s]
|
||||||
|
07/12/23 00:00:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 1111.2956s]
|
||||||
|
07/12/23 00:06:43| INFO mul_kde_gs finished [took 1464.7717s]
|
||||||
|
07/12/23 00:10:05| DEBUG [size=11,place=1] best score = 0.02639480; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 200.976s]
|
||||||
|
07/12/23 00:10:05| DEBUG [size=11,place=2] best score = 0.03293248; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 200.976s]
|
||||||
|
07/12/23 00:15:31| DEBUG [size=34,place=1] best score = 0.02201590; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 326.705s]
|
||||||
|
07/12/23 00:15:31| DEBUG [size=34,place=2] best score = 0.02395460; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 326.706s]
|
||||||
|
07/12/23 00:18:49| DEBUG [size=16,place=1] best score = 0.01688148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 197.492s]
|
||||||
|
07/12/23 00:18:49| DEBUG [size=16,place=2] best score = 0.02017252; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 197.493s]
|
||||||
|
07/12/23 00:23:16| DEBUG [size=39,place=1] best score = 0.02195443; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 266.806s]
|
||||||
|
07/12/23 00:23:16| DEBUG [size=39,place=2] best score = 0.02344897; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 266.807s]
|
||||||
|
07/12/23 00:23:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 992.0968s]
|
||||||
|
07/12/23 00:28:30| INFO m3w_kde_gs finished [took 1306.3358s]
|
||||||
|
07/12/23 00:28:30| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 3698.0019s]
|
||||||
|
07/12/23 00:28:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
|
||||||
|
07/12/23 00:29:15| INFO ref finished [took 42.6410s]
|
||||||
|
07/12/23 00:30:43| DEBUG [size=11,place=1] best score = 0.01363233; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 86.456s]
|
||||||
|
07/12/23 00:30:43| DEBUG [size=11,place=2] best score = 0.01389019; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 86.456s]
|
||||||
|
07/12/23 00:33:09| DEBUG [size=34,place=1] best score = 0.01278631; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.588s]
|
||||||
|
07/12/23 00:33:09| DEBUG [size=34,place=2] best score = 0.01292191; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 146.589s]
|
||||||
|
07/12/23 00:36:52| DEBUG [size=40,place=1] best score = 0.01284020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 222.494s]
|
||||||
|
07/12/23 00:36:52| DEBUG [size=40,place=2] best score = 0.01288020; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 222.495s]
|
||||||
|
07/12/23 00:36:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.01279) [took 455.6542s]
|
||||||
|
07/12/23 00:43:10| INFO bin_kde_gs finished [took 833.5303s]
|
||||||
|
07/12/23 00:47:31| DEBUG [size=11,place=1] best score = 0.01044725; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.806s]
|
||||||
|
07/12/23 00:47:31| DEBUG [size=11,place=2] best score = 0.01271328; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 259.807s]
|
||||||
|
07/12/23 00:54:58| DEBUG [size=34,place=1] best score = 0.00967464; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 447.256s]
|
||||||
|
07/12/23 00:54:58| DEBUG [size=34,place=2] best score = 0.01033603; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 447.256s]
|
||||||
|
07/12/23 00:59:20| DEBUG [size=16,place=1] best score = 0.01074499; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 261.383s]
|
||||||
|
07/12/23 00:59:20| DEBUG [size=16,place=2] best score = 0.01148967; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 261.384s]
|
||||||
|
07/12/23 00:59:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00967) [took 968.5584s]
|
||||||
|
07/12/23 01:06:32| INFO mul_kde_gs finished [took 1400.8107s]
|
||||||
|
07/12/23 01:09:41| DEBUG [size=11,place=1] best score = 0.00885199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 188.269s]
|
||||||
|
07/12/23 01:09:41| DEBUG [size=11,place=2] best score = 0.01249866; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 188.269s]
|
||||||
|
07/12/23 01:14:54| DEBUG [size=34,place=1] best score = 0.00763627; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 313.062s]
|
||||||
|
07/12/23 01:14:54| DEBUG [size=34,place=2] best score = 0.00803350; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 313.062s]
|
||||||
|
07/12/23 01:28:31| DEBUG [size=40,place=1] best score = 0.00698219; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 816.760s]
|
||||||
|
07/12/23 01:28:31| DEBUG [size=40,place=2] best score = 0.00718637; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 816.760s]
|
||||||
|
07/12/23 01:30:56| DEBUG [size=11,place=1] best score = 0.00763206; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.148s]
|
||||||
|
07/12/23 01:30:56| DEBUG [size=11,place=2] best score = 0.00780828; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 145.149s]
|
||||||
|
07/12/23 01:30:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00698) [took 1463.3549s]
|
||||||
|
07/12/23 01:37:25| INFO m3w_kde_gs finished [took 1851.9367s]
|
||||||
|
07/12/23 01:37:25| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 4135.0288s]
|
||||||
|
07/12/23 01:37:25| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
|
||||||
|
07/12/23 01:38:10| INFO ref finished [took 42.6331s]
|
||||||
|
07/12/23 01:39:30| DEBUG [size=11,place=1] best score = 0.01830859; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 78.934s]
|
||||||
|
07/12/23 01:39:30| DEBUG [size=11,place=2] best score = 0.02148085; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 78.935s]
|
||||||
|
07/12/23 01:44:31| DEBUG [size=51,place=1] best score = 0.01349232; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 301.130s]
|
||||||
|
07/12/23 01:44:31| DEBUG [size=51,place=2] best score = 0.01390227; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 301.130s]
|
||||||
|
07/12/23 01:47:15| DEBUG [size=31,place=1] best score = 0.01214867; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 163.725s]
|
||||||
|
07/12/23 01:47:15| DEBUG [size=31,place=2] best score = 0.01221581; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 163.726s]
|
||||||
|
07/12/23 01:50:27| DEBUG [size=31,place=1] best score = 0.00773019; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.640s]
|
||||||
|
07/12/23 01:50:27| DEBUG [size=31,place=2] best score = 0.00855220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 191.640s]
|
||||||
|
07/12/23 01:53:27| DEBUG [size=40,place=1] best score = 0.00691044; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 180.346s]
|
||||||
|
07/12/23 01:53:27| DEBUG [size=40,place=2] best score = 0.01013928; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 180.346s]
|
||||||
|
07/12/23 01:55:30| DEBUG [size=28,place=1] best score = 0.01281905; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 123.233s]
|
||||||
|
07/12/23 01:55:30| DEBUG [size=28,place=2] best score = 0.01447252; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 123.233s]
|
||||||
|
07/12/23 01:55:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 1039.1282s]
|
||||||
|
07/12/23 02:01:51| INFO bin_kde_gs finished [took 1419.5105s]
|
||||||
|
07/12/23 02:06:11| DEBUG [size=11,place=1] best score = 0.01563252; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 259.967s]
|
||||||
|
07/12/23 02:06:11| DEBUG [size=11,place=2] best score = 0.02647870; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 259.968s]
|
||||||
|
07/12/23 02:13:13| DEBUG [size=34,place=1] best score = 0.01161972; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 421.660s]
|
||||||
|
07/12/23 02:13:13| DEBUG [size=34,place=2] best score = 0.01163046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 421.660s]
|
||||||
|
07/12/23 02:17:45| DEBUG [size=16,place=1] best score = 0.01250570; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 271.686s]
|
||||||
|
07/12/23 02:17:45| DEBUG [size=16,place=2] best score = 0.01278856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 271.686s]
|
||||||
|
07/12/23 02:17:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} (score=0.01162) [took 953.4216s]
|
||||||
|
07/12/23 02:28:39| INFO mul_kde_gs finished [took 1607.7501s]
|
||||||
|
07/12/23 02:31:56| DEBUG [size=11,place=1] best score = 0.02256352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 196.334s]
|
||||||
|
07/12/23 02:31:56| DEBUG [size=11,place=2] best score = 0.02290334; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 196.335s]
|
||||||
|
07/12/23 02:36:59| DEBUG [size=34,place=1] best score = 0.01935831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 302.378s]
|
||||||
|
07/12/23 02:36:59| DEBUG [size=34,place=2] best score = 0.02202239; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 302.378s]
|
||||||
|
07/12/23 02:42:48| DEBUG [size=27,place=1] best score = 0.00817053; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 349.234s]
|
||||||
|
07/12/23 02:42:48| DEBUG [size=27,place=2] best score = 0.01458854; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 349.234s]
|
||||||
|
07/12/23 02:46:41| DEBUG [size=24,place=1] best score = 0.00884889; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.096s]
|
||||||
|
07/12/23 02:46:41| DEBUG [size=24,place=2] best score = 0.01407779; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 233.096s]
|
||||||
|
07/12/23 02:46:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00817) [took 1081.1601s]
|
||||||
|
07/12/23 02:53:51| INFO m3w_kde_gs finished [took 1510.8295s]
|
||||||
|
07/12/23 02:53:51| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 4585.6908s]
|
||||||
|
----------------------------------------------------------------------------------------------------
|
||||||
|
08/12/23 00:39:11| INFO dataset imdb [pool size: 10]
|
||||||
|
08/12/23 00:39:20| INFO Dataset sample 0.10 of dataset imdb started
|
||||||
|
08/12/23 00:39:36| INFO ref finished [took 14.2530s]
|
||||||
|
08/12/23 00:40:15| WARNING Method bin_kde_gs failed. Exception: unsupported format string passed to NoneType.__format__
|
||||||
|
|
Loading…
Reference in New Issue