logs updated

This commit is contained in:
Lorenzo Volpi 2023-12-06 10:03:04 +01:00
parent 15b0928b50
commit 1d5507889b
2 changed files with 6550 additions and 4779 deletions

11009
quacc.log

File diff suppressed because it is too large Load Diff

View File

@ -11475,3 +11475,323 @@
02/12/23 01:25:48| INFO mulmc_kde finished [took 2091.6110s]
02/12/23 01:26:11| INFO mulc_kde finished [took 2119.6896s]
02/12/23 01:26:11| INFO Dataset sample 0.90 of dataset imdb finished [took 2124.3824s]
----------------------------------------------------------------------------------------------------
02/12/23 02:29:51| INFO dataset rcv1_CCAT [pool size: 10]
02/12/23 02:29:58| INFO Dataset sample 0.10 of dataset rcv1_CCAT started
02/12/23 02:41:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00540) [took 678.6627s]
02/12/23 02:50:11| INFO bin_kde_gs finished [took 1212.1667s]
02/12/23 03:29:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.00545) [took 2338.3281s]
02/12/23 03:40:50| INFO mul_kde_gs finished [took 3037.8696s]
02/12/23 04:08:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00554) [took 1684.0982s]
02/12/23 04:19:40| INFO m3w_kde_gs finished [took 2329.2674s]
02/12/23 04:20:23| INFO ref finished [took 41.7299s]
02/12/23 04:20:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT finished [took 6624.0835s]
02/12/23 04:20:23| INFO Dataset sample 0.20 of dataset rcv1_CCAT started
02/12/23 04:31:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00782) [took 687.4879s]
02/12/23 04:37:22| INFO bin_kde_gs finished [took 1018.6269s]
02/12/23 05:16:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00762) [took 2375.9919s]
02/12/23 05:27:09| INFO mul_kde_gs finished [took 2986.1810s]
02/12/23 05:56:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': ['isoft']} (score=0.00655) [took 1746.1900s]
02/12/23 06:04:38| INFO m3w_kde_gs finished [took 2247.6554s]
02/12/23 06:05:21| INFO ref finished [took 42.2664s]
02/12/23 06:05:21| INFO Dataset sample 0.20 of dataset rcv1_CCAT finished [took 6298.2998s]
02/12/23 06:05:21| INFO Dataset sample 0.30 of dataset rcv1_CCAT started
02/12/23 06:17:07| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00654) [took 704.6339s]
02/12/23 06:22:56| INFO bin_kde_gs finished [took 1054.1082s]
02/12/23 07:03:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15250000000000002, 'confidence': ['isoft']} (score=0.00647) [took 2406.5336s]
02/12/23 07:13:52| INFO mul_kde_gs finished [took 3054.7693s]
02/12/23 07:43:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00892) [took 1748.3061s]
02/12/23 07:48:32| INFO m3w_kde_gs finished [took 2079.0127s]
02/12/23 07:49:15| INFO ref finished [took 41.8498s]
02/12/23 07:49:15| INFO Dataset sample 0.30 of dataset rcv1_CCAT finished [took 6234.5611s]
02/12/23 07:49:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT started
02/12/23 08:01:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.105, 'confidence': None} (score=0.00820) [took 723.5760s]
02/12/23 08:06:45| INFO bin_kde_gs finished [took 1048.7436s]
02/12/23 08:46:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00793) [took 2412.8263s]
02/12/23 08:53:42| INFO mul_kde_gs finished [took 2816.7286s]
02/12/23 09:22:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00980) [took 1729.6383s]
02/12/23 09:28:33| INFO m3w_kde_gs finished [took 2090.6283s]
02/12/23 09:29:15| INFO ref finished [took 41.5832s]
02/12/23 09:29:15| INFO Dataset sample 0.40 of dataset rcv1_CCAT finished [took 5999.4102s]
02/12/23 09:29:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT started
02/12/23 09:41:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00673) [took 723.2626s]
02/12/23 09:46:10| INFO bin_kde_gs finished [took 1014.5615s]
02/12/23 10:26:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00732) [took 2390.7377s]
02/12/23 10:32:15| INFO mul_kde_gs finished [took 2763.9089s]
02/12/23 11:01:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00721) [took 1742.9075s]
02/12/23 11:08:24| INFO m3w_kde_gs finished [took 2167.7542s]
02/12/23 11:09:06| INFO ref finished [took 41.5670s]
02/12/23 11:09:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT finished [took 5991.2116s]
02/12/23 11:09:06| INFO Dataset sample 0.60 of dataset rcv1_CCAT started
02/12/23 11:21:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00739) [took 737.0230s]
02/12/23 11:26:40| INFO bin_kde_gs finished [took 1053.0994s]
02/12/23 12:06:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00672) [took 2390.1566s]
02/12/23 12:12:17| INFO mul_kde_gs finished [took 2736.3476s]
02/12/23 12:41:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00636) [took 1724.9187s]
02/12/23 12:46:55| INFO m3w_kde_gs finished [took 2077.9967s]
02/12/23 12:47:38| INFO ref finished [took 41.4807s]
02/12/23 12:47:38| INFO Dataset sample 0.60 of dataset rcv1_CCAT finished [took 5911.4946s]
02/12/23 12:47:38| INFO Dataset sample 0.70 of dataset rcv1_CCAT started
02/12/23 12:59:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01396) [took 719.4160s]
02/12/23 13:04:12| INFO bin_kde_gs finished [took 993.9389s]
02/12/23 13:44:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01143) [took 2386.8411s]
02/12/23 13:49:58| INFO mul_kde_gs finished [took 2744.4861s]
02/12/23 14:19:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01688) [took 1747.5299s]
02/12/23 14:24:26| INFO m3w_kde_gs finished [took 2067.4306s]
02/12/23 14:25:09| INFO ref finished [took 42.1164s]
02/12/23 14:25:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT finished [took 5851.3441s]
02/12/23 14:25:09| INFO Dataset sample 0.80 of dataset rcv1_CCAT started
02/12/23 14:36:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.01177) [took 687.8548s]
02/12/23 14:42:19| INFO bin_kde_gs finished [took 1029.0040s]
02/12/23 15:22:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00967) [took 2412.4211s]
02/12/23 15:29:54| INFO mul_kde_gs finished [took 2853.9861s]
02/12/23 15:59:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00698) [took 1771.4988s]
02/12/23 16:06:05| INFO m3w_kde_gs finished [took 2170.3221s]
02/12/23 16:06:49| INFO ref finished [took 42.6194s]
02/12/23 16:06:49| INFO Dataset sample 0.80 of dataset rcv1_CCAT finished [took 6100.0687s]
02/12/23 16:06:49| INFO Dataset sample 0.90 of dataset rcv1_CCAT started
02/12/23 16:18:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00691) [took 671.7126s]
02/12/23 16:24:27| INFO bin_kde_gs finished [took 1056.8041s]
02/12/23 17:04:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00771) [took 2374.8453s]
02/12/23 17:11:49| INFO mul_kde_gs finished [took 2841.7657s]
02/12/23 17:40:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00793) [took 1747.6369s]
02/12/23 17:50:10| INFO m3w_kde_gs finished [took 2299.3399s]
02/12/23 17:50:52| INFO ref finished [took 41.7143s]
02/12/23 17:50:52| INFO Dataset sample 0.90 of dataset rcv1_CCAT finished [took 6243.1663s]
----------------------------------------------------------------------------------------------------
04/12/23 17:18:04| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
04/12/23 17:18:17| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
04/12/23 17:19:04| INFO ref finished [took 42.9424s]
04/12/23 17:24:29| DEBUG [size=11] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 322.672s]
04/12/23 17:31:43| DEBUG [size=26] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 434.056s]
04/12/23 17:39:15| DEBUG [size=26] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 452.077s]
04/12/23 17:49:51| DEBUG [size=20] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 635.529s]
04/12/23 17:53:53| DEBUG [size=11] best score = 0.00905240; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 241.627s]
04/12/23 17:53:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 2086.0716s]
04/12/23 18:05:37| INFO mul_kde_gs finished [took 2790.3528s]
04/12/23 18:05:37| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 2839.4921s]
----------------------------------------------------------------------------------------------------
04/12/23 18:37:48| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
04/12/23 18:37:55| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
04/12/23 18:38:40| INFO ref finished [took 41.9417s]
04/12/23 21:39:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 10849.2308s]
04/12/23 21:51:09| INFO mul_kde_gs finished [took 11547.4592s]
04/12/23 21:51:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 11593.5962s]
----------------------------------------------------------------------------------------------------
04/12/23 22:36:03| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
04/12/23 22:36:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
04/12/23 22:37:00| INFO ref finished [took 42.0026s]
05/12/23 00:49:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 7927.5926s]
05/12/23 00:59:08| INFO m3w_kde_gs finished [took 8526.2972s]
05/12/23 00:59:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8572.7275s]
----------------------------------------------------------------------------------------------------
05/12/23 12:52:19| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 12:52:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 12:53:12| INFO ref finished [took 42.7053s]
05/12/23 13:26:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 1994.7488s]
05/12/23 13:36:30| INFO m3w_kde_gs finished [took 2596.3902s]
05/12/23 13:36:30| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 2643.3870s]
----------------------------------------------------------------------------------------------------
05/12/23 13:46:18| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 13:46:23| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 13:47:08| INFO ref finished [took 42.6504s]
05/12/23 13:51:14| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.255s]
05/12/23 13:51:14| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 244.255s]
05/12/23 13:51:14| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 244.255s]
05/12/23 14:06:32| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 917.711s]
05/12/23 14:06:32| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 917.711s]
05/12/23 14:06:32| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 917.712s]
05/12/23 14:26:46| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1214.170s]
05/12/23 14:26:46| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1214.171s]
05/12/23 14:26:46| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1214.171s]
05/12/23 14:41:10| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 863.872s]
05/12/23 14:41:10| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 863.873s]
05/12/23 14:41:10| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 863.873s]
05/12/23 14:41:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3240.1351s]
05/12/23 14:51:08| INFO m3w_kde_gs finished [took 3837.7844s]
05/12/23 14:51:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3885.0412s]
----------------------------------------------------------------------------------------------------
05/12/23 14:52:26| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 14:52:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 14:53:16| INFO ref finished [took 41.9985s]
----------------------------------------------------------------------------------------------------
05/12/23 16:50:38| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 16:50:43| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 16:51:29| INFO ref finished [took 42.6363s]
05/12/23 17:37:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.0575, 'confidence': None} (score=0.00826) [took 2732.7712s]
05/12/23 17:53:18| INFO mul_kde_gs finished [took 3707.7810s]
05/12/23 17:53:18| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 3754.8556s]
----------------------------------------------------------------------------------------------------
05/12/23 18:00:56| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 18:01:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 18:01:47| INFO ref finished [took 42.7892s]
05/12/23 18:06:57| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 307.946s]
05/12/23 18:06:57| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 307.947s]
05/12/23 18:06:57| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 307.947s]
05/12/23 18:27:25| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1228.160s]
05/12/23 18:27:25| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1228.161s]
05/12/23 18:27:25| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1228.161s]
05/12/23 18:43:53| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 987.684s]
05/12/23 18:43:53| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 987.685s]
05/12/23 18:43:53| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 987.685s]
05/12/23 18:57:06| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 792.645s]
05/12/23 18:57:06| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 792.646s]
05/12/23 18:57:06| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 792.647s]
05/12/23 19:33:42| DEBUG [size=116,place=1] best score = 0.00850188; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.591s]
05/12/23 19:33:42| DEBUG [size=116,place=2] best score = 0.00855144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.591s]
05/12/23 19:33:42| DEBUG [size=116,place=3] best score = 0.00907611; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2196.592s]
05/12/23 19:33:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 5513.1584s]
----------------------------------------------------------------------------------------------------
05/12/23 19:42:34| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
05/12/23 19:42:39| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
05/12/23 19:43:24| INFO ref finished [took 42.8445s]
05/12/23 19:45:28| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 121.590s]
05/12/23 19:45:28| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 121.591s]
05/12/23 19:45:28| DEBUG [size=11,place=3] best score = 0.01646321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 121.591s]
05/12/23 19:46:27| INFO mul_kde_gs finished [took 6278.0058s]
05/12/23 19:46:27| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 6325.4594s]
05/12/23 19:53:11| DEBUG [size=61,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 462.656s]
05/12/23 19:53:11| DEBUG [size=61,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 462.657s]
05/12/23 19:53:11| DEBUG [size=61,place=3] best score = 0.00995080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 462.657s]
05/12/23 20:00:09| DEBUG [size=48,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 417.603s]
05/12/23 20:00:09| DEBUG [size=48,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 417.604s]
05/12/23 20:00:09| DEBUG [size=48,place=3] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 417.604s]
05/12/23 20:04:29| DEBUG [size=31,place=1] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 259.906s]
05/12/23 20:04:29| DEBUG [size=31,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 259.906s]
05/12/23 20:04:29| DEBUG [size=31,place=3] best score = 0.01017431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 259.907s]
05/12/23 20:04:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1261.8840s]
05/12/23 20:13:12| INFO bin_kde_gs finished [took 1785.6589s]
05/12/23 20:18:23| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 308.469s]
05/12/23 20:18:23| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 308.470s]
05/12/23 20:18:23| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 308.470s]
05/12/23 20:38:50| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1227.880s]
05/12/23 20:38:50| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1227.881s]
05/12/23 20:38:50| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1227.881s]
05/12/23 20:55:24| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 993.709s]
05/12/23 20:55:24| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 993.710s]
05/12/23 20:55:24| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 993.710s]
05/12/23 21:08:21| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 776.399s]
05/12/23 21:08:21| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 776.400s]
05/12/23 21:08:21| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 776.400s]
05/12/23 21:44:50| DEBUG [size=116,place=1] best score = 0.00850188; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.553s]
05/12/23 21:44:50| DEBUG [size=116,place=2] best score = 0.00855144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.553s]
05/12/23 21:44:50| DEBUG [size=116,place=3] best score = 0.00907611; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 2189.554s]
05/12/23 21:44:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 5496.1390s]
05/12/23 21:56:27| INFO mul_kde_gs finished [took 6192.4411s]
05/12/23 22:00:33| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 245.460s]
05/12/23 22:00:33| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 245.461s]
05/12/23 22:00:33| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 245.461s]
05/12/23 22:15:56| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 922.342s]
05/12/23 22:15:56| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 922.343s]
05/12/23 22:15:56| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 922.343s]
05/12/23 22:36:32| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1236.501s]
05/12/23 22:36:32| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1236.502s]
05/12/23 22:36:32| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1236.503s]
05/12/23 22:51:09| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 876.774s]
05/12/23 22:51:09| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 876.774s]
05/12/23 22:51:09| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 876.775s]
05/12/23 22:51:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.2069s]
05/12/23 23:01:08| INFO m3w_kde_gs finished [took 3879.7943s]
05/12/23 23:01:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 11908.8140s]
----------------------------------------------------------------------------------------------------
06/12/23 00:52:47| INFO dataset imdb_1prevs [pool size: 10]
06/12/23 00:52:57| INFO Dataset sample 0.50 of dataset imdb_1prevs started
06/12/23 00:53:14| INFO ref finished [took 14.2476s]
----------------------------------------------------------------------------------------------------
06/12/23 00:56:20| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
06/12/23 00:56:25| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/12/23 00:57:11| INFO ref finished [took 42.6922s]
06/12/23 00:59:08| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 115.324s]
06/12/23 00:59:08| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 115.325s]
06/12/23 00:59:32| WARNING Method bin_kde_gs failed. Exception: A worker process managed by the executor was unexpectedly terminated. This could be caused by a segmentation fault while calling the function or by an excessive memory usage causing the Operating System to kill the worker.
The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIGTERM(-15)}
----------------------------------------------------------------------------------------------------
06/12/23 01:01:08| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
06/12/23 01:01:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/12/23 01:04:05| INFO ref finished [took 145.8464s]
06/12/23 01:06:08| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 119.415s]
06/12/23 01:06:08| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 119.415s]
06/12/23 01:06:08| DEBUG [size=11,place=3] best score = 0.01646321; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 119.416s]
06/12/23 01:13:57| DEBUG [size=61,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 468.558s]
06/12/23 01:13:57| DEBUG [size=61,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 468.558s]
06/12/23 01:13:57| DEBUG [size=61,place=3] best score = 0.00995080; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 468.559s]
06/12/23 01:20:27| DEBUG [size=48,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 389.834s]
06/12/23 01:20:27| DEBUG [size=48,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 389.834s]
06/12/23 01:20:27| DEBUG [size=48,place=3] best score = 0.00954800; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 389.835s]
06/12/23 01:24:47| DEBUG [size=31,place=1] best score = 0.00971300; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 260.408s]
06/12/23 01:24:47| DEBUG [size=31,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 260.409s]
06/12/23 01:24:47| DEBUG [size=31,place=3] best score = 0.01017431; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 260.409s]
06/12/23 01:24:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1238.3535s]
06/12/23 01:33:32| INFO bin_kde_gs finished [took 1762.8266s]
06/12/23 01:38:40| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 306.979s]
06/12/23 01:38:40| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 306.979s]
06/12/23 01:38:40| DEBUG [size=11,place=3] best score = 0.01748286; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 306.980s]
06/12/23 01:59:03| DEBUG [size=61,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1222.746s]
06/12/23 01:59:03| DEBUG [size=61,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 1222.746s]
06/12/23 01:59:03| DEBUG [size=61,place=3] best score = 0.00979682; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1222.746s]
06/12/23 02:15:41| DEBUG [size=50,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 998.369s]
06/12/23 02:15:41| DEBUG [size=50,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 998.370s]
06/12/23 02:15:41| DEBUG [size=50,place=3] best score = 0.00879472; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 998.370s]
06/12/23 02:28:52| DEBUG [size=30,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 790.035s]
06/12/23 02:28:52| DEBUG [size=30,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 790.036s]
06/12/23 02:28:52| DEBUG [size=30,place=3] best score = 0.00825430; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 790.036s]
06/12/23 02:31:32| DEBUG [size=7,place=1] best score = 0.00979081; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 160.573s]
06/12/23 02:31:32| DEBUG [size=7,place=2] best score = 0.01108478; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 160.574s]
06/12/23 02:31:32| DEBUG [size=7,place=3] best score = 0.01419238; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 160.574s]
06/12/23 02:31:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 3478.8290s]
06/12/23 02:43:10| INFO mul_kde_gs finished [took 4176.9895s]
06/12/23 02:47:09| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 236.577s]
06/12/23 02:47:09| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 236.578s]
06/12/23 02:47:09| DEBUG [size=11,place=3] best score = 0.01697812; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 236.578s]
06/12/23 03:02:27| DEBUG [size=61,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 918.686s]
06/12/23 03:02:27| DEBUG [size=61,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 918.687s]
06/12/23 03:02:27| DEBUG [size=61,place=3] best score = 0.01097789; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 918.687s]
06/12/23 03:22:58| DEBUG [size=63,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1230.591s]
06/12/23 03:22:58| DEBUG [size=63,place=2] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 1230.592s]
06/12/23 03:22:58| DEBUG [size=63,place=3] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 1230.592s]
06/12/23 03:37:37| DEBUG [size=48,place=1] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 878.946s]
06/12/23 03:37:37| DEBUG [size=48,place=2] best score = 0.01045042; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 878.947s]
06/12/23 03:37:37| DEBUG [size=48,place=3] best score = 0.01075036; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 878.947s]
06/12/23 03:37:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3264.9264s]
06/12/23 03:47:41| INFO m3w_kde_gs finished [took 3868.8568s]
06/12/23 03:47:41| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 9975.3172s]
----------------------------------------------------------------------------------------------------
06/12/23 07:24:37| INFO dataset rcv1_CCAT_1prevs [pool size: 10]
06/12/23 07:24:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started
06/12/23 07:25:27| INFO ref finished [took 42.6899s]
06/12/23 07:27:25| DEBUG [size=11,place=1] best score = 0.01082006; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 116.095s]
06/12/23 07:27:25| DEBUG [size=11,place=2] best score = 0.01106194; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 116.096s]
06/12/23 07:34:27| DEBUG [size=53,place=1] best score = 0.00939291; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 421.961s]
06/12/23 07:34:27| DEBUG [size=53,place=2] best score = 0.00967608; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 421.962s]
06/12/23 07:40:10| DEBUG [size=42,place=1] best score = 0.00927307; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 342.459s]
06/12/23 07:40:10| DEBUG [size=42,place=2] best score = 0.00952353; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 342.460s]
06/12/23 07:44:12| DEBUG [size=28,place=1] best score = 0.00966432; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 242.417s]
06/12/23 07:44:12| DEBUG [size=28,place=2] best score = 0.00984434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 242.418s]
06/12/23 07:44:12| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00927) [took 1123.0478s]
06/12/23 07:53:00| INFO bin_kde_gs finished [took 1650.6192s]
06/12/23 07:58:09| DEBUG [size=11,place=1] best score = 0.01076223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 307.294s]
06/12/23 07:58:09| DEBUG [size=11,place=2] best score = 0.01708048; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 307.294s]
06/12/23 08:08:04| DEBUG [size=34,place=1] best score = 0.00924775; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 595.564s]
06/12/23 08:08:04| DEBUG [size=34,place=2] best score = 0.00947043; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 595.565s]
06/12/23 08:23:26| DEBUG [size=44,place=1] best score = 0.00829949; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 921.538s]
06/12/23 08:23:26| DEBUG [size=44,place=2] best score = 0.00861955; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 921.539s]
06/12/23 08:35:20| DEBUG [size=26,place=1] best score = 0.00804457; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 714.391s]
06/12/23 08:35:20| DEBUG [size=26,place=2] best score = 0.00824942; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 714.391s]
06/12/23 08:37:59| DEBUG [size=7,place=1] best score = 0.01108478; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 159.134s]
06/12/23 08:37:59| DEBUG [size=7,place=2] best score = 0.01159448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 159.135s]
06/12/23 08:37:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00804) [took 2698.0467s]
06/12/23 08:49:44| INFO mul_kde_gs finished [took 3403.1223s]
06/12/23 08:53:48| DEBUG [size=11,place=1] best score = 0.01443605; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 241.878s]
06/12/23 08:53:48| DEBUG [size=11,place=2] best score = 0.01565716; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 241.879s]
06/12/23 09:07:28| DEBUG [size=53,place=1] best score = 0.00984773; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 820.434s]
06/12/23 09:07:28| DEBUG [size=53,place=2] best score = 0.01019261; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 820.434s]
06/12/23 09:21:32| DEBUG [size=44,place=1] best score = 0.00964029; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 843.591s]
06/12/23 09:21:32| DEBUG [size=44,place=2] best score = 0.01092051; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 843.592s]
06/12/23 09:29:41| DEBUG [size=31,place=1] best score = 0.00934430; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 488.854s]
06/12/23 09:29:41| DEBUG [size=31,place=2] best score = 0.01116692; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 488.855s]
06/12/23 09:44:27| DEBUG [size=38,place=1] best score = 0.00938472; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 886.501s]
06/12/23 09:44:27| DEBUG [size=38,place=2] best score = 0.01028048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 886.501s]
06/12/23 09:44:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00934) [took 3281.3852s]
06/12/23 09:54:28| INFO m3w_kde_gs finished [took 3881.4999s]
06/12/23 09:54:28| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 8985.6777s]