From 6bf2fb9e1bb1c42f9794bdcbf924cc891a51bbdf Mon Sep 17 00:00:00 2001 From: Lorenzo Volpi Date: Thu, 11 Jan 2024 12:57:43 +0100 Subject: [PATCH] plotly plot updated --- conf.yaml | 8 +- quacc/plot/plotly.py | 5 +- remote.log | 3504 ++++++++++++++++++++++++++++++++++++++++++ 3 files changed, 3514 insertions(+), 3 deletions(-) diff --git a/conf.yaml b/conf.yaml index fb86702..e55cd21 100644 --- a/conf.yaml +++ b/conf.yaml @@ -39,9 +39,13 @@ debug_conf: &debug_conf main: confs: &main_confs - DATASET_NAME: rcv1 - DATASET_TARGET: CCAT + DATASET_TARGET: MCAT other_confs: - DATASET_NAME: imdb + - DATASET_NAME: rcv1 + DATASET_TARGET: CCAT + - DATASET_NAME: rcv1 + DATASET_TARGET: GCAT sld_lr_conf: &sld_lr_conf @@ -284,4 +288,4 @@ d_kde_rbf_conf: &d_kde_rbf_conf DATASET_TARGET: CCAT -exec: *kde_lr_conf +exec: *d_sld_rbf_conf diff --git a/quacc/plot/plotly.py b/quacc/plot/plotly.py index 295c067..5f619aa 100644 --- a/quacc/plot/plotly.py +++ b/quacc/plot/plotly.py @@ -46,10 +46,13 @@ class PlotlyPlot(BasePlot): def update_layout(self, fig, title, x_label, y_label): fig.update_layout( - title=title, + # title=title, xaxis_title=x_label, yaxis_title=y_label, template=self.theme["template"], + font=dict( + size=18, + ), ) def save_fig(self, fig, base_path, title) -> Path: diff --git a/remote.log b/remote.log index b0f8ae7..01cd986 100644 --- a/remote.log +++ b/remote.log @@ -17514,3 +17514,3507 @@ The exit codes of the workers are {SIGTERM(-15), SIGTERM(-15), SIGTERM(-15), SIG 29/12/23 03:58:53| DEBUG [size=34,place=2] best score = 0.00670507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 353.595s] 29/12/23 04:02:18| DEBUG [size=16,place=1] best score = 0.00656629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 204.859s] 29/12/23 04:02:18| DEBUG [size=16,place=2] best score = 0.00666507; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 204.859s] +29/12/23 04:07:22| DEBUG [size=30,place=1] best score = 0.00683537; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 304.060s] +29/12/23 04:07:22| DEBUG [size=30,place=2] best score = 0.00740987; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 304.060s] +29/12/23 04:07:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00657) [took 1065.0393s] +29/12/23 04:14:11| INFO m3w_kde_lr_gs finished [took 1474.2371s] +29/12/23 04:14:11| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 5763.1110s] +29/12/23 04:14:11| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started +29/12/23 04:36:49| INFO bin_kde_lr_c finished [took 1352.1794s] +29/12/23 04:36:56| INFO bin_kde_lr finished [took 1359.2531s] +29/12/23 04:37:22| INFO bin_kde_lr_ne finished [took 1384.8869s] +29/12/23 04:37:37| INFO bin_kde_lr_mc finished [took 1400.2578s] +29/12/23 04:39:05| INFO m3w_kde_lr finished [took 1487.8070s] +29/12/23 04:39:58| INFO m3w_kde_lr_c finished [took 1541.5039s] +29/12/23 04:40:12| INFO m3w_kde_lr_mc finished [took 1554.6236s] +29/12/23 04:40:23| INFO ref finished [took 77.9637s] +29/12/23 04:40:55| INFO atc_mc finished [took 55.8721s] +29/12/23 04:41:11| INFO mul_kde_lr finished [took 1614.4627s] +29/12/23 04:41:35| INFO mul_kde_lr_mc finished [took 1638.4775s] +29/12/23 04:41:41| INFO doc finished [took 89.0403s] +29/12/23 04:42:36| INFO mul_kde_lr_c finished [took 1701.2568s] +29/12/23 04:43:00| INFO mul_kde_lr_ne finished [took 1722.6511s] +29/12/23 04:53:09| INFO bin_kde_lr_is finished [took 972.9748s] +29/12/23 04:54:56| INFO m3w_kde_lr_ne finished [took 1086.5853s] +29/12/23 04:55:18| INFO m3w_kde_lr_is finished [took 1060.0284s] +29/12/23 04:56:53| INFO mul_kde_lr_is finished [took 1170.5450s] +29/12/23 04:58:16| 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 81.974s] +29/12/23 04:58:16| 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 81.975s] +29/12/23 05:00:56| 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 159.646s] +29/12/23 05:00:56| 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 159.646s] +29/12/23 05:03:34| 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 157.914s] +29/12/23 05:03:34| 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 157.915s] +29/12/23 05:05:14| 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 100.876s] +29/12/23 05:05:14| 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 100.877s] +29/12/23 05:05:15| 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 500.5261s] +29/12/23 05:14:27| INFO bin_kde_lr_gs finished [took 1053.2671s] +29/12/23 05:18:54| DEBUG [size=11,place=1] best score = 0.00814323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 266.320s] +29/12/23 05:18:54| DEBUG [size=11,place=2] best score = 0.01108514; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 266.321s] +29/12/23 05:26:50| DEBUG [size=34,place=1] best score = 0.00809045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 475.121s] +29/12/23 05:26:50| DEBUG [size=34,place=2] best score = 0.00818104; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 475.122s] +29/12/23 05:31:29| DEBUG [size=16,place=1] best score = 0.01113017; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 279.669s] +29/12/23 05:31:29| DEBUG [size=16,place=2] best score = 0.01163099; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 279.669s] +29/12/23 05:31:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00809) [took 1021.2186s] +29/12/23 05:43:25| INFO mul_kde_lr_gs finished [took 1736.7611s] +29/12/23 05:46:52| DEBUG [size=11,place=1] best score = 0.00746074; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 206.156s] +29/12/23 05:46:52| DEBUG [size=11,place=2] best score = 0.01089697; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 206.157s] +29/12/23 05:52:22| DEBUG [size=34,place=1] best score = 0.00743495; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 330.523s] +29/12/23 05:52:22| DEBUG [size=34,place=2] best score = 0.00749617; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 330.524s] +29/12/23 05:55:45| DEBUG [size=16,place=1] best score = 0.00938453; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 202.801s] +29/12/23 05:55:45| DEBUG [size=16,place=2] best score = 0.00986901; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 202.801s] +29/12/23 05:55:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00743) [took 739.5949s] +29/12/23 06:06:54| INFO m3w_kde_lr_gs finished [took 1408.2189s] +29/12/23 06:06:54| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 6762.5694s] +---------------------------------------------------------------------------------------------------- +30/12/23 21:24:10| INFO dataset rcv1_GCAT [pool size: 10] +30/12/23 21:24:10| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started +30/12/23 21:24:13| WARNING Method d_bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +30/12/23 21:24:15| WARNING Method d_bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +30/12/23 21:24:15| WARNING Method d_bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +30/12/23 21:24:15| WARNING Method d_bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +30/12/23 21:24:16| WARNING Method d_bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +30/12/23 21:26:17| INFO d_m3w_sld_lr_mc finished [took 121.4888s] +30/12/23 21:26:20| INFO d_mul_sld_lr_c finished [took 125.3083s] +30/12/23 21:26:27| INFO ref finished [took 129.8772s] +30/12/23 21:26:38| INFO d_m3w_sld_lr_ne finished [took 142.9174s] +30/12/23 21:26:38| INFO d_m3w_sld_lr_c finished [took 143.0786s] +30/12/23 21:26:39| INFO d_m3w_sld_lr_is finished [took 142.5636s] +30/12/23 21:26:41| INFO d_m3w_sld_lr finished [took 146.2902s] +30/12/23 21:26:42| INFO d_mul_sld_lr finished [took 146.6218s] +30/12/23 21:26:45| INFO d_mul_sld_lr_mc finished [took 150.5860s] +30/12/23 21:26:47| INFO d_mul_sld_lr_ne finished [took 151.8737s] +30/12/23 21:26:49| INFO d_mul_sld_lr_is finished [took 152.5995s] +30/12/23 21:27:19| INFO doc finished [took 57.9366s] +30/12/23 21:27:24| INFO atc_mc finished [took 66.2102s] +30/12/23 21:27:25| WARNING Method d_bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work +30/12/23 21:27:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00665) [took 14.3363s] +30/12/23 21:28:36| INFO d_mul_sld_lr_gs finished [took 70.0852s] +30/12/23 21:28:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00542) [took 15.9911s] +30/12/23 21:29:40| INFO d_m3w_sld_lr_gs finished [took 63.3030s] +30/12/23 21:29:40| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 329.9017s] +30/12/23 21:29:40| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started +30/12/23 21:31:42| INFO d_m3w_sld_lr finished [took 119.3346s] +30/12/23 21:31:52| INFO d_m3w_sld_lr_c finished [took 129.4055s] +30/12/23 21:32:03| INFO d_m3w_sld_lr_mc finished [took 140.2340s] +30/12/23 21:32:20| INFO d_mul_sld_lr_c finished [took 157.3105s] +30/12/23 21:32:29| INFO d_mul_sld_lr_mc finished [took 165.8702s] +30/12/23 21:32:42| INFO d_bin_sld_lr_c finished [took 179.7777s] +30/12/23 21:32:42| INFO d_mul_sld_lr_ne finished [took 179.0548s] +30/12/23 21:32:42| INFO d_mul_sld_lr finished [took 179.4600s] +30/12/23 21:32:48| INFO d_bin_sld_lr finished [took 185.5454s] +30/12/23 21:32:59| INFO d_bin_sld_lr_ne finished [took 195.5887s] +30/12/23 21:33:00| INFO d_bin_sld_lr_mc finished [took 197.1359s] +30/12/23 21:33:38| INFO ref finished [took 68.5797s] +30/12/23 21:33:40| INFO d_m3w_sld_lr_ne finished [took 117.2662s] +30/12/23 21:33:48| INFO d_m3w_sld_lr_is finished [took 86.9631s] +30/12/23 21:33:50| INFO d_bin_sld_lr_is finished [took 116.8194s] +30/12/23 21:33:53| INFO atc_mc finished [took 70.2441s] +30/12/23 21:33:57| INFO doc finished [took 74.0544s] +30/12/23 21:34:03| INFO d_mul_sld_lr_is finished [took 118.8921s] +30/12/23 21:34:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00736) [took 27.0980s] +30/12/23 21:35:32| INFO d_bin_sld_lr_gs finished [took 87.6953s] +30/12/23 21:35:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00641) [took 21.4835s] +30/12/23 21:36:51| INFO d_mul_sld_lr_gs finished [took 78.4719s] +30/12/23 21:37:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00689) [took 13.0153s] +30/12/23 21:37:51| INFO d_m3w_sld_lr_gs finished [took 59.2380s] +30/12/23 21:37:51| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 491.1417s] +30/12/23 21:37:51| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started +30/12/23 21:40:13| INFO d_m3w_sld_lr_c finished [took 138.8774s] +30/12/23 21:40:17| INFO d_m3w_sld_lr_mc finished [took 143.2189s] +30/12/23 21:40:19| INFO d_m3w_sld_lr finished [took 145.4846s] +30/12/23 21:40:22| INFO d_bin_sld_lr_mc finished [took 147.8787s] +30/12/23 21:40:28| INFO d_mul_sld_lr_c finished [took 153.9423s] +30/12/23 21:40:28| INFO d_mul_sld_lr_mc finished [took 154.8731s] +30/12/23 21:40:48| INFO d_bin_sld_lr_c finished [took 174.5924s] +30/12/23 21:40:48| INFO d_mul_sld_lr_ne finished [took 174.4057s] +30/12/23 21:40:49| INFO d_bin_sld_lr_ne finished [took 175.2172s] +30/12/23 21:40:54| INFO d_bin_sld_lr finished [took 180.5060s] +30/12/23 21:40:54| INFO d_mul_sld_lr finished [took 180.5585s] +30/12/23 21:41:40| INFO atc_mc finished [took 71.4545s] +30/12/23 21:41:44| INFO ref finished [took 75.2249s] +30/12/23 21:42:01| INFO d_m3w_sld_lr_ne finished [took 107.2225s] +30/12/23 21:42:01| INFO d_m3w_sld_lr_is finished [took 98.9265s] +30/12/23 21:42:02| INFO d_mul_sld_lr_is finished [took 102.3341s] +30/12/23 21:42:03| INFO doc finished [took 74.0230s] +30/12/23 21:42:17| INFO d_bin_sld_lr_is finished [took 119.1938s] +30/12/23 21:42:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00859) [took 22.8503s] +30/12/23 21:43:40| INFO d_bin_sld_lr_gs finished [took 81.9316s] +30/12/23 21:44:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00870) [took 20.9024s] +30/12/23 21:45:06| INFO d_mul_sld_lr_gs finished [took 84.8706s] +30/12/23 21:45:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 12.0010s] +30/12/23 21:46:05| INFO d_m3w_sld_lr_gs finished [took 58.4481s] +30/12/23 21:46:05| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 493.7255s] +30/12/23 21:46:05| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started +30/12/23 21:48:31| INFO d_bin_sld_lr finished [took 144.6784s] +30/12/23 21:48:32| INFO d_m3w_sld_lr_mc finished [took 144.4357s] +30/12/23 21:48:33| INFO d_m3w_sld_lr_c finished [took 145.4328s] +30/12/23 21:48:34| INFO d_m3w_sld_lr finished [took 146.6170s] +30/12/23 21:48:35| INFO d_mul_sld_lr_ne finished [took 147.5476s] +30/12/23 21:48:45| INFO d_bin_sld_lr_ne finished [took 157.3233s] +30/12/23 21:48:46| INFO d_bin_sld_lr_c finished [took 159.0021s] +30/12/23 21:48:52| INFO d_mul_sld_lr finished [took 164.4037s] +30/12/23 21:48:55| INFO d_mul_sld_lr_mc finished [took 167.7307s] +30/12/23 21:48:59| INFO d_mul_sld_lr_c finished [took 171.2662s] +30/12/23 21:49:01| INFO d_bin_sld_lr_mc finished [took 173.5894s] +30/12/23 21:49:55| INFO d_m3w_sld_lr_ne finished [took 83.3711s] +30/12/23 21:49:59| INFO d_m3w_sld_lr_is finished [took 83.7903s] +30/12/23 21:50:00| INFO atc_mc finished [took 74.4940s] +30/12/23 21:50:08| INFO ref finished [took 91.8119s] +30/12/23 21:50:14| INFO d_bin_sld_lr_is finished [took 101.4595s] +30/12/23 21:50:17| INFO d_mul_sld_lr_is finished [took 103.3679s] +30/12/23 21:50:19| INFO doc finished [took 91.9694s] +30/12/23 21:50:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00715) [took 23.4500s] +30/12/23 21:51:43| INFO d_bin_sld_lr_gs finished [took 83.1869s] +30/12/23 21:52:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00653) [took 19.4570s] +30/12/23 21:53:02| INFO d_mul_sld_lr_gs finished [took 78.4213s] +30/12/23 21:53:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00736) [took 11.0488s] +30/12/23 21:54:01| INFO d_m3w_sld_lr_gs finished [took 57.8440s] +30/12/23 21:54:01| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 476.1565s] +30/12/23 21:54:01| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started +30/12/23 21:55:57| INFO d_m3w_sld_lr finished [took 113.8541s] +30/12/23 21:56:15| INFO d_m3w_sld_lr_c finished [took 132.3261s] +30/12/23 21:56:27| INFO d_m3w_sld_lr_mc finished [took 144.0895s] +30/12/23 21:56:38| INFO d_mul_sld_lr finished [took 155.3307s] +30/12/23 21:56:47| INFO d_mul_sld_lr_mc finished [took 163.8253s] +30/12/23 21:56:54| INFO d_bin_sld_lr_mc finished [took 171.3748s] +30/12/23 21:56:56| INFO d_bin_sld_lr_ne finished [took 173.2020s] +30/12/23 21:57:00| INFO d_mul_sld_lr_c finished [took 177.4581s] +30/12/23 21:57:05| INFO d_bin_sld_lr_c finished [took 182.2670s] +30/12/23 21:57:05| INFO d_bin_sld_lr finished [took 182.4119s] +30/12/23 21:57:06| INFO d_mul_sld_lr_ne finished [took 182.8776s] +30/12/23 21:57:15| INFO d_m3w_sld_lr_ne finished [took 77.8070s] +30/12/23 21:57:54| INFO ref finished [took 66.5960s] +30/12/23 21:57:57| INFO d_m3w_sld_lr_is finished [took 78.9247s] +30/12/23 21:58:03| INFO d_bin_sld_lr_is finished [took 107.4836s] +30/12/23 21:58:07| INFO atc_mc finished [took 72.4726s] +30/12/23 21:58:09| INFO d_mul_sld_lr_is finished [took 101.4337s] +30/12/23 21:58:10| INFO doc finished [took 73.0437s] +30/12/23 21:58:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01080) [took 23.9923s] +30/12/23 21:59:50| INFO d_bin_sld_lr_gs finished [took 100.2317s] +30/12/23 22:00:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01025) [took 21.0836s] +30/12/23 22:01:12| INFO d_mul_sld_lr_gs finished [took 81.1067s] +30/12/23 22:01:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00809) [took 11.5207s] +30/12/23 22:02:10| INFO d_m3w_sld_lr_gs finished [took 57.6489s] +30/12/23 22:02:10| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 488.9730s] +30/12/23 22:02:10| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started +30/12/23 22:04:22| INFO d_m3w_sld_lr finished [took 129.0838s] +30/12/23 22:04:34| INFO d_bin_sld_lr_ne finished [took 140.9862s] +30/12/23 22:04:35| INFO d_m3w_sld_lr_mc finished [took 142.4960s] +30/12/23 22:04:36| INFO d_m3w_sld_lr_c finished [took 143.7379s] +30/12/23 22:04:49| INFO d_mul_sld_lr_c finished [took 156.7900s] +30/12/23 22:04:53| INFO d_bin_sld_lr_mc finished [took 159.9019s] +30/12/23 22:04:59| INFO d_bin_sld_lr finished [took 167.1685s] +30/12/23 22:05:07| INFO d_mul_sld_lr_mc finished [took 174.8895s] +30/12/23 22:05:10| INFO d_bin_sld_lr_c finished [took 177.2861s] +30/12/23 22:05:10| INFO d_mul_sld_lr_ne finished [took 177.8001s] +30/12/23 22:05:13| INFO d_mul_sld_lr finished [took 180.9621s] +30/12/23 22:05:53| INFO d_m3w_sld_lr_is finished [took 75.4808s] +30/12/23 22:05:54| INFO d_m3w_sld_lr_ne finished [took 91.2674s] +30/12/23 22:06:08| INFO ref finished [took 78.1416s] +30/12/23 22:06:15| INFO doc finished [took 75.1233s] +30/12/23 22:06:17| INFO d_bin_sld_lr_is finished [took 102.7615s] +30/12/23 22:06:22| INFO atc_mc finished [took 88.7997s] +30/12/23 22:06:34| INFO d_mul_sld_lr_is finished [took 118.2126s] +30/12/23 22:06:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00825) [took 24.0765s] +30/12/23 22:07:59| INFO d_bin_sld_lr_gs finished [took 83.4371s] +30/12/23 22:08:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00692) [took 20.3563s] +30/12/23 22:09:22| INFO d_mul_sld_lr_gs finished [took 82.1637s] +30/12/23 22:09:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00713) [took 11.8082s] +30/12/23 22:10:21| INFO d_m3w_sld_lr_gs finished [took 58.3338s] +30/12/23 22:10:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 490.6489s] +30/12/23 22:10:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started +30/12/23 22:12:30| INFO d_mul_sld_lr_ne finished [took 127.1738s] +30/12/23 22:12:36| INFO d_m3w_sld_lr_c finished [took 132.4252s] +30/12/23 22:12:42| INFO d_m3w_sld_lr_mc finished [took 138.5915s] +30/12/23 22:12:45| INFO d_m3w_sld_lr finished [took 142.9938s] +30/12/23 22:13:28| INFO d_bin_sld_lr_ne finished [took 184.8666s] +30/12/23 22:13:31| INFO d_mul_sld_lr_c finished [took 187.4855s] +30/12/23 22:13:31| INFO d_mul_sld_lr finished [took 187.5351s] +30/12/23 22:13:33| INFO d_bin_sld_lr_c finished [took 189.6452s] +30/12/23 22:13:35| INFO d_mul_sld_lr_mc finished [took 192.1423s] +30/12/23 22:13:36| INFO d_bin_sld_lr_mc finished [took 192.9338s] +30/12/23 22:13:45| INFO d_bin_sld_lr finished [took 201.8639s] +30/12/23 22:14:06| INFO d_m3w_sld_lr_ne finished [took 95.0273s] +30/12/23 22:14:17| INFO d_mul_sld_lr_is finished [took 94.6809s] +30/12/23 22:14:29| INFO d_m3w_sld_lr_is finished [took 102.6650s] +30/12/23 22:14:34| INFO d_bin_sld_lr_is finished [took 117.2690s] +30/12/23 22:14:38| INFO atc_mc finished [took 66.8213s] +30/12/23 22:14:40| INFO doc finished [took 68.8874s] +30/12/23 22:14:41| INFO ref finished [took 72.3309s] +30/12/23 22:15:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00517) [took 22.0713s] +30/12/23 22:16:03| INFO d_bin_sld_lr_gs finished [took 80.7267s] +30/12/23 22:16:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00555) [took 18.5296s] +30/12/23 22:17:18| INFO d_mul_sld_lr_gs finished [took 74.3379s] +30/12/23 22:17:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00555) [took 11.9045s] +30/12/23 22:18:17| INFO d_m3w_sld_lr_gs finished [took 58.3692s] +30/12/23 22:18:17| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 476.0880s] +30/12/23 22:18:17| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started +30/12/23 22:20:26| INFO d_m3w_sld_lr_mc finished [took 126.1608s] +30/12/23 22:20:42| INFO d_m3w_sld_lr_c finished [took 142.2383s] +30/12/23 22:20:43| INFO d_m3w_sld_lr finished [took 143.0488s] +30/12/23 22:21:26| INFO d_mul_sld_lr finished [took 186.4229s] +30/12/23 22:21:37| INFO d_mul_sld_lr_ne finished [took 197.3263s] +30/12/23 22:21:44| INFO d_mul_sld_lr_mc finished [took 204.1555s] +30/12/23 22:21:57| INFO d_mul_sld_lr_c finished [took 217.2415s] +30/12/23 22:22:15| INFO d_m3w_sld_lr_ne finished [took 108.7762s] +30/12/23 22:23:01| INFO ref finished [took 82.9723s] +30/12/23 22:23:03| INFO d_bin_sld_lr_c finished [took 282.9564s] +30/12/23 22:23:04| INFO d_bin_sld_lr_mc finished [took 283.9592s] +30/12/23 22:23:05| INFO d_bin_sld_lr_ne finished [took 285.1965s] +30/12/23 22:23:09| INFO d_m3w_sld_lr_is finished [took 102.0401s] +30/12/23 22:23:14| INFO atc_mc finished [took 89.3598s] +30/12/23 22:23:18| INFO d_mul_sld_lr_is finished [took 154.5161s] +30/12/23 22:23:27| INFO doc finished [took 89.3607s] +30/12/23 22:23:34| INFO d_bin_sld_lr_is finished [took 171.1880s] +30/12/23 22:23:39| INFO d_bin_sld_lr finished [took 320.3284s] +30/12/23 22:24:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00790) [took 37.5662s] +30/12/23 22:25:13| INFO d_bin_sld_lr_gs finished [took 93.1555s] +30/12/23 22:25:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01476) [took 20.8710s] +30/12/23 22:26:40| INFO d_mul_sld_lr_gs finished [took 85.4534s] +30/12/23 22:26:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01499) [took 12.8781s] +30/12/23 22:27:40| INFO d_m3w_sld_lr_gs finished [took 59.5762s] +30/12/23 22:27:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 563.0941s] +30/12/23 22:27:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started +30/12/23 22:29:32| INFO d_mul_sld_lr_c finished [took 110.1936s] +30/12/23 22:29:54| INFO d_mul_sld_lr_ne finished [took 131.6168s] +30/12/23 22:30:01| INFO d_m3w_sld_lr_mc finished [took 139.1539s] +30/12/23 22:30:02| INFO d_m3w_sld_lr finished [took 139.4658s] +30/12/23 22:30:08| INFO d_m3w_sld_lr_c finished [took 145.9363s] +30/12/23 22:30:25| INFO d_bin_sld_lr finished [took 162.5147s] +30/12/23 22:30:26| INFO d_mul_sld_lr_mc finished [took 163.6268s] +30/12/23 22:30:27| INFO d_bin_sld_lr_ne finished [took 164.9625s] +30/12/23 22:30:28| INFO d_mul_sld_lr finished [took 165.7415s] +30/12/23 22:30:28| INFO d_bin_sld_lr_mc finished [took 165.6223s] +30/12/23 22:30:28| INFO d_bin_sld_lr_c finished [took 166.2445s] +30/12/23 22:31:20| INFO d_m3w_sld_lr_is finished [took 78.0149s] +30/12/23 22:31:23| INFO ref finished [took 74.5017s] +30/12/23 22:31:24| INFO d_m3w_sld_lr_ne finished [took 111.1919s] +30/12/23 22:31:37| INFO atc_mc finished [took 71.4102s] +30/12/23 22:31:39| INFO doc finished [took 72.5965s] +30/12/23 22:31:47| INFO d_bin_sld_lr_is finished [took 112.8236s] +30/12/23 22:31:50| INFO d_mul_sld_lr_is finished [took 108.9656s] +30/12/23 22:32:04| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00755) [took 13.2147s] +30/12/23 22:33:01| INFO d_bin_sld_lr_gs finished [took 70.2685s] +30/12/23 22:33:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00743) [took 17.6941s] +30/12/23 22:34:17| INFO d_mul_sld_lr_gs finished [took 74.8722s] +30/12/23 22:34:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00553) [took 19.0210s] +30/12/23 22:35:37| INFO d_m3w_sld_lr_gs finished [took 79.3151s] +30/12/23 22:35:37| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 476.6227s] +---------------------------------------------------------------------------------------------------- +31/12/23 04:29:03| INFO dataset rcv1_GCAT [pool size: 10] +31/12/23 04:29:04| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started +31/12/23 04:29:09| WARNING Method bin_sld_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 04:29:09| WARNING Method bin_sld_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 04:29:09| WARNING Method bin_sld_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 04:29:09| WARNING Method bin_sld_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 04:29:11| WARNING Method bin_sld_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 04:31:35| INFO m3w_sld_lr finished [took 148.9278s] +31/12/23 04:31:36| INFO ref finished [took 142.9430s] +31/12/23 04:31:39| INFO mul_sld_lr_is finished [took 148.0513s] +31/12/23 04:31:42| INFO mul_sld_lr_ne finished [took 153.3274s] +31/12/23 04:31:55| INFO m3w_sld_lr_c finished [took 166.8012s] +31/12/23 04:31:56| INFO m3w_sld_lr_mc finished [took 167.6484s] +31/12/23 04:31:58| INFO m3w_sld_lr_is finished [took 167.2514s] +31/12/23 04:32:01| INFO m3w_sld_lr_ne finished [took 170.1268s] +31/12/23 04:32:05| INFO mul_sld_lr_c finished [took 176.7877s] +31/12/23 04:32:06| INFO mul_sld_lr finished [took 177.8937s] +31/12/23 04:32:12| INFO mul_sld_lr_mc finished [took 183.6702s] +31/12/23 04:32:40| INFO doc finished [took 62.7939s] +31/12/23 04:32:43| INFO atc_mc finished [took 67.0148s] +31/12/23 04:32:45| WARNING Method bin_sld_lr_gs failed. Exception: no combination of hyperparameters seem to work +31/12/23 04:37:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00743) [took 308.7526s] +31/12/23 04:38:55| INFO mul_sld_lr_gs finished [took 368.7939s] +31/12/23 04:44:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00634) [took 315.5281s] +31/12/23 04:45:02| INFO m3w_sld_lr_gs finished [took 366.1632s] +31/12/23 04:45:02| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 958.1040s] +31/12/23 04:45:02| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started +31/12/23 04:47:40| INFO m3w_sld_lr_mc finished [took 155.2243s] +31/12/23 04:47:46| INFO m3w_sld_lr_c finished [took 161.9220s] +31/12/23 04:47:53| INFO m3w_sld_lr finished [took 168.1518s] +31/12/23 04:47:58| INFO bin_sld_lr finished [took 172.9172s] +31/12/23 04:48:00| INFO mul_sld_lr_c finished [took 175.1095s] +31/12/23 04:48:06| INFO bin_sld_lr_ne finished [took 181.3249s] +31/12/23 04:48:11| INFO bin_sld_lr_mc finished [took 187.2806s] +31/12/23 04:48:19| INFO mul_sld_lr_mc finished [took 194.2673s] +31/12/23 04:48:25| INFO mul_sld_lr finished [took 200.0137s] +31/12/23 04:48:26| INFO mul_sld_lr_ne finished [took 201.0139s] +31/12/23 04:48:29| INFO bin_sld_lr_c finished [took 204.4275s] +31/12/23 04:49:33| INFO m3w_sld_lr_is finished [took 93.8189s] +31/12/23 04:49:34| INFO atc_mc finished [took 87.4864s] +31/12/23 04:49:35| INFO doc finished [took 83.3140s] +31/12/23 04:49:40| INFO ref finished [took 99.4872s] +31/12/23 04:49:42| INFO mul_sld_lr_is finished [took 108.6447s] +31/12/23 04:49:43| INFO bin_sld_lr_is finished [took 115.5001s] +31/12/23 04:49:49| INFO m3w_sld_lr_ne finished [took 127.9026s] +31/12/23 04:51:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00509) [took 105.5067s] +31/12/23 04:52:36| INFO bin_sld_lr_gs finished [took 166.4662s] +31/12/23 05:00:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00688) [took 444.1057s] +31/12/23 05:01:01| INFO mul_sld_lr_gs finished [took 503.9164s] +31/12/23 05:06:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00730) [took 319.1908s] +31/12/23 05:07:13| INFO m3w_sld_lr_gs finished [took 371.3574s] +31/12/23 05:07:13| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1331.7806s] +31/12/23 05:07:13| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started +31/12/23 05:09:42| INFO m3w_sld_lr finished [took 146.3530s] +31/12/23 05:09:50| INFO m3w_sld_lr_mc finished [took 153.6461s] +31/12/23 05:09:53| INFO bin_sld_lr finished [took 157.4811s] +31/12/23 05:10:08| INFO m3w_sld_lr_c finished [took 171.7300s] +31/12/23 05:10:09| INFO bin_sld_lr_ne finished [took 172.3718s] +31/12/23 05:10:26| INFO bin_sld_lr_mc finished [took 190.8405s] +31/12/23 05:10:32| INFO mul_sld_lr finished [took 195.8347s] +31/12/23 05:10:37| INFO mul_sld_lr_ne finished [took 200.6735s] +31/12/23 05:10:37| INFO bin_sld_lr_c finished [took 201.2540s] +31/12/23 05:10:41| INFO mul_sld_lr_mc finished [took 205.0564s] +31/12/23 05:10:42| INFO mul_sld_lr_c finished [took 206.3849s] +31/12/23 05:11:31| INFO m3w_sld_lr_ne finished [took 107.7165s] +31/12/23 05:11:31| INFO ref finished [took 81.6545s] +31/12/23 05:11:45| INFO m3w_sld_lr_is finished [took 96.5562s] +31/12/23 05:11:49| INFO doc finished [took 76.6592s] +31/12/23 05:11:52| INFO mul_sld_lr_is finished [took 118.1350s] +31/12/23 05:11:55| INFO bin_sld_lr_is finished [took 124.5792s] +31/12/23 05:12:02| INFO atc_mc finished [took 95.2027s] +31/12/23 05:13:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00796) [took 112.7829s] +31/12/23 05:14:58| INFO bin_sld_lr_gs finished [took 175.2032s] +31/12/23 05:22:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00814) [took 442.1574s] +31/12/23 05:23:21| INFO mul_sld_lr_gs finished [took 502.2556s] +31/12/23 05:28:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00726) [took 317.8540s] +31/12/23 05:29:31| INFO m3w_sld_lr_gs finished [took 368.9093s] +31/12/23 05:29:31| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1337.5273s] +31/12/23 05:29:31| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started +31/12/23 05:31:50| INFO m3w_sld_lr finished [took 136.2330s] +31/12/23 05:32:20| INFO m3w_sld_lr_mc finished [took 166.6659s] +31/12/23 05:32:27| INFO mul_sld_lr_mc finished [took 174.7066s] +31/12/23 05:32:30| INFO m3w_sld_lr_c finished [took 176.2201s] +31/12/23 05:32:33| INFO bin_sld_lr_c finished [took 179.6911s] +31/12/23 05:32:35| INFO bin_sld_lr finished [took 181.8279s] +31/12/23 05:32:47| INFO bin_sld_lr_ne finished [took 193.6292s] +31/12/23 05:32:52| INFO mul_sld_lr_ne finished [took 198.8331s] +31/12/23 05:32:56| INFO mul_sld_lr finished [took 202.6624s] +31/12/23 05:32:57| INFO bin_sld_lr_mc finished [took 204.1362s] +31/12/23 05:33:00| INFO mul_sld_lr_c finished [took 207.1693s] +31/12/23 05:33:41| INFO m3w_sld_lr_ne finished [took 110.8927s] +31/12/23 05:33:54| INFO ref finished [took 80.1569s] +31/12/23 05:33:55| INFO atc_mc finished [took 78.7927s] +31/12/23 05:34:04| INFO m3w_sld_lr_is finished [took 93.3544s] +31/12/23 05:34:14| INFO bin_sld_lr_is finished [took 113.3313s] +31/12/23 05:34:19| INFO doc finished [took 91.3486s] +31/12/23 05:34:33| INFO mul_sld_lr_is finished [took 124.6265s] +31/12/23 05:36:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00627) [took 110.4382s] +31/12/23 05:37:23| INFO bin_sld_lr_gs finished [took 169.6635s] +31/12/23 05:44:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00641) [took 442.8995s] +31/12/23 05:45:52| INFO mul_sld_lr_gs finished [took 507.5934s] +31/12/23 05:51:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00684) [took 312.8613s] +31/12/23 05:51:57| INFO m3w_sld_lr_gs finished [took 364.4713s] +31/12/23 05:51:57| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1345.9154s] +31/12/23 05:51:57| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started +31/12/23 05:53:47| INFO m3w_sld_lr_mc finished [took 108.8738s] +31/12/23 05:54:55| INFO m3w_sld_lr finished [took 176.0883s] +31/12/23 05:54:55| INFO m3w_sld_lr_c finished [took 175.9848s] +31/12/23 05:55:06| INFO mul_sld_lr finished [took 187.8500s] +31/12/23 05:55:10| INFO bin_sld_lr_c finished [took 191.0208s] +31/12/23 05:55:18| INFO mul_sld_lr_c finished [took 199.0530s] +31/12/23 05:55:19| INFO bin_sld_lr finished [took 200.0996s] +31/12/23 05:55:20| INFO bin_sld_lr_mc finished [took 201.8631s] +31/12/23 05:55:22| INFO mul_sld_lr_ne finished [took 202.9292s] +31/12/23 05:55:22| INFO bin_sld_lr_ne finished [took 203.3925s] +31/12/23 05:55:27| INFO mul_sld_lr_mc finished [took 207.9965s] +31/12/23 05:55:39| INFO m3w_sld_lr_ne finished [took 111.5508s] +31/12/23 05:56:22| INFO ref finished [took 71.5869s] +31/12/23 05:56:35| INFO m3w_sld_lr_is finished [took 88.4079s] +31/12/23 05:56:39| INFO doc finished [took 79.6497s] +31/12/23 05:56:41| INFO bin_sld_lr_is finished [took 105.8210s] +31/12/23 05:56:46| INFO mul_sld_lr_is finished [took 111.2888s] +31/12/23 05:56:50| INFO atc_mc finished [took 91.6622s] +31/12/23 05:58:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00771) [took 117.8565s] +31/12/23 05:59:48| INFO bin_sld_lr_gs finished [took 177.9303s] +31/12/23 06:07:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00811) [took 437.2570s] +31/12/23 06:08:10| INFO mul_sld_lr_gs finished [took 501.5099s] +31/12/23 06:13:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00644) [took 315.0652s] +31/12/23 06:14:17| INFO m3w_sld_lr_gs finished [took 366.3772s] +31/12/23 06:14:17| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1340.3213s] +31/12/23 06:14:17| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started +31/12/23 06:17:02| INFO m3w_sld_lr finished [took 162.5622s] +31/12/23 06:17:03| INFO m3w_sld_lr_c finished [took 163.2814s] +31/12/23 06:17:06| INFO m3w_sld_lr_mc finished [took 166.2649s] +31/12/23 06:17:10| INFO bin_sld_lr_mc finished [took 169.9237s] +31/12/23 06:17:25| INFO bin_sld_lr_ne finished [took 185.2862s] +31/12/23 06:17:31| INFO mul_sld_lr_ne finished [took 191.8614s] +31/12/23 06:17:38| INFO mul_sld_lr_mc finished [took 198.4219s] +31/12/23 06:17:39| INFO bin_sld_lr_c finished [took 199.0135s] +31/12/23 06:17:43| INFO mul_sld_lr finished [took 204.5123s] +31/12/23 06:17:46| INFO bin_sld_lr finished [took 205.9578s] +31/12/23 06:17:50| INFO mul_sld_lr_c finished [took 210.5683s] +31/12/23 06:18:35| INFO m3w_sld_lr_is finished [took 84.6632s] +31/12/23 06:18:40| INFO m3w_sld_lr_ne finished [took 97.3508s] +31/12/23 06:18:44| INFO ref finished [took 78.0603s] +31/12/23 06:18:58| INFO bin_sld_lr_is finished [took 114.3485s] +31/12/23 06:19:05| INFO mul_sld_lr_is finished [took 118.3739s] +31/12/23 06:19:08| INFO atc_mc finished [took 95.5520s] +31/12/23 06:19:10| INFO doc finished [took 91.1209s] +31/12/23 06:21:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00606) [took 111.9199s] +31/12/23 06:22:03| INFO bin_sld_lr_gs finished [took 172.4054s] +31/12/23 06:29:29| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00690) [took 444.5934s] +31/12/23 06:30:35| INFO mul_sld_lr_gs finished [took 510.6583s] +31/12/23 06:35:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00650) [took 312.3419s] +31/12/23 06:36:39| INFO m3w_sld_lr_gs finished [took 363.7630s] +31/12/23 06:36:39| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1342.0054s] +31/12/23 06:36:39| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started +31/12/23 06:39:09| INFO m3w_sld_lr_mc finished [took 148.4988s] +31/12/23 06:39:14| INFO m3w_sld_lr finished [took 152.5585s] +31/12/23 06:39:20| INFO bin_sld_lr_ne finished [took 158.0023s] +31/12/23 06:39:31| INFO m3w_sld_lr_c finished [took 169.3968s] +31/12/23 06:40:05| INFO bin_sld_lr_mc finished [took 202.9657s] +31/12/23 06:40:12| INFO mul_sld_lr_c finished [took 210.5151s] +31/12/23 06:40:12| INFO bin_sld_lr finished [took 210.6538s] +31/12/23 06:40:12| INFO bin_sld_lr_c finished [took 210.7503s] +31/12/23 06:40:18| INFO mul_sld_lr finished [took 216.7409s] +31/12/23 06:40:21| INFO mul_sld_lr_ne finished [took 219.8677s] +31/12/23 06:40:25| INFO mul_sld_lr_mc finished [took 223.7507s] +31/12/23 06:41:07| INFO m3w_sld_lr_ne finished [took 116.4922s] +31/12/23 06:41:10| INFO m3w_sld_lr_is finished [took 98.4937s] +31/12/23 06:41:15| INFO ref finished [took 70.0663s] +31/12/23 06:41:20| INFO bin_sld_lr_is finished [took 125.3731s] +31/12/23 06:41:31| INFO doc finished [took 77.6529s] +31/12/23 06:41:37| INFO mul_sld_lr_is finished [took 136.7318s] +31/12/23 06:41:42| INFO atc_mc finished [took 89.0127s] +31/12/23 06:43:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00490) [took 106.4544s] +31/12/23 06:44:32| INFO bin_sld_lr_gs finished [took 169.5516s] +31/12/23 06:51:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00615) [took 436.3402s] +31/12/23 06:52:51| INFO mul_sld_lr_gs finished [took 498.3355s] +31/12/23 06:58:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00549) [took 312.8125s] +31/12/23 06:58:56| INFO m3w_sld_lr_gs finished [took 364.1569s] +31/12/23 06:58:56| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1336.8644s] +31/12/23 06:58:56| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started +31/12/23 07:01:09| INFO m3w_sld_lr finished [took 131.2282s] +31/12/23 07:01:36| INFO m3w_sld_lr_c finished [took 156.9440s] +31/12/23 07:01:52| INFO m3w_sld_lr_mc finished [took 173.0871s] +31/12/23 07:02:23| INFO bin_sld_lr finished [took 204.7198s] +31/12/23 07:02:26| INFO mul_sld_lr finished [took 206.9786s] +31/12/23 07:02:36| INFO bin_sld_lr_mc finished [took 217.2802s] +31/12/23 07:02:45| INFO bin_sld_lr_ne finished [took 226.0142s] +31/12/23 07:02:53| INFO mul_sld_lr_ne finished [took 233.6834s] +31/12/23 07:02:56| INFO bin_sld_lr_c finished [took 237.0562s] +31/12/23 07:03:11| INFO mul_sld_lr_c finished [took 252.3188s] +31/12/23 07:03:13| INFO mul_sld_lr_mc finished [took 254.6116s] +31/12/23 07:03:16| INFO m3w_sld_lr_ne finished [took 126.4436s] +31/12/23 07:03:35| INFO bin_sld_lr_is finished [took 117.8242s] +31/12/23 07:03:50| INFO ref finished [took 83.2772s] +31/12/23 07:03:53| INFO m3w_sld_lr_is finished [took 88.5527s] +31/12/23 07:04:01| INFO atc_mc finished [took 84.1215s] +31/12/23 07:04:06| INFO doc finished [took 79.7621s] +31/12/23 07:04:32| INFO mul_sld_lr_is finished [took 159.3799s] +31/12/23 07:06:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00815) [took 102.3599s] +31/12/23 07:07:15| INFO bin_sld_lr_gs finished [took 161.7306s] +31/12/23 07:14:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00817) [took 430.9727s] +31/12/23 07:15:25| INFO mul_sld_lr_gs finished [took 489.5789s] +31/12/23 07:20:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00919) [took 315.8126s] +31/12/23 07:21:33| INFO m3w_sld_lr_gs finished [took 366.8937s] +31/12/23 07:21:33| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1356.7239s] +31/12/23 07:21:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started +31/12/23 07:23:38| INFO m3w_sld_lr_c finished [took 123.6497s] +31/12/23 07:24:25| INFO m3w_sld_lr_mc finished [took 170.0637s] +31/12/23 07:24:28| INFO m3w_sld_lr finished [took 172.9901s] +31/12/23 07:24:33| INFO mul_sld_lr_c finished [took 178.0851s] +31/12/23 07:24:35| INFO bin_sld_lr_ne finished [took 180.5580s] +31/12/23 07:24:39| INFO bin_sld_lr_c finished [took 184.4149s] +31/12/23 07:24:43| INFO bin_sld_lr_mc finished [took 187.8658s] +31/12/23 07:24:44| INFO bin_sld_lr finished [took 189.6475s] +31/12/23 07:25:13| INFO mul_sld_lr_ne finished [took 217.6381s] +31/12/23 07:25:26| INFO mul_sld_lr_mc finished [took 231.2251s] +31/12/23 07:25:36| INFO mul_sld_lr finished [took 240.9098s] +31/12/23 07:25:52| INFO m3w_sld_lr_ne finished [took 133.7076s] +31/12/23 07:26:02| INFO ref finished [took 85.7356s] +31/12/23 07:26:04| INFO m3w_sld_lr_is finished [took 90.0249s] +31/12/23 07:26:07| INFO atc_mc finished [took 87.0092s] +31/12/23 07:26:24| INFO doc finished [took 100.6301s] +31/12/23 07:26:37| INFO bin_sld_lr_is finished [took 130.8012s] +31/12/23 07:26:55| INFO mul_sld_lr_is finished [took 146.6380s] +31/12/23 07:28:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00626) [took 84.4279s] +31/12/23 07:29:20| INFO bin_sld_lr_gs finished [took 144.0204s] +31/12/23 07:36:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00929) [took 410.2443s] +31/12/23 07:37:10| INFO mul_sld_lr_gs finished [took 469.6149s] +31/12/23 07:42:21| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00610) [took 310.1227s] +31/12/23 07:43:13| INFO m3w_sld_lr_gs finished [took 362.5125s] +31/12/23 07:43:13| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 1300.3426s] +---------------------------------------------------------------------------------------------------- +31/12/23 12:06:40| INFO dataset rcv1_GCAT [pool size: 10] +31/12/23 12:06:40| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started +31/12/23 12:06:44| WARNING Method d_mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 12:06:44| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 12:06:45| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 12:06:45| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 12:06:45| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 12:06:45| WARNING Method d_mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 12:06:46| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 12:06:46| WARNING Method d_mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 12:06:46| WARNING Method d_mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 12:06:47| WARNING Method d_mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 12:08:03| INFO doc finished [took 77.2888s] +31/12/23 12:08:32| INFO ref finished [took 105.5161s] +31/12/23 12:08:39| INFO atc_mc finished [took 112.1617s] +31/12/23 12:17:09| INFO d_m3w_kde_lr finished [took 623.6934s] +31/12/23 12:17:09| INFO d_m3w_kde_lr_c finished [took 624.3019s] +31/12/23 12:17:14| INFO d_m3w_kde_lr_is finished [took 628.1811s] +31/12/23 12:17:15| INFO d_m3w_kde_lr_mc finished [took 630.1446s] +31/12/23 12:17:20| INFO d_m3w_kde_lr_ne finished [took 634.2051s] +31/12/23 12:17:31| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +31/12/23 12:18:00| WARNING Method d_mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +31/12/23 12:18:27| DEBUG [size=11,place=1] best score = 0.00560234; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.885s] +31/12/23 12:18:27| DEBUG [size=11,place=2] best score = 0.00650517; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.886s] +31/12/23 12:20:24| DEBUG [size=52,place=1] best score = 0.00545600; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 117.263s] +31/12/23 12:20:24| DEBUG [size=52,place=2] best score = 0.00555356; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 117.264s] +31/12/23 12:21:31| DEBUG [size=29,place=1] best score = 0.00525826; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 66.959s] +31/12/23 12:21:31| DEBUG [size=29,place=2] best score = 0.00526635; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 66.959s] +31/12/23 12:22:26| DEBUG [size=23,place=1] best score = 0.00525354; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 54.561s] +31/12/23 12:22:26| DEBUG [size=23,place=2] best score = 0.00527046; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 54.561s] +31/12/23 12:23:00| DEBUG [size=12,place=1] best score = 0.00575803; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 34.183s] +31/12/23 12:23:00| DEBUG [size=12,place=2] best score = 0.00575832; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 34.183s] +31/12/23 12:23:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} (score=0.00525) [took 298.9736s] +31/12/23 12:28:56| INFO d_m3w_kde_lr_gs finished [took 654.8256s] +31/12/23 12:28:56| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 1335.7231s] +31/12/23 12:28:56| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started +31/12/23 12:40:16| INFO d_bin_kde_lr_mc finished [took 674.9057s] +31/12/23 12:40:23| INFO d_bin_kde_lr_c finished [took 683.8804s] +31/12/23 12:40:27| INFO d_bin_kde_lr_ne finished [took 685.1134s] +31/12/23 12:40:37| INFO d_bin_kde_lr finished [took 695.5570s] +31/12/23 12:43:40| INFO d_m3w_kde_lr_c finished [took 878.5515s] +31/12/23 12:44:01| INFO d_m3w_kde_lr_mc finished [took 899.7878s] +31/12/23 12:44:02| INFO d_m3w_kde_lr finished [took 900.9292s] +31/12/23 12:44:04| INFO d_mul_kde_lr_c finished [took 902.3431s] +31/12/23 12:44:42| INFO d_mul_kde_lr_ne finished [took 941.6789s] +31/12/23 12:44:45| INFO ref finished [took 64.2231s] +31/12/23 12:45:13| INFO d_mul_kde_lr finished [took 972.6061s] +31/12/23 12:45:21| INFO doc finished [took 77.3555s] +31/12/23 12:45:32| INFO d_mul_kde_lr_mc finished [took 990.7052s] +31/12/23 12:45:34| INFO atc_mc finished [took 91.4858s] +31/12/23 12:49:24| INFO d_bin_kde_lr_is finished [took 539.9356s] +31/12/23 12:51:31| INFO d_m3w_kde_lr_is finished [took 653.1885s] +31/12/23 12:51:34| INFO d_m3w_kde_lr_ne finished [took 676.9458s] +31/12/23 12:52:18| INFO d_mul_kde_lr_is finished [took 710.5415s] +31/12/23 12:52:38| DEBUG [size=11,place=1] best score = 0.00546945; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 19.133s] +31/12/23 12:52:38| DEBUG [size=11,place=2] best score = 0.00892257; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 19.133s] +31/12/23 12:53:37| DEBUG [size=34,place=1] best score = 0.00548559; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 59.126s] +31/12/23 12:53:37| DEBUG [size=34,place=2] best score = 0.00549191; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 59.127s] +31/12/23 12:53:38| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} (score=0.00547) [took 78.3662s] +31/12/23 12:58:22| INFO d_bin_kde_lr_gs finished [took 362.7772s] +31/12/23 12:58:50| DEBUG [size=11,place=1] best score = 0.00751715; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.485s] +31/12/23 12:58:50| DEBUG [size=11,place=2] best score = 0.00932389; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.486s] +31/12/23 13:01:01| DEBUG [size=52,place=1] best score = 0.00662468; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 130.768s] +31/12/23 13:01:01| DEBUG [size=52,place=2] best score = 0.00664647; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.769s] +31/12/23 13:02:47| DEBUG [size=39,place=1] best score = 0.00646103; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 106.329s] +31/12/23 13:02:47| DEBUG [size=39,place=2] best score = 0.00647145; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 106.329s] +31/12/23 13:03:34| DEBUG [size=12,place=1] best score = 0.00734361; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 46.516s] +31/12/23 13:03:34| DEBUG [size=12,place=2] best score = 0.00759760; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 46.517s] +31/12/23 13:03:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} (score=0.00646) [took 311.2195s] +31/12/23 13:11:19| INFO d_mul_kde_lr_gs finished [took 775.9752s] +31/12/23 13:11:49| DEBUG [size=11,place=1] best score = 0.00657993; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.826s] +31/12/23 13:11:49| DEBUG [size=11,place=2] best score = 0.00840696; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.826s] +31/12/23 13:13:35| DEBUG [size=49,place=1] best score = 0.00575234; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 106.778s] +31/12/23 13:13:35| DEBUG [size=49,place=2] best score = 0.00612694; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 106.778s] +31/12/23 13:14:43| DEBUG [size=32,place=1] best score = 0.00559125; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 67.897s] +31/12/23 13:14:43| DEBUG [size=32,place=2] best score = 0.00573950; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 67.897s] +31/12/23 13:15:20| DEBUG [size=14,place=1] best score = 0.00560337; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.278s] +31/12/23 13:15:20| DEBUG [size=14,place=2] best score = 0.00578190; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 36.278s] +31/12/23 13:15:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00559) [took 239.8986s] +31/12/23 13:19:49| INFO d_m3w_kde_lr_gs finished [took 509.7543s] +31/12/23 13:19:49| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 3053.4509s] +31/12/23 13:19:49| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started +31/12/23 13:30:58| INFO d_bin_kde_lr_ne finished [took 666.1762s] +31/12/23 13:31:03| INFO d_bin_kde_lr finished [took 671.2058s] +31/12/23 13:31:12| INFO d_bin_kde_lr_mc finished [took 679.8859s] +31/12/23 13:31:15| INFO d_bin_kde_lr_c finished [took 682.4604s] +31/12/23 13:34:09| INFO d_m3w_kde_lr_c finished [took 856.6240s] +31/12/23 13:34:12| INFO d_m3w_kde_lr_mc finished [took 859.7735s] +31/12/23 13:35:16| INFO d_m3w_kde_lr finished [took 923.8143s] +31/12/23 13:35:29| INFO ref finished [took 79.1513s] +31/12/23 13:35:44| INFO atc_mc finished [took 91.3567s] +31/12/23 13:36:01| INFO d_mul_kde_lr finished [took 968.7042s] +31/12/23 13:36:09| INFO d_mul_kde_lr_mc finished [took 977.1133s] +31/12/23 13:36:18| INFO doc finished [took 61.7129s] +31/12/23 13:36:29| INFO d_mul_kde_lr_c finished [took 997.2926s] +31/12/23 13:36:37| INFO d_mul_kde_lr_ne finished [took 1004.5901s] +31/12/23 13:39:25| INFO d_bin_kde_lr_is finished [took 500.7158s] +31/12/23 13:42:14| INFO d_m3w_kde_lr_ne finished [took 675.3242s] +31/12/23 13:42:18| INFO d_m3w_kde_lr_is finished [took 662.7262s] +31/12/23 13:42:54| INFO d_mul_kde_lr_is finished [took 701.1595s] +31/12/23 13:43:12| DEBUG [size=11,place=1] best score = 0.01207423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.512s] +31/12/23 13:43:12| DEBUG [size=11,place=2] best score = 0.01343104; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.512s] +31/12/23 13:44:26| DEBUG [size=52,place=1] best score = 0.01201490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 73.761s] +31/12/23 13:44:26| DEBUG [size=52,place=2] best score = 0.01207441; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 73.761s] +31/12/23 13:45:12| DEBUG [size=31,place=1] best score = 0.01192268; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 45.882s] +31/12/23 13:45:12| DEBUG [size=31,place=2] best score = 0.01194898; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 45.883s] +31/12/23 13:45:35| DEBUG [size=12,place=1] best score = 0.01232621; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 22.589s] +31/12/23 13:45:35| DEBUG [size=12,place=2] best score = 0.01238549; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 22.590s] +31/12/23 13:45:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} (score=0.01192) [took 159.8567s] +31/12/23 13:49:46| INFO d_bin_kde_lr_gs finished [took 411.1548s] +31/12/23 13:50:15| DEBUG [size=11,place=1] best score = 0.01186411; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 28.220s] +31/12/23 13:50:15| DEBUG [size=11,place=2] best score = 0.01350003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.220s] +31/12/23 13:52:20| DEBUG [size=51,place=1] best score = 0.01173254; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': ['isoft']} [took 125.201s] +31/12/23 13:52:20| DEBUG [size=51,place=2] best score = 0.01331959; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 125.202s] +31/12/23 13:53:44| DEBUG [size=33,place=1] best score = 0.01167762; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 83.980s] +31/12/23 13:53:44| DEBUG [size=33,place=2] best score = 0.01175515; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 83.980s] +31/12/23 13:54:34| DEBUG [size=14,place=1] best score = 0.01404539; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 50.058s] +31/12/23 13:54:34| DEBUG [size=14,place=2] best score = 0.01438945; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 50.059s] +31/12/23 13:54:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} (score=0.01168) [took 287.5750s] +31/12/23 14:01:17| INFO d_mul_kde_lr_gs finished [took 690.5670s] +31/12/23 14:01:46| DEBUG [size=11,place=1] best score = 0.00755614; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.441s] +31/12/23 14:01:46| DEBUG [size=11,place=2] best score = 0.00873600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.442s] +31/12/23 14:03:42| DEBUG [size=52,place=1] best score = 0.00745337; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 116.358s] +31/12/23 14:03:42| DEBUG [size=52,place=2] best score = 0.00746821; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 116.358s] +31/12/23 14:04:15| DEBUG [size=16,place=1] best score = 0.00803786; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 32.957s] +31/12/23 14:04:15| DEBUG [size=16,place=2] best score = 0.00843927; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 32.957s] +31/12/23 14:04:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00745) [took 176.8737s] +31/12/23 14:09:18| INFO d_m3w_kde_lr_gs finished [took 480.1391s] +31/12/23 14:09:18| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 2968.8965s] +31/12/23 14:09:18| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started +31/12/23 14:18:54| INFO d_bin_kde_lr finished [took 573.0264s] +31/12/23 14:19:15| INFO d_bin_kde_lr_ne finished [took 591.2163s] +31/12/23 14:19:18| INFO d_bin_kde_lr_mc finished [took 595.1228s] +31/12/23 14:19:44| INFO d_bin_kde_lr_c finished [took 620.5682s] +31/12/23 14:21:41| INFO d_mul_kde_lr finished [took 737.4221s] +31/12/23 14:22:39| INFO d_m3w_kde_lr finished [took 796.2187s] +31/12/23 14:22:45| INFO d_m3w_kde_lr_mc finished [took 801.3335s] +31/12/23 14:22:58| INFO ref finished [took 76.2930s] +31/12/23 14:23:39| INFO d_mul_kde_lr_ne finished [took 855.4809s] +31/12/23 14:23:51| INFO d_m3w_kde_lr_c finished [took 867.1265s] +31/12/23 14:24:00| INFO atc_mc finished [took 79.9546s] +31/12/23 14:24:05| INFO d_mul_kde_lr_mc finished [took 881.6328s] +31/12/23 14:24:14| INFO doc finished [took 88.1236s] +31/12/23 14:24:34| INFO d_mul_kde_lr_c finished [took 910.9922s] +31/12/23 14:26:43| INFO d_bin_kde_lr_is finished [took 448.0265s] +31/12/23 14:30:11| INFO d_m3w_kde_lr_ne finished [took 675.8455s] +31/12/23 14:30:39| INFO d_m3w_kde_lr_is finished [took 654.7111s] +31/12/23 14:30:53| INFO d_mul_kde_lr_is finished [took 694.3688s] +31/12/23 14:31:12| DEBUG [size=11,place=1] best score = 0.00752567; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.300s] +31/12/23 14:31:12| DEBUG [size=11,place=2] best score = 0.00809629; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.301s] +31/12/23 14:32:26| DEBUG [size=52,place=1] best score = 0.00733754; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.506s] +31/12/23 14:32:26| DEBUG [size=52,place=2] best score = 0.00734099; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 74.506s] +31/12/23 14:33:28| DEBUG [size=42,place=1] best score = 0.00734500; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 61.779s] +31/12/23 14:33:28| DEBUG [size=42,place=2] best score = 0.00737745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 61.779s] +31/12/23 14:33:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00734) [took 153.7021s] +31/12/23 14:37:22| INFO d_bin_kde_lr_gs finished [took 387.8261s] +31/12/23 14:37:52| DEBUG [size=11,place=1] best score = 0.00691869; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.401s] +31/12/23 14:37:52| DEBUG [size=11,place=2] best score = 0.00740065; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.401s] +31/12/23 14:40:13| DEBUG [size=52,place=1] best score = 0.00671200; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 140.500s] +31/12/23 14:40:13| DEBUG [size=52,place=2] best score = 0.00678907; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 140.500s] +31/12/23 14:40:53| DEBUG [size=16,place=1] best score = 0.00691467; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 39.859s] +31/12/23 14:40:53| DEBUG [size=16,place=2] best score = 0.00698267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 39.859s] +31/12/23 14:40:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00671) [took 209.8730s] +31/12/23 14:47:18| INFO d_mul_kde_lr_gs finished [took 595.6705s] +31/12/23 14:47:47| DEBUG [size=11,place=1] best score = 0.01043733; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 28.258s] +31/12/23 14:47:47| DEBUG [size=11,place=2] best score = 0.01056988; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 28.258s] +31/12/23 14:49:50| DEBUG [size=53,place=1] best score = 0.00719852; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 122.243s] +31/12/23 14:49:50| DEBUG [size=53,place=2] best score = 0.00768863; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 122.244s] +31/12/23 14:51:00| DEBUG [size=30,place=1] best score = 0.00701043; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 69.834s] +31/12/23 14:51:00| DEBUG [size=30,place=2] best score = 0.00713442; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.834s] +31/12/23 14:52:27| DEBUG [size=42,place=1] best score = 0.00685984; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.165s] +31/12/23 14:52:27| DEBUG [size=42,place=2] best score = 0.00764834; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.166s] +31/12/23 14:53:47| DEBUG [size=38,place=1] best score = 0.00984234; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.508s] +31/12/23 14:53:47| DEBUG [size=38,place=2] best score = 0.01001682; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 80.508s] +31/12/23 14:53:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00686) [took 388.1310s] +31/12/23 14:58:22| INFO d_m3w_kde_lr_gs finished [took 662.7868s] +31/12/23 14:58:22| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 2943.5961s] +31/12/23 14:58:22| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started +31/12/23 15:07:54| INFO d_bin_kde_lr_mc finished [took 571.1421s] +31/12/23 15:08:05| INFO d_bin_kde_lr finished [took 581.0277s] +31/12/23 15:08:32| INFO d_bin_kde_lr_ne finished [took 608.2687s] +31/12/23 15:08:43| INFO d_bin_kde_lr_c finished [took 619.7136s] +31/12/23 15:11:26| INFO d_m3w_kde_lr finished [took 782.5001s] +31/12/23 15:11:49| INFO d_mul_kde_lr_mc finished [took 804.8717s] +31/12/23 15:12:25| INFO d_m3w_kde_lr_mc finished [took 841.6918s] +31/12/23 15:12:29| INFO d_m3w_kde_lr_c finished [took 845.0167s] +31/12/23 15:12:45| INFO ref finished [took 78.8028s] +31/12/23 15:13:05| INFO atc_mc finished [took 76.0877s] +31/12/23 15:13:16| INFO d_mul_kde_lr_ne finished [took 892.1506s] +31/12/23 15:13:24| INFO d_mul_kde_lr finished [took 900.5367s] +31/12/23 15:13:41| INFO doc finished [took 75.2958s] +31/12/23 15:14:08| INFO d_mul_kde_lr_c finished [took 944.2537s] +31/12/23 15:16:02| INFO d_bin_kde_lr_is finished [took 476.5972s] +31/12/23 15:19:23| INFO d_m3w_kde_lr_is finished [took 638.8024s] +31/12/23 15:19:27| INFO d_m3w_kde_lr_ne finished [took 692.6794s] +31/12/23 15:20:14| INFO d_mul_kde_lr_is finished [took 701.4169s] +31/12/23 15:20:31| DEBUG [size=11,place=1] best score = 0.01023366; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 16.251s] +31/12/23 15:20:31| DEBUG [size=11,place=2] best score = 0.01047307; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 16.251s] +31/12/23 15:21:39| DEBUG [size=52,place=1] best score = 0.00984704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 68.820s] +31/12/23 15:21:39| DEBUG [size=52,place=2] best score = 0.01018853; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 68.821s] +31/12/23 15:22:21| DEBUG [size=31,place=1] best score = 0.01018998; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 41.978s] +31/12/23 15:22:21| DEBUG [size=31,place=2] best score = 0.01020192; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 41.978s] +31/12/23 15:22:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00985) [took 127.1579s] +31/12/23 15:26:19| INFO d_bin_kde_lr_gs finished [took 364.5053s] +31/12/23 15:26:46| DEBUG [size=11,place=1] best score = 0.01009789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 26.853s] +31/12/23 15:26:46| DEBUG [size=11,place=2] best score = 0.01084313; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 26.853s] +31/12/23 15:28:55| DEBUG [size=52,place=1] best score = 0.00999761; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} [took 129.172s] +31/12/23 15:28:55| DEBUG [size=52,place=2] best score = 0.01000562; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': None} [took 129.173s] +31/12/23 15:29:44| DEBUG [size=15,place=1] best score = 0.01037213; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 48.856s] +31/12/23 15:29:44| DEBUG [size=15,place=2] best score = 0.01038980; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 48.857s] +31/12/23 15:29:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.01000) [took 204.9983s] +31/12/23 15:37:09| INFO d_mul_kde_lr_gs finished [took 649.7456s] +31/12/23 15:37:36| DEBUG [size=11,place=1] best score = 0.00938663; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 26.708s] +31/12/23 15:37:36| DEBUG [size=11,place=2] best score = 0.00939312; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 26.709s] +31/12/23 15:39:22| DEBUG [size=51,place=1] best score = 0.00908576; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 105.834s] +31/12/23 15:39:22| DEBUG [size=51,place=2] best score = 0.00926007; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 105.834s] +31/12/23 15:40:18| DEBUG [size=27,place=1] best score = 0.00916850; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 55.450s] +31/12/23 15:40:18| DEBUG [size=27,place=2] best score = 0.00926569; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 55.450s] +31/12/23 15:40:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00909) [took 188.1087s] +31/12/23 15:44:15| INFO d_m3w_kde_lr_gs finished [took 425.8182s] +31/12/23 15:44:15| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 2753.3931s] +31/12/23 15:44:15| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started +31/12/23 15:54:32| INFO d_bin_kde_lr_ne finished [took 613.7645s] +31/12/23 15:54:34| INFO d_bin_kde_lr_c finished [took 616.1243s] +31/12/23 15:54:37| INFO d_bin_kde_lr finished [took 618.9641s] +31/12/23 15:54:38| INFO d_bin_kde_lr_mc finished [took 619.8938s] +31/12/23 15:56:44| INFO d_mul_kde_lr finished [took 745.7867s] +31/12/23 15:57:47| INFO d_m3w_kde_lr finished [took 809.4852s] +31/12/23 15:58:01| INFO ref finished [took 76.8044s] +31/12/23 15:58:16| INFO d_m3w_kde_lr_c finished [took 838.5424s] +31/12/23 15:58:29| INFO d_mul_kde_lr_c finished [took 851.8652s] +31/12/23 15:58:29| INFO d_m3w_kde_lr_mc finished [took 851.6036s] +31/12/23 15:58:36| INFO d_mul_kde_lr_ne finished [took 858.9832s] +31/12/23 15:59:11| INFO doc finished [took 69.3650s] +31/12/23 15:59:14| INFO atc_mc finished [took 85.8927s] +31/12/23 15:59:56| INFO d_mul_kde_lr_mc finished [took 938.5268s] +31/12/23 16:02:09| INFO d_bin_kde_lr_is finished [took 454.0845s] +31/12/23 16:05:33| INFO d_m3w_kde_lr_ne finished [took 660.6474s] +31/12/23 16:05:40| INFO d_m3w_kde_lr_is finished [took 662.0380s] +31/12/23 16:06:15| INFO d_mul_kde_lr_is finished [took 697.8607s] +31/12/23 16:06:34| DEBUG [size=11,place=1] best score = 0.00926199; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 17.708s] +31/12/23 16:06:34| DEBUG [size=11,place=2] best score = 0.00943991; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 17.709s] +31/12/23 16:07:49| DEBUG [size=52,place=1] best score = 0.00905370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 75.586s] +31/12/23 16:07:49| DEBUG [size=52,place=2] best score = 0.00913371; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 75.587s] +31/12/23 16:08:36| DEBUG [size=31,place=1] best score = 0.00889463; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 46.122s] +31/12/23 16:08:36| DEBUG [size=31,place=2] best score = 0.00903304; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 46.122s] +31/12/23 16:08:57| DEBUG [size=12,place=1] best score = 0.00902277; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 21.102s] +31/12/23 16:08:57| DEBUG [size=12,place=2] best score = 0.00904340; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 21.103s] +31/12/23 16:08:57| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00889) [took 160.6391s] +31/12/23 16:13:08| INFO d_bin_kde_lr_gs finished [took 412.3118s] +31/12/23 16:13:39| DEBUG [size=11,place=1] best score = 0.00938623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.668s] +31/12/23 16:13:39| DEBUG [size=11,place=2] best score = 0.00993810; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.668s] +31/12/23 16:15:59| DEBUG [size=52,place=1] best score = 0.00901460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 140.627s] +31/12/23 16:15:59| DEBUG [size=52,place=2] best score = 0.00902488; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 140.627s] +31/12/23 16:16:42| DEBUG [size=14,place=1] best score = 0.00927310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 42.420s] +31/12/23 16:16:42| DEBUG [size=14,place=2] best score = 0.00929318; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 42.420s] +31/12/23 16:16:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00901) [took 212.8257s] +31/12/23 16:22:26| INFO d_mul_kde_lr_gs finished [took 557.2379s] +31/12/23 16:22:57| DEBUG [size=11,place=1] best score = 0.01022782; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 29.522s] +31/12/23 16:22:57| DEBUG [size=11,place=2] best score = 0.01052411; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 29.523s] +31/12/23 16:25:01| DEBUG [size=52,place=1] best score = 0.00997560; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 124.477s] +31/12/23 16:25:01| DEBUG [size=52,place=2] best score = 0.01001120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 124.478s] +31/12/23 16:26:17| DEBUG [size=28,place=1] best score = 0.00978263; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 75.676s] +31/12/23 16:26:17| DEBUG [size=28,place=2] best score = 0.00988801; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 75.676s] +31/12/23 16:27:01| DEBUG [size=14,place=1] best score = 0.01046232; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 44.551s] +31/12/23 16:27:01| DEBUG [size=14,place=2] best score = 0.01046917; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 44.552s] +31/12/23 16:27:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00978) [took 274.3448s] +31/12/23 16:34:21| INFO d_m3w_kde_lr_gs finished [took 713.9853s] +31/12/23 16:34:21| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 3005.6684s] +31/12/23 16:34:21| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started +31/12/23 16:45:05| INFO d_bin_kde_lr_ne finished [took 640.7512s] +31/12/23 16:45:34| INFO d_bin_kde_lr_c finished [took 667.6669s] +31/12/23 16:45:35| INFO d_bin_kde_lr finished [took 668.7758s] +31/12/23 16:45:44| INFO d_bin_kde_lr_mc finished [took 677.8405s] +31/12/23 16:46:48| INFO d_m3w_kde_lr finished [took 741.6409s] +31/12/23 16:47:35| INFO d_mul_kde_lr finished [took 788.6166s] +31/12/23 16:48:06| INFO ref finished [took 77.2648s] +31/12/23 16:49:05| INFO atc_mc finished [took 89.2486s] +31/12/23 16:49:15| INFO d_m3w_kde_lr_c finished [took 888.8457s] +31/12/23 16:49:20| INFO d_mul_kde_lr_ne finished [took 894.1623s] +31/12/23 16:49:31| INFO d_m3w_kde_lr_mc finished [took 904.5483s] +31/12/23 16:49:31| INFO doc finished [took 85.1605s] +31/12/23 16:49:45| INFO d_mul_kde_lr_mc finished [took 919.2026s] +31/12/23 16:50:12| INFO d_mul_kde_lr_c finished [took 946.2518s] +31/12/23 16:53:58| INFO d_bin_kde_lr_is finished [took 503.0182s] +31/12/23 16:55:40| INFO d_m3w_kde_lr_ne finished [took 634.6144s] +31/12/23 16:57:11| INFO d_m3w_kde_lr_is finished [took 686.3339s] +31/12/23 16:57:19| INFO d_mul_kde_lr_is finished [took 703.7869s] +31/12/23 16:57:39| DEBUG [size=11,place=1] best score = 0.00560311; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 18.262s] +31/12/23 16:57:39| DEBUG [size=11,place=2] best score = 0.00620825; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 18.262s] +31/12/23 16:58:56| DEBUG [size=52,place=1] best score = 0.00515094; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 76.871s] +31/12/23 16:58:56| DEBUG [size=52,place=2] best score = 0.00560374; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 76.871s] +31/12/23 16:59:40| DEBUG [size=28,place=1] best score = 0.00518253; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 44.054s] +31/12/23 16:59:40| DEBUG [size=28,place=2] best score = 0.00529956; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 44.055s] +31/12/23 16:59:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00515) [took 139.1986s] +31/12/23 17:03:54| INFO d_bin_kde_lr_gs finished [took 393.9464s] +31/12/23 17:04:24| DEBUG [size=11,place=1] best score = 0.00643480; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 28.456s] +31/12/23 17:04:24| DEBUG [size=11,place=2] best score = 0.01020764; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 28.457s] +31/12/23 17:06:36| DEBUG [size=52,place=1] best score = 0.00532939; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 132.528s] +31/12/23 17:06:36| DEBUG [size=52,place=2] best score = 0.00566622; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 132.528s] +31/12/23 17:08:14| DEBUG [size=40,place=1] best score = 0.00536495; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 98.195s] +31/12/23 17:08:14| DEBUG [size=40,place=2] best score = 0.00545780; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 98.196s] +31/12/23 17:08:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00533) [took 259.2890s] +31/12/23 17:13:30| INFO d_mul_kde_lr_gs finished [took 574.4968s] +31/12/23 17:13:58| DEBUG [size=11,place=1] best score = 0.00577341; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.427s] +31/12/23 17:13:58| DEBUG [size=11,place=2] best score = 0.00656387; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.428s] +31/12/23 17:15:56| DEBUG [size=52,place=1] best score = 0.00518782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 117.650s] +31/12/23 17:15:56| DEBUG [size=52,place=2] best score = 0.00545295; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 117.650s] +31/12/23 17:16:28| DEBUG [size=16,place=1] best score = 0.00540229; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 32.083s] +31/12/23 17:16:28| DEBUG [size=16,place=2] best score = 0.00544676; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 32.083s] +31/12/23 17:16:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00519) [took 177.1733s] +31/12/23 17:21:02| INFO d_m3w_kde_lr_gs finished [took 451.9544s] +31/12/23 17:21:02| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 2801.2372s] +31/12/23 17:21:02| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started +31/12/23 17:32:48| INFO d_bin_kde_lr_c finished [took 703.3071s] +31/12/23 17:32:56| INFO d_bin_kde_lr_mc finished [took 711.4017s] +31/12/23 17:33:11| INFO d_bin_kde_lr finished [took 726.6407s] +31/12/23 17:33:18| INFO d_bin_kde_lr_ne finished [took 733.3814s] +31/12/23 17:35:09| INFO d_m3w_kde_lr_mc finished [took 844.1906s] +31/12/23 17:35:19| INFO d_m3w_kde_lr finished [took 853.6037s] +31/12/23 17:35:34| INFO d_m3w_kde_lr_c finished [took 869.3182s] +31/12/23 17:36:10| INFO d_mul_kde_lr_ne finished [took 905.1205s] +31/12/23 17:36:23| INFO d_mul_kde_lr finished [took 918.0049s] +31/12/23 17:36:25| INFO d_mul_kde_lr_mc finished [took 920.2286s] +31/12/23 17:36:30| INFO ref finished [took 79.6238s] +31/12/23 17:36:31| INFO d_mul_kde_lr_c finished [took 926.4050s] +31/12/23 17:36:51| INFO atc_mc finished [took 91.3221s] +31/12/23 17:36:56| INFO doc finished [took 81.1662s] +31/12/23 17:41:50| INFO d_bin_kde_lr_is finished [took 532.6468s] +31/12/23 17:43:20| INFO d_m3w_kde_lr_ne finished [took 630.6764s] +31/12/23 17:43:38| INFO d_m3w_kde_lr_is finished [took 619.0046s] +31/12/23 17:44:25| INFO d_mul_kde_lr_is finished [took 673.7239s] +31/12/23 17:44:45| DEBUG [size=11,place=1] best score = 0.01210209; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 18.873s] +31/12/23 17:44:45| DEBUG [size=11,place=2] best score = 0.03793930; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 18.873s] +31/12/23 17:46:06| DEBUG [size=51,place=1] best score = 0.00777243; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 80.432s] +31/12/23 17:46:06| DEBUG [size=51,place=2] best score = 0.00777317; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 80.432s] +31/12/23 17:46:21| DEBUG [size=9,place=1] best score = 0.00784312; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 15.561s] +31/12/23 17:46:21| DEBUG [size=9,place=2] best score = 0.00784928; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 15.561s] +31/12/23 17:46:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00777) [took 114.8754s] +31/12/23 17:50:23| INFO d_bin_kde_lr_gs finished [took 356.5080s] +31/12/23 17:50:52| DEBUG [size=11,place=1] best score = 0.00796073; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 28.555s] +31/12/23 17:50:52| DEBUG [size=11,place=2] best score = 0.00837674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.555s] +31/12/23 17:53:03| DEBUG [size=54,place=1] best score = 0.00681110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 130.461s] +31/12/23 17:53:03| DEBUG [size=54,place=2] best score = 0.00750883; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 130.461s] +31/12/23 17:54:16| DEBUG [size=31,place=1] best score = 0.00692086; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 73.481s] +31/12/23 17:54:16| DEBUG [size=31,place=2] best score = 0.00702617; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 73.481s] +31/12/23 17:54:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00681) [took 232.6128s] +31/12/23 17:59:13| INFO d_mul_kde_lr_gs finished [took 529.3983s] +31/12/23 17:59:42| DEBUG [size=11,place=1] best score = 0.00711645; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 27.851s] +31/12/23 17:59:42| DEBUG [size=11,place=2] best score = 0.00741973; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 27.852s] +31/12/23 18:01:28| DEBUG [size=49,place=1] best score = 0.00690087; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 106.785s] +31/12/23 18:01:28| DEBUG [size=49,place=2] best score = 0.00690575; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 106.785s] +31/12/23 18:02:09| DEBUG [size=14,place=1] best score = 0.00713497; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 40.167s] +31/12/23 18:02:09| DEBUG [size=14,place=2] best score = 0.00719079; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 40.167s] +31/12/23 18:02:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} (score=0.00690) [took 174.9241s] +31/12/23 18:07:33| INFO d_m3w_kde_lr_gs finished [took 499.0991s] +31/12/23 18:07:33| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 2790.3985s] +31/12/23 18:07:33| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started +31/12/23 18:07:36| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +31/12/23 18:07:38| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +31/12/23 18:07:38| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +31/12/23 18:07:38| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +31/12/23 18:07:39| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +31/12/23 18:09:31| INFO ref finished [took 111.4139s] +31/12/23 18:10:59| INFO atc_mc finished [took 87.3619s] +31/12/23 18:12:26| INFO doc finished [took 86.9977s] +31/12/23 18:20:17| INFO d_m3w_kde_lr_mc finished [took 759.9474s] +31/12/23 18:21:02| INFO d_m3w_kde_lr_is finished [took 803.4286s] +31/12/23 18:21:03| INFO d_mul_kde_lr_mc finished [took 805.7349s] +31/12/23 18:21:11| INFO d_m3w_kde_lr_c finished [took 814.3388s] +31/12/23 18:21:12| INFO d_m3w_kde_lr finished [took 814.6256s] +31/12/23 18:21:25| INFO d_m3w_kde_lr_ne finished [took 827.6942s] +31/12/23 18:21:40| INFO d_mul_kde_lr_is finished [took 841.2213s] +31/12/23 18:21:49| INFO d_mul_kde_lr finished [took 851.6291s] +31/12/23 18:21:50| INFO d_mul_kde_lr_c finished [took 852.4264s] +31/12/23 18:21:54| INFO d_mul_kde_lr_ne finished [took 856.4482s] +31/12/23 18:22:16| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +31/12/23 18:22:45| DEBUG [size=11,place=1] best score = 0.00716252; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 28.351s] +31/12/23 18:22:45| DEBUG [size=11,place=2] best score = 0.00734139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 28.351s] +31/12/23 18:24:55| DEBUG [size=53,place=1] best score = 0.00666226; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 130.087s] +31/12/23 18:24:55| DEBUG [size=53,place=2] best score = 0.00672109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 130.087s] +31/12/23 18:26:07| DEBUG [size=28,place=1] best score = 0.00520906; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 72.148s] +31/12/23 18:26:07| DEBUG [size=28,place=2] best score = 0.00522329; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 72.149s] +31/12/23 18:28:08| DEBUG [size=49,place=1] best score = 0.00538839; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 120.353s] +31/12/23 18:28:08| DEBUG [size=49,place=2] best score = 0.00538841; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 120.353s] +31/12/23 18:28:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00521) [took 351.0566s] +31/12/23 18:33:16| INFO d_mul_kde_lr_gs finished [took 658.9809s] +31/12/23 18:33:44| DEBUG [size=11,place=1] best score = 0.00544808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 27.986s] +31/12/23 18:33:44| DEBUG [size=11,place=2] best score = 0.00721840; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 27.987s] +31/12/23 18:35:38| DEBUG [size=53,place=1] best score = 0.00541587; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 113.315s] +31/12/23 18:35:38| DEBUG [size=53,place=2] best score = 0.00542086; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 113.316s] +31/12/23 18:36:19| DEBUG [size=16,place=1] best score = 0.00583996; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 40.987s] +31/12/23 18:36:19| DEBUG [size=16,place=2] best score = 0.00635524; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 40.988s] +31/12/23 18:36:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00542) [took 182.4011s] +31/12/23 18:41:45| INFO d_m3w_kde_lr_gs finished [took 508.3477s] +31/12/23 18:41:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 2051.9618s] +---------------------------------------------------------------------------------------------------- +31/12/23 19:30:33| INFO dataset rcv1_GCAT [pool size: 10] +31/12/23 19:30:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started +31/12/23 19:30:38| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 19:30:38| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 19:30:38| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 19:30:38| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 19:30:40| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +31/12/23 19:32:22| WARNING Method mul_kde_lr failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 19:32:31| WARNING Method mul_kde_lr_is failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 19:32:35| WARNING Method mul_kde_lr_ne failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 19:32:46| WARNING Method mul_kde_lr_mc failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 19:32:47| WARNING Method mul_kde_lr_c failed. Exception: Found array with 0 sample(s) (shape=(0, 3)) while a minimum of 1 is required by KernelDensity. +31/12/23 19:33:28| INFO ref finished [took 165.0547s] +31/12/23 19:34:01| INFO doc finished [took 88.3625s] +31/12/23 19:34:11| INFO atc_mc finished [took 106.0873s] +31/12/23 19:42:46| INFO m3w_kde_lr_is finished [took 725.2071s] +31/12/23 19:42:46| INFO m3w_kde_lr_ne finished [took 725.3686s] +31/12/23 19:42:57| INFO m3w_kde_lr finished [took 738.9365s] +31/12/23 19:42:57| INFO m3w_kde_lr_mc finished [took 739.1772s] +31/12/23 19:43:11| INFO m3w_kde_lr_c finished [took 753.2732s] +31/12/23 19:43:26| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +31/12/23 21:18:26| WARNING Method mul_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +31/12/23 21:21:22| DEBUG [size=11,place=1] best score = 0.00657628; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 174.156s] +31/12/23 21:21:22| DEBUG [size=11,place=2] best score = 0.00806805; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 174.156s] +31/12/23 21:26:17| DEBUG [size=34,place=1] best score = 0.00588735; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 295.315s] +31/12/23 21:26:17| DEBUG [size=34,place=2] best score = 0.00589832; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 295.316s] +31/12/23 21:30:48| DEBUG [size=44,place=1] best score = 0.00587954; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 270.868s] +31/12/23 21:30:48| DEBUG [size=44,place=2] best score = 0.00605025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 270.868s] +31/12/23 21:33:36| DEBUG [size=14,place=1] best score = 0.00734826; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 167.882s] +31/12/23 21:33:36| DEBUG [size=14,place=2] best score = 0.00749789; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 167.882s] +31/12/23 21:33:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00588) [took 908.3441s] +31/12/23 21:39:08| INFO m3w_kde_lr_gs finished [took 1240.2224s] +31/12/23 21:39:08| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 7714.6343s] +31/12/23 21:39:08| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started +31/12/23 21:52:15| INFO bin_kde_lr_mc finished [took 784.6742s] +31/12/23 21:52:19| INFO bin_kde_lr finished [took 785.6986s] +31/12/23 21:52:28| INFO bin_kde_lr_c finished [took 794.7131s] +31/12/23 21:52:47| INFO bin_kde_lr_ne finished [took 813.7528s] +31/12/23 21:55:00| INFO m3w_kde_lr_mc finished [took 946.9560s] +31/12/23 21:55:18| INFO m3w_kde_lr_c finished [took 964.8996s] +31/12/23 21:55:44| INFO m3w_kde_lr finished [took 991.2467s] +31/12/23 21:56:24| INFO ref finished [took 82.5224s] +31/12/23 21:56:24| INFO mul_kde_lr finished [took 1030.8234s] +31/12/23 21:56:52| INFO atc_mc finished [took 92.7054s] +31/12/23 21:57:19| INFO doc finished [took 93.3789s] +31/12/23 21:57:32| INFO mul_kde_lr_c finished [took 1099.0822s] +31/12/23 21:57:37| INFO mul_kde_lr_mc finished [took 1103.3494s] +31/12/23 21:57:37| INFO mul_kde_lr_ne finished [took 1103.9978s] +31/12/23 22:01:19| INFO bin_kde_lr_is finished [took 538.6573s] +31/12/23 22:04:11| INFO m3w_kde_lr_ne finished [took 715.3704s] +31/12/23 22:04:24| INFO m3w_kde_lr_is finished [took 696.2336s] +31/12/23 22:05:16| INFO mul_kde_lr_is finished [took 767.5446s] +31/12/23 22:06:25| DEBUG [size=11,place=1] best score = 0.00501229; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 66.605s] +31/12/23 22:06:25| DEBUG [size=11,place=2] best score = 0.00518665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 66.606s] +31/12/23 22:08:18| DEBUG [size=34,place=1] best score = 0.00453606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 113.075s] +31/12/23 22:08:18| DEBUG [size=34,place=2] best score = 0.00455731; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 113.075s] +31/12/23 22:09:29| DEBUG [size=16,place=1] best score = 0.00464131; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 71.257s] +31/12/23 22:09:29| DEBUG [size=16,place=2] best score = 0.00464700; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 71.258s] +31/12/23 22:09:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} (score=0.00454) [took 251.0448s] +31/12/23 22:14:07| INFO bin_kde_lr_gs finished [took 528.7592s] +31/12/23 22:18:11| DEBUG [size=11,place=1] best score = 0.00965367; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 242.702s] +31/12/23 22:18:11| DEBUG [size=11,place=2] best score = 0.01444392; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 242.703s] +31/12/23 22:25:23| DEBUG [size=34,place=1] best score = 0.00581494; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 431.835s] +31/12/23 22:25:23| DEBUG [size=34,place=2] best score = 0.00654838; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 431.835s] +31/12/23 22:35:50| DEBUG [size=44,place=1] best score = 0.00589855; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 627.041s] +31/12/23 22:35:50| DEBUG [size=44,place=2] best score = 0.00606699; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 627.042s] +31/12/23 22:35:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} (score=0.00581) [took 1301.6866s] +31/12/23 22:41:43| INFO mul_kde_lr_gs finished [took 1654.7689s] +31/12/23 22:44:44| DEBUG [size=11,place=1] best score = 0.01350040; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 180.351s] +31/12/23 22:44:44| DEBUG [size=11,place=2] best score = 0.01404426; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 180.352s] +31/12/23 23:00:22| DEBUG [size=54,place=1] best score = 0.00652296; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 937.556s] +31/12/23 23:00:22| DEBUG [size=54,place=2] best score = 0.00726689; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 937.556s] +31/12/23 23:09:16| DEBUG [size=33,place=1] best score = 0.00641139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 534.560s] +31/12/23 23:09:16| DEBUG [size=33,place=2] best score = 0.00642536; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 534.560s] +31/12/23 23:12:11| DEBUG [size=13,place=1] best score = 0.00878637; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 174.595s] +31/12/23 23:12:11| DEBUG [size=13,place=2] best score = 0.00894667; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 174.595s] +31/12/23 23:12:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} (score=0.00641) [took 1827.1719s] +31/12/23 23:19:30| INFO m3w_kde_lr_gs finished [took 2266.3083s] +31/12/23 23:19:30| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 6022.2013s] +31/12/23 23:19:30| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started +31/12/23 23:31:44| INFO bin_kde_lr finished [took 728.5525s] +31/12/23 23:32:09| INFO bin_kde_lr_c finished [took 753.5555s] +31/12/23 23:32:14| INFO bin_kde_lr_mc finished [took 758.3856s] +31/12/23 23:32:24| INFO bin_kde_lr_ne finished [took 768.9656s] +31/12/23 23:35:36| INFO mul_kde_lr finished [took 960.5570s] +31/12/23 23:36:13| INFO m3w_kde_lr finished [took 997.9031s] +31/12/23 23:36:39| INFO m3w_kde_lr_c finished [took 1023.4820s] +31/12/23 23:36:56| INFO ref finished [took 79.4591s] +31/12/23 23:36:57| INFO m3w_kde_lr_mc finished [took 1041.3916s] +31/12/23 23:37:41| INFO atc_mc finished [took 86.5951s] +31/12/23 23:37:56| INFO mul_kde_lr_mc finished [took 1100.1534s] +31/12/23 23:38:00| INFO doc finished [took 80.5242s] +31/12/23 23:38:10| INFO mul_kde_lr_ne finished [took 1114.6928s] +31/12/23 23:38:13| INFO mul_kde_lr_c finished [took 1120.6115s] +31/12/23 23:41:07| INFO bin_kde_lr_is finished [took 537.3506s] +31/12/23 23:43:40| INFO m3w_kde_lr_is finished [took 674.6998s] +31/12/23 23:43:53| INFO m3w_kde_lr_ne finished [took 728.1437s] +31/12/23 23:45:04| INFO mul_kde_lr_is finished [took 769.0879s] +31/12/23 23:46:12| DEBUG [size=11,place=1] best score = 0.01099462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 67.463s] +31/12/23 23:46:12| DEBUG [size=11,place=2] best score = 0.01199663; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 67.464s] +31/12/23 23:51:44| DEBUG [size=53,place=1] best score = 0.00989281; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 332.241s] +31/12/23 23:51:44| DEBUG [size=53,place=2] best score = 0.00989490; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 332.242s] +31/12/23 23:53:01| DEBUG [size=16,place=1] best score = 0.00950538; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 76.449s] +31/12/23 23:53:01| DEBUG [size=16,place=2] best score = 0.00960553; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 76.449s] +31/12/23 23:55:46| DEBUG [size=27,place=1] best score = 0.00917151; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 165.076s] +31/12/23 23:55:46| DEBUG [size=27,place=2] best score = 0.00955826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 165.076s] +31/12/23 23:58:43| DEBUG [size=28,place=1] best score = 0.00920721; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 177.510s] +31/12/23 23:58:43| DEBUG [size=28,place=2] best score = 0.01010573; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 177.511s] +31/12/23 23:58:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00917) [took 818.8535s] +01/01/24 00:02:50| INFO bin_kde_lr_gs finished [took 1065.5292s] +01/01/24 00:06:55| DEBUG [size=11,place=1] best score = 0.01622126; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 243.882s] +01/01/24 00:06:55| DEBUG [size=11,place=2] best score = 0.01782359; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 243.882s] +01/01/24 00:22:23| DEBUG [size=52,place=1] best score = 0.00863187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 927.935s] +01/01/24 00:22:23| DEBUG [size=52,place=2] best score = 0.00927886; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 927.936s] +01/01/24 00:26:41| DEBUG [size=16,place=1] best score = 0.00944888; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 258.728s] +01/01/24 00:26:41| DEBUG [size=16,place=2] best score = 0.00993584; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 258.728s] +01/01/24 00:26:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00863) [took 1430.6581s] +01/01/24 00:31:56| INFO mul_kde_lr_gs finished [took 1745.0413s] +01/01/24 00:35:00| DEBUG [size=11,place=1] best score = 0.00759875; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 182.752s] +01/01/24 00:35:00| DEBUG [size=11,place=2] best score = 0.01423386; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 182.752s] +01/01/24 00:46:16| DEBUG [size=53,place=1] best score = 0.00726551; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 676.626s] +01/01/24 00:46:16| DEBUG [size=53,place=2] best score = 0.00727111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 676.627s] +01/01/24 00:49:19| DEBUG [size=16,place=1] best score = 0.00726541; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 182.559s] +01/01/24 00:49:19| DEBUG [size=16,place=2] best score = 0.00792718; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 182.560s] +01/01/24 00:51:05| DEBUG [size=21,place=1] best score = 0.00676450; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 106.787s] +01/01/24 00:51:05| DEBUG [size=21,place=2] best score = 0.00709382; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 106.788s] +01/01/24 00:53:47| DEBUG [size=14,place=1] best score = 0.01053747; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.466s] +01/01/24 00:53:47| DEBUG [size=14,place=2] best score = 0.01175594; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.466s] +01/01/24 00:53:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00676) [took 1310.3114s] +01/01/24 00:57:55| INFO m3w_kde_lr_gs finished [took 1558.2559s] +01/01/24 00:57:55| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 5905.0687s] +01/01/24 00:57:55| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started +01/01/24 01:08:54| INFO bin_kde_lr_mc finished [took 657.3067s] +01/01/24 01:09:24| INFO bin_kde_lr finished [took 688.0202s] +01/01/24 01:09:38| INFO bin_kde_lr_c finished [took 700.5413s] +01/01/24 01:09:54| INFO bin_kde_lr_ne finished [took 712.5212s] +01/01/24 01:12:44| INFO m3w_kde_lr finished [took 886.6984s] +01/01/24 01:13:00| INFO mul_kde_lr finished [took 903.6855s] +01/01/24 01:13:42| INFO mul_kde_lr_mc finished [took 940.6350s] +01/01/24 01:14:00| INFO mul_kde_lr_ne finished [took 957.0769s] +01/01/24 01:14:06| INFO ref finished [took 81.5246s] +01/01/24 01:14:14| INFO atc_mc finished [took 72.6315s] +01/01/24 01:14:35| INFO m3w_kde_lr_mc finished [took 994.3883s] +01/01/24 01:14:45| INFO mul_kde_lr_c finished [took 1008.0827s] +01/01/24 01:14:46| INFO m3w_kde_lr_c finished [took 1008.7969s] +01/01/24 01:15:00| INFO doc finished [took 76.9213s] +01/01/24 01:17:57| INFO bin_kde_lr_is finished [took 512.1462s] +01/01/24 01:20:27| INFO m3w_kde_lr_ne finished [took 691.9776s] +01/01/24 01:21:21| INFO m3w_kde_lr_is finished [took 685.6198s] +01/01/24 01:22:05| INFO mul_kde_lr_is finished [took 746.7311s] +01/01/24 01:23:10| DEBUG [size=11,place=1] best score = 0.00724942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 63.846s] +01/01/24 01:23:10| DEBUG [size=11,place=2] best score = 0.01113207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 63.847s] +01/01/24 01:24:59| DEBUG [size=34,place=1] best score = 0.00563295; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 109.508s] +01/01/24 01:24:59| DEBUG [size=34,place=2] best score = 0.00581658; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 109.508s] +01/01/24 01:29:23| DEBUG [size=40,place=1] best score = 0.00550339; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 264.109s] +01/01/24 01:29:23| DEBUG [size=40,place=2] best score = 0.00564438; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 264.110s] +01/01/24 01:30:23| DEBUG [size=12,place=1] best score = 0.00566721; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 60.047s] +01/01/24 01:30:23| DEBUG [size=12,place=2] best score = 0.00590478; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 60.047s] +01/01/24 01:30:23| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} (score=0.00550) [took 497.6234s] +01/01/24 01:34:41| INFO bin_kde_lr_gs finished [took 754.7533s] +01/01/24 01:38:44| DEBUG [size=11,place=1] best score = 0.00719990; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 242.254s] +01/01/24 01:38:44| DEBUG [size=11,place=2] best score = 0.00886401; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 242.254s] +01/01/24 01:54:42| DEBUG [size=53,place=1] best score = 0.00569525; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 958.101s] +01/01/24 01:54:42| DEBUG [size=53,place=2] best score = 0.00580444; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 958.101s] +01/01/24 02:08:58| DEBUG [size=46,place=1] best score = 0.00546224; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 855.939s] +01/01/24 02:08:58| DEBUG [size=46,place=2] best score = 0.00551615; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 855.939s] +01/01/24 02:13:34| DEBUG [size=14,place=1] best score = 0.00586128; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 276.174s] +01/01/24 02:13:34| DEBUG [size=14,place=2] best score = 0.00590048; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 276.174s] +01/01/24 02:13:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00546) [took 2332.5786s] +01/01/24 02:20:08| INFO mul_kde_lr_gs finished [took 2726.4055s] +01/01/24 02:23:08| DEBUG [size=11,place=1] best score = 0.00915533; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 179.122s] +01/01/24 02:23:08| DEBUG [size=11,place=2] best score = 0.00981882; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 179.122s] +01/01/24 02:38:35| DEBUG [size=52,place=1] best score = 0.00658839; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.479s] +01/01/24 02:38:35| DEBUG [size=52,place=2] best score = 0.00714308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 927.479s] +01/01/24 02:41:16| DEBUG [size=14,place=1] best score = 0.00680687; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 161.290s] +01/01/24 02:41:16| DEBUG [size=14,place=2] best score = 0.00689117; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 161.291s] +01/01/24 02:41:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00659) [took 1267.9992s] +01/01/24 02:46:21| INFO m3w_kde_lr_gs finished [took 1572.9233s] +01/01/24 02:46:21| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 6506.3590s] +01/01/24 02:46:21| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started +01/01/24 02:57:35| INFO bin_kde_lr_c finished [took 668.8860s] +01/01/24 02:58:06| INFO bin_kde_lr_mc finished [took 700.4428s] +01/01/24 02:58:12| INFO bin_kde_lr finished [took 706.1500s] +01/01/24 02:58:13| INFO bin_kde_lr_ne finished [took 707.4408s] +01/01/24 03:02:00| INFO m3w_kde_lr_c finished [took 933.9977s] +01/01/24 03:02:04| INFO m3w_kde_lr finished [took 940.2734s] +01/01/24 03:02:06| INFO m3w_kde_lr_mc finished [took 939.5482s] +01/01/24 03:02:07| INFO mul_kde_lr_c finished [took 941.1635s] +01/01/24 03:03:10| INFO mul_kde_lr finished [took 1004.3736s] +01/01/24 03:03:17| INFO atc_mc finished [took 71.8734s] +01/01/24 03:03:20| INFO mul_kde_lr_mc finished [took 1014.3730s] +01/01/24 03:03:21| INFO mul_kde_lr_ne finished [took 1014.8101s] +01/01/24 03:03:22| INFO ref finished [took 81.2972s] +01/01/24 03:03:28| INFO doc finished [took 81.8926s] +01/01/24 03:06:30| INFO bin_kde_lr_is finished [took 503.4204s] +01/01/24 03:08:56| INFO m3w_kde_lr_ne finished [took 680.3422s] +01/01/24 03:09:03| INFO m3w_kde_lr_is finished [took 648.9539s] +01/01/24 03:09:52| INFO mul_kde_lr_is finished [took 699.0169s] +01/01/24 03:11:02| DEBUG [size=11,place=1] best score = 0.00924873; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 69.849s] +01/01/24 03:11:02| DEBUG [size=11,place=2] best score = 0.00936859; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.850s] +01/01/24 03:15:03| DEBUG [size=53,place=1] best score = 0.00869317; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 240.921s] +01/01/24 03:15:03| DEBUG [size=53,place=2] best score = 0.00903865; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 240.921s] +01/01/24 03:17:26| DEBUG [size=44,place=1] best score = 0.00848930; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 143.213s] +01/01/24 03:17:26| DEBUG [size=44,place=2] best score = 0.00852907; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 143.213s] +01/01/24 03:18:33| DEBUG [size=14,place=1] best score = 0.00850503; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 66.831s] +01/01/24 03:18:33| DEBUG [size=14,place=2] best score = 0.00859552; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 66.832s] +01/01/24 03:18:33| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00849) [took 520.9245s] +01/01/24 03:22:27| INFO bin_kde_lr_gs finished [took 754.6634s] +01/01/24 03:26:32| DEBUG [size=11,place=1] best score = 0.00838849; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.385s] +01/01/24 03:26:32| DEBUG [size=11,place=2] best score = 0.01423142; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 244.385s] +01/01/24 03:42:03| DEBUG [size=52,place=1] best score = 0.00788282; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 930.989s] +01/01/24 03:42:03| DEBUG [size=52,place=2] best score = 0.00839811; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 930.990s] +01/01/24 03:50:06| DEBUG [size=28,place=1] best score = 0.00771926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 483.153s] +01/01/24 03:50:06| DEBUG [size=28,place=2] best score = 0.00790834; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 483.153s] +01/01/24 03:54:17| DEBUG [size=14,place=1] best score = 0.00897999; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 250.426s] +01/01/24 03:54:17| DEBUG [size=14,place=2] best score = 0.00924797; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 250.426s] +01/01/24 03:54:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00772) [took 1909.0711s] +01/01/24 04:00:19| INFO mul_kde_lr_gs finished [took 2271.4847s] +01/01/24 04:03:22| DEBUG [size=11,place=1] best score = 0.00880752; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 182.714s] +01/01/24 04:03:22| DEBUG [size=11,place=2] best score = 0.00932352; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 182.714s] +01/01/24 04:14:35| DEBUG [size=53,place=1] best score = 0.00697562; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 672.708s] +01/01/24 04:14:35| DEBUG [size=53,place=2] best score = 0.00711367; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 672.708s] +01/01/24 04:24:44| DEBUG [size=42,place=1] best score = 0.00695179; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.190s] +01/01/24 04:24:44| DEBUG [size=42,place=2] best score = 0.00729048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 609.190s] +01/01/24 04:34:14| DEBUG [size=43,place=1] best score = 0.00739451; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 569.477s] +01/01/24 04:34:14| DEBUG [size=43,place=2] best score = 0.00768891; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 569.477s] +01/01/24 04:34:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00695) [took 2034.2114s] +01/01/24 04:38:52| INFO m3w_kde_lr_gs finished [took 2312.1673s] +01/01/24 04:38:52| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 6750.4422s] +01/01/24 04:38:52| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started +01/01/24 04:49:33| INFO bin_kde_lr finished [took 639.2711s] +01/01/24 04:50:44| INFO bin_kde_lr_ne finished [took 705.5963s] +01/01/24 04:50:50| INFO bin_kde_lr_mc finished [took 710.9626s] +01/01/24 04:50:53| INFO bin_kde_lr_c finished [took 718.9690s] +01/01/24 04:53:24| INFO m3w_kde_lr_mc finished [took 865.0742s] +01/01/24 04:53:39| INFO m3w_kde_lr finished [took 884.8954s] +01/01/24 04:54:46| INFO atc_mc finished [took 66.9130s] +01/01/24 04:54:46| INFO ref finished [took 81.6058s] +01/01/24 04:54:49| INFO mul_kde_lr_mc finished [took 949.7082s] +01/01/24 04:54:59| INFO mul_kde_lr_ne finished [took 959.9009s] +01/01/24 04:55:16| INFO mul_kde_lr finished [took 982.7717s] +01/01/24 04:55:42| INFO m3w_kde_lr_c finished [took 1008.8172s] +01/01/24 04:55:58| INFO mul_kde_lr_c finished [took 1023.9928s] +01/01/24 04:56:04| INFO doc finished [took 77.1569s] +01/01/24 04:59:05| INFO bin_kde_lr_is finished [took 499.8934s] +01/01/24 05:02:19| INFO m3w_kde_lr_is finished [took 686.0243s] +01/01/24 05:02:25| INFO m3w_kde_lr_ne finished [took 772.1209s] +01/01/24 05:03:08| INFO mul_kde_lr_is finished [took 737.9123s] +01/01/24 05:04:14| DEBUG [size=11,place=1] best score = 0.00671484; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 64.927s] +01/01/24 05:04:14| DEBUG [size=11,place=2] best score = 0.00855412; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 64.927s] +01/01/24 05:08:06| DEBUG [size=53,place=1] best score = 0.00672315; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 231.882s] +01/01/24 05:08:06| DEBUG [size=53,place=2] best score = 0.00682444; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 231.883s] +01/01/24 05:08:06| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00671) [took 296.9151s] +01/01/24 05:12:24| INFO bin_kde_lr_gs finished [took 555.0798s] +01/01/24 05:16:22| DEBUG [size=11,place=1] best score = 0.01018731; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 237.551s] +01/01/24 05:16:22| DEBUG [size=11,place=2] best score = 0.01090868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 237.552s] +01/01/24 05:32:12| DEBUG [size=53,place=1] best score = 0.00719102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 949.970s] +01/01/24 05:32:12| DEBUG [size=53,place=2] best score = 0.00720750; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 949.971s] +01/01/24 05:49:00| DEBUG [size=46,place=1] best score = 0.00678798; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 1007.364s] +01/01/24 05:49:00| DEBUG [size=46,place=2] best score = 0.00707334; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 1007.365s] +01/01/24 05:53:11| DEBUG [size=14,place=1] best score = 0.00700201; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 250.947s] +01/01/24 05:53:11| DEBUG [size=14,place=2] best score = 0.00821755; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 250.947s] +01/01/24 05:53:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00679) [took 2445.9536s] +01/01/24 05:58:25| INFO mul_kde_lr_gs finished [took 2760.2576s] +01/01/24 06:01:20| DEBUG [size=11,place=1] best score = 0.00902796; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 173.825s] +01/01/24 06:01:20| DEBUG [size=11,place=2] best score = 0.01012963; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.826s] +01/01/24 06:12:28| DEBUG [size=53,place=1] best score = 0.00678353; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 668.759s] +01/01/24 06:12:28| DEBUG [size=53,place=2] best score = 0.00703197; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 668.760s] +01/01/24 06:21:07| DEBUG [size=31,place=1] best score = 0.00666618; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 518.352s] +01/01/24 06:21:07| DEBUG [size=31,place=2] best score = 0.00755136; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 518.353s] +01/01/24 06:33:49| DEBUG [size=39,place=1] best score = 0.00695294; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 762.443s] +01/01/24 06:33:49| DEBUG [size=39,place=2] best score = 0.00700831; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 762.443s] +01/01/24 06:33:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00667) [took 2123.4999s] +01/01/24 06:38:49| INFO m3w_kde_lr_gs finished [took 2423.4182s] +01/01/24 06:38:49| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 7197.4406s] +01/01/24 06:38:49| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started +01/01/24 06:51:07| INFO bin_kde_lr_ne finished [took 732.0319s] +01/01/24 06:51:18| INFO bin_kde_lr_mc finished [took 742.9845s] +01/01/24 06:51:31| INFO bin_kde_lr_c finished [took 756.2925s] +01/01/24 06:51:54| INFO bin_kde_lr finished [took 780.1296s] +01/01/24 06:54:15| INFO m3w_kde_lr finished [took 920.8731s] +01/01/24 06:55:10| INFO mul_kde_lr finished [took 976.1369s] +01/01/24 06:55:19| INFO ref finished [took 63.1187s] +01/01/24 06:55:45| INFO m3w_kde_lr_mc finished [took 1010.2109s] +01/01/24 06:56:05| INFO mul_kde_lr_ne finished [took 1030.7070s] +01/01/24 06:56:09| INFO m3w_kde_lr_c finished [took 1037.0501s] +01/01/24 06:56:18| INFO atc_mc finished [took 67.9086s] +01/01/24 06:56:48| INFO doc finished [took 88.1182s] +01/01/24 06:57:03| INFO mul_kde_lr_mc finished [took 1088.3772s] +01/01/24 06:57:16| INFO mul_kde_lr_c finished [took 1101.5312s] +01/01/24 07:00:29| INFO bin_kde_lr_is finished [took 550.9961s] +01/01/24 07:03:17| INFO m3w_kde_lr_is finished [took 681.5421s] +01/01/24 07:03:33| INFO m3w_kde_lr_ne finished [took 745.1629s] +01/01/24 07:03:50| INFO mul_kde_lr_is finished [took 738.2665s] +01/01/24 07:04:57| DEBUG [size=11,place=1] best score = 0.00551482; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 66.113s] +01/01/24 07:04:57| DEBUG [size=11,place=2] best score = 0.00784850; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 66.113s] +01/01/24 07:08:59| DEBUG [size=52,place=1] best score = 0.00507598; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 241.987s] +01/01/24 07:08:59| DEBUG [size=52,place=2] best score = 0.00531952; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 241.988s] +01/01/24 07:11:00| DEBUG [size=42,place=1] best score = 0.00512679; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 121.426s] +01/01/24 07:11:00| DEBUG [size=42,place=2] best score = 0.00519506; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 121.427s] +01/01/24 07:11:00| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00508) [took 429.6455s] +01/01/24 07:15:21| INFO bin_kde_lr_gs finished [took 690.6521s] +01/01/24 07:19:26| DEBUG [size=11,place=1] best score = 0.01053746; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 244.274s] +01/01/24 07:19:26| DEBUG [size=11,place=2] best score = 0.01153110; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 244.274s] +01/01/24 07:35:06| DEBUG [size=53,place=1] best score = 0.00624223; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 939.720s] +01/01/24 07:35:06| DEBUG [size=53,place=2] best score = 0.00626370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 939.720s] +01/01/24 07:39:17| DEBUG [size=16,place=1] best score = 0.00839216; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 251.389s] +01/01/24 07:39:17| DEBUG [size=16,place=2] best score = 0.00854639; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 251.389s] +01/01/24 07:39:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00624) [took 1435.3923s] +01/01/24 07:44:29| INFO mul_kde_lr_gs finished [took 1747.6866s] +01/01/24 07:47:22| DEBUG [size=11,place=1] best score = 0.00569782; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 171.407s] +01/01/24 07:47:22| DEBUG [size=11,place=2] best score = 0.00687739; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 171.408s] +01/01/24 07:58:35| DEBUG [size=53,place=1] best score = 0.00563243; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 672.896s] +01/01/24 07:58:35| DEBUG [size=53,place=2] best score = 0.00564520; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 672.896s] +01/01/24 08:04:21| DEBUG [size=28,place=1] best score = 0.00518178; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 346.609s] +01/01/24 08:04:21| DEBUG [size=28,place=2] best score = 0.00524028; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 346.610s] +01/01/24 08:07:22| DEBUG [size=14,place=1] best score = 0.00564938; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 180.925s] +01/01/24 08:07:22| DEBUG [size=14,place=2] best score = 0.00567113; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 180.926s] +01/01/24 08:07:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00518) [took 1371.9578s] +01/01/24 08:11:46| INFO m3w_kde_lr_gs finished [took 1636.1851s] +01/01/24 08:11:46| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 5577.1663s] +01/01/24 08:11:46| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started +01/01/24 08:24:38| INFO bin_kde_lr_c finished [took 769.6441s] +01/01/24 08:24:50| INFO bin_kde_lr finished [took 780.8516s] +01/01/24 08:25:00| INFO bin_kde_lr_mc finished [took 790.8180s] +01/01/24 08:25:05| INFO bin_kde_lr_ne finished [took 791.6437s] +01/01/24 08:26:40| INFO m3w_kde_lr_c finished [took 891.5040s] +01/01/24 08:26:49| INFO m3w_kde_lr finished [took 899.7465s] +01/01/24 08:27:13| INFO m3w_kde_lr_mc finished [took 918.9721s] +01/01/24 08:27:50| INFO mul_kde_lr finished [took 961.7577s] +01/01/24 08:27:53| INFO ref finished [took 73.3474s] +01/01/24 08:27:59| INFO atc_mc finished [took 70.0783s] +01/01/24 08:28:21| INFO mul_kde_lr_c finished [took 992.2637s] +01/01/24 08:28:26| INFO mul_kde_lr_mc finished [took 997.4793s] +01/01/24 08:28:29| INFO doc finished [took 75.1961s] +01/01/24 08:28:33| INFO mul_kde_lr_ne finished [took 999.7032s] +01/01/24 08:33:46| INFO bin_kde_lr_is finished [took 535.6566s] +01/01/24 08:35:22| INFO m3w_kde_lr_ne finished [took 642.9447s] +01/01/24 08:35:28| INFO m3w_kde_lr_is finished [took 621.2782s] +01/01/24 08:36:16| INFO mul_kde_lr_is finished [took 676.0446s] +01/01/24 08:37:20| DEBUG [size=11,place=1] best score = 0.06949559; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 63.047s] +01/01/24 08:37:20| DEBUG [size=11,place=2] best score = 0.11839102; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 63.048s] +01/01/24 08:39:50| DEBUG [size=53,place=1] best score = 0.00653383; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 150.089s] +01/01/24 08:39:50| DEBUG [size=53,place=2] best score = 0.01252308; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 150.090s] +01/01/24 08:41:42| DEBUG [size=33,place=1] best score = 0.00591114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 111.266s] +01/01/24 08:41:42| DEBUG [size=33,place=2] best score = 0.00606129; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 111.266s] +01/01/24 08:42:42| DEBUG [size=14,place=1] best score = 0.00663905; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 60.646s] +01/01/24 08:42:42| DEBUG [size=14,place=2] best score = 0.00686150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 60.646s] +01/01/24 08:42:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00591) [took 385.0630s] +01/01/24 08:47:01| INFO bin_kde_lr_gs finished [took 643.9123s] +01/01/24 08:50:58| DEBUG [size=11,place=1] best score = 0.00920486; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 236.290s] +01/01/24 08:50:58| DEBUG [size=11,place=2] best score = 0.01010040; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 236.290s] +01/01/24 09:11:57| DEBUG [size=54,place=1] best score = 0.00799868; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 1259.248s] +01/01/24 09:11:57| DEBUG [size=54,place=2] best score = 0.00803523; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': None} [took 1259.249s] +01/01/24 09:16:25| DEBUG [size=16,place=1] best score = 0.00766902; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 267.973s] +01/01/24 09:16:25| DEBUG [size=16,place=2] best score = 0.00792535; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 267.973s] +01/01/24 09:26:43| DEBUG [size=28,place=1] best score = 0.00738688; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 617.316s] +01/01/24 09:26:43| DEBUG [size=28,place=2] best score = 0.00740012; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 617.317s] +01/01/24 09:35:35| DEBUG [size=22,place=1] best score = 0.00704904; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 532.146s] +01/01/24 09:35:35| DEBUG [size=22,place=2] best score = 0.00708861; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 532.146s] +01/01/24 09:38:02| DEBUG [size=11,place=1] best score = 0.00728327; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 147.502s] +01/01/24 09:38:02| DEBUG [size=11,place=2] best score = 0.00728623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 147.502s] +01/01/24 09:38:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00705) [took 3060.4958s] +01/01/24 09:43:11| INFO mul_kde_lr_gs finished [took 3369.0364s] +01/01/24 09:46:13| DEBUG [size=11,place=1] best score = 0.00777645; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 181.371s] +01/01/24 09:46:13| DEBUG [size=11,place=2] best score = 0.00790701; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 181.372s] +01/01/24 10:02:20| DEBUG [size=54,place=1] best score = 0.00593998; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 967.089s] +01/01/24 10:02:20| DEBUG [size=54,place=2] best score = 0.00784576; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 967.089s] +01/01/24 10:05:13| DEBUG [size=29,place=1] best score = 0.00628038; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 172.947s] +01/01/24 10:05:13| DEBUG [size=29,place=2] best score = 0.00677041; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 172.948s] +01/01/24 10:05:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00594) [took 1321.5246s] +01/01/24 10:09:40| INFO m3w_kde_lr_gs finished [took 1588.2757s] +01/01/24 10:09:40| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 7073.5793s] +01/01/24 10:09:40| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started +01/01/24 10:09:56| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +01/01/24 10:10:04| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +01/01/24 10:10:05| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +01/01/24 10:10:14| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +01/01/24 10:10:20| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 1 +01/01/24 10:13:39| INFO ref finished [took 198.3351s] +01/01/24 10:15:18| INFO atc_mc finished [took 98.0596s] +01/01/24 10:16:54| INFO doc finished [took 95.7394s] +01/01/24 10:25:09| INFO m3w_kde_lr_c finished [took 923.5459s] +01/01/24 10:25:11| INFO mul_kde_lr_is finished [took 904.1758s] +01/01/24 10:25:26| INFO m3w_kde_lr finished [took 944.9692s] +01/01/24 10:25:35| INFO m3w_kde_lr_mc finished [took 949.4054s] +01/01/24 10:26:00| INFO m3w_kde_lr_ne finished [took 962.6927s] +01/01/24 10:26:09| INFO mul_kde_lr finished [took 987.4178s] +01/01/24 10:26:17| INFO m3w_kde_lr_is finished [took 961.1752s] +01/01/24 10:26:19| INFO mul_kde_lr_ne finished [took 993.0489s] +01/01/24 10:26:28| INFO mul_kde_lr_c finished [took 1003.2757s] +01/01/24 10:26:41| INFO mul_kde_lr_mc finished [took 1015.3100s] +01/01/24 10:52:59| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +01/01/24 10:56:48| DEBUG [size=11,place=1] best score = 0.00582808; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 228.215s] +01/01/24 10:56:48| DEBUG [size=11,place=2] best score = 0.00753188; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 228.216s] +01/01/24 11:12:06| DEBUG [size=53,place=1] best score = 0.00574884; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 918.166s] +01/01/24 11:12:06| DEBUG [size=53,place=2] best score = 0.00576699; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 918.166s] +01/01/24 11:16:06| DEBUG [size=16,place=1] best score = 0.00630025; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 239.424s] +01/01/24 11:16:06| DEBUG [size=16,place=2] best score = 0.00635395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 239.425s] +01/01/24 11:16:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00575) [took 1385.9174s] +01/01/24 11:22:19| INFO mul_kde_lr_gs finished [took 1759.2384s] +01/01/24 11:25:15| DEBUG [size=11,place=1] best score = 0.00542903; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 175.275s] +01/01/24 11:25:15| DEBUG [size=11,place=2] best score = 0.00784603; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 175.276s] +01/01/24 11:36:28| DEBUG [size=53,place=1] best score = 0.00541303; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 673.324s] +01/01/24 11:36:28| DEBUG [size=53,place=2] best score = 0.00544105; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 673.325s] +01/01/24 11:39:22| DEBUG [size=28,place=1] best score = 0.00540460; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 173.564s] +01/01/24 11:39:22| DEBUG [size=28,place=2] best score = 0.00543583; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 173.565s] +01/01/24 11:42:03| DEBUG [size=14,place=1] best score = 0.00603347; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 161.100s] +01/01/24 11:42:03| DEBUG [size=14,place=2] best score = 0.00638171; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 161.100s] +01/01/24 11:42:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00540) [took 1183.3849s] +01/01/24 11:46:22| INFO m3w_kde_lr_gs finished [took 1442.9441s] +01/01/24 11:46:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 5802.3714s] +---------------------------------------------------------------------------------------------------- +01/01/24 12:27:09| INFO dataset rcv1_MCAT [pool size: 10] +01/01/24 12:27:09| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started +01/01/24 12:29:46| INFO bin_sld_lr_mc finished [took 152.3843s] +01/01/24 12:29:57| INFO m3w_sld_lr_c finished [took 165.6259s] +01/01/24 12:30:17| INFO m3w_sld_lr finished [took 183.5030s] +01/01/24 12:30:17| INFO bin_sld_lr_ne finished [took 183.5212s] +01/01/24 12:30:19| INFO m3w_sld_lr_mc finished [took 185.1406s] +01/01/24 12:30:26| INFO bin_sld_lr finished [took 191.9758s] +01/01/24 12:30:48| INFO bin_sld_lr_c finished [took 213.9083s] +01/01/24 12:31:06| INFO mul_sld_lr_c finished [took 232.3848s] +01/01/24 12:31:16| INFO mul_sld_lr_ne finished [took 242.1610s] +01/01/24 12:31:34| INFO mul_sld_lr finished [took 259.7800s] +01/01/24 12:31:36| INFO mul_sld_lr_mc finished [took 261.9777s] +01/01/24 12:32:02| INFO ref finished [took 101.6718s] +01/01/24 12:32:09| INFO bin_sld_lr_is finished [took 130.5404s] +01/01/24 12:32:11| INFO m3w_sld_lr_is finished [took 112.6322s] +01/01/24 12:32:12| INFO m3w_sld_lr_ne finished [took 145.2841s] +01/01/24 12:32:22| INFO atc_mc finished [took 115.7760s] +01/01/24 12:32:23| INFO doc finished [took 94.1426s] +01/01/24 12:32:30| INFO mul_sld_lr_is finished [took 132.1884s] +01/01/24 12:32:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00607) [took 22.2354s] +01/01/24 12:33:54| INFO bin_sld_lr_gs finished [took 83.1686s] +01/01/24 12:40:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00793) [took 390.5317s] +01/01/24 12:41:26| INFO mul_sld_lr_gs finished [took 451.5693s] +01/01/24 12:46:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00635) [took 291.5097s] +01/01/24 12:47:11| INFO m3w_sld_lr_gs finished [took 344.3714s] +01/01/24 12:47:11| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1202.2635s] +01/01/24 12:47:11| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started +01/01/24 12:49:52| INFO bin_sld_lr_ne finished [took 158.5417s] +01/01/24 12:50:03| INFO m3w_sld_lr_c finished [took 170.2019s] +01/01/24 12:50:04| INFO m3w_sld_lr_mc finished [took 171.4376s] +01/01/24 12:50:06| INFO m3w_sld_lr finished [took 173.2441s] +01/01/24 12:50:07| INFO bin_sld_lr_mc finished [took 173.8102s] +01/01/24 12:50:40| INFO bin_sld_lr_c finished [took 207.1076s] +01/01/24 12:50:43| INFO bin_sld_lr finished [took 209.8804s] +01/01/24 12:51:15| INFO mul_sld_lr finished [took 241.4459s] +01/01/24 12:51:24| INFO mul_sld_lr_c finished [took 250.6329s] +01/01/24 12:51:25| INFO mul_sld_lr_ne finished [took 251.6005s] +01/01/24 12:51:27| INFO mul_sld_lr_mc finished [took 253.3611s] +01/01/24 12:51:38| INFO m3w_sld_lr_is finished [took 90.6933s] +01/01/24 12:51:49| INFO m3w_sld_lr_ne finished [took 116.7824s] +01/01/24 12:51:51| INFO ref finished [took 103.3955s] +01/01/24 12:52:14| INFO doc finished [took 90.7912s] +01/01/24 12:52:15| INFO atc_mc finished [took 93.6395s] +01/01/24 12:52:24| INFO bin_sld_lr_is finished [took 140.2059s] +01/01/24 12:52:43| INFO mul_sld_lr_is finished [took 157.8502s] +01/01/24 12:54:22| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00653) [took 98.3149s] +01/01/24 12:55:23| INFO bin_sld_lr_gs finished [took 159.4736s] +01/01/24 13:02:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00725) [took 424.5008s] +01/01/24 13:03:30| INFO mul_sld_lr_gs finished [took 487.0770s] +01/01/24 13:08:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00794) [took 305.0578s] +01/01/24 13:09:28| INFO m3w_sld_lr_gs finished [took 357.3563s] +01/01/24 13:09:28| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 1337.0126s] +01/01/24 13:09:28| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started +01/01/24 13:12:09| INFO m3w_sld_lr_c finished [took 159.0358s] +01/01/24 13:12:16| INFO bin_sld_lr_ne finished [took 165.6170s] +01/01/24 13:12:23| INFO m3w_sld_lr finished [took 172.3251s] +01/01/24 13:12:25| INFO m3w_sld_lr_mc finished [took 174.7246s] +01/01/24 13:12:34| INFO mul_sld_lr_ne finished [took 183.7550s] +01/01/24 13:12:46| INFO bin_sld_lr_c finished [took 195.9743s] +01/01/24 13:12:53| INFO bin_sld_lr finished [took 202.2788s] +01/01/24 13:12:54| INFO bin_sld_lr_mc finished [took 203.9760s] +01/01/24 13:12:55| INFO mul_sld_lr_c finished [took 204.3248s] +01/01/24 13:12:55| INFO mul_sld_lr finished [took 204.6776s] +01/01/24 13:13:03| INFO mul_sld_lr_mc finished [took 212.2801s] +01/01/24 13:13:56| INFO m3w_sld_lr_ne finished [took 106.5332s] +01/01/24 13:14:04| INFO m3w_sld_lr_is finished [took 98.0741s] +01/01/24 13:14:06| INFO atc_mc finished [took 79.1853s] +01/01/24 13:14:13| INFO doc finished [took 79.6293s] +01/01/24 13:14:16| INFO ref finished [took 100.7487s] +01/01/24 13:14:23| INFO mul_sld_lr_is finished [took 119.6849s] +01/01/24 13:14:33| INFO bin_sld_lr_is finished [took 136.0057s] +01/01/24 13:16:08| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00733) [took 94.3877s] +01/01/24 13:17:09| INFO bin_sld_lr_gs finished [took 155.3356s] +01/01/24 13:24:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00519) [took 422.8680s] +01/01/24 13:25:16| INFO mul_sld_lr_gs finished [took 486.9162s] +01/01/24 13:30:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 297.2743s] +01/01/24 13:31:06| INFO m3w_sld_lr_gs finished [took 349.0693s] +01/01/24 13:31:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 1297.4575s] +01/01/24 13:31:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started +01/01/24 13:33:36| INFO m3w_sld_lr finished [took 148.3900s] +01/01/24 13:33:54| INFO m3w_sld_lr_mc finished [took 165.0207s] +01/01/24 13:34:00| INFO m3w_sld_lr_c finished [took 171.9781s] +01/01/24 13:34:09| INFO bin_sld_lr_ne finished [took 180.8560s] +01/01/24 13:34:13| INFO bin_sld_lr finished [took 184.9483s] +01/01/24 13:34:16| INFO mul_sld_lr_ne finished [took 188.0227s] +01/01/24 13:34:17| INFO mul_sld_lr_mc finished [took 188.6060s] +01/01/24 13:34:25| INFO bin_sld_lr_mc finished [took 196.6096s] +01/01/24 13:34:26| INFO bin_sld_lr_c finished [took 197.2370s] +01/01/24 13:34:30| INFO mul_sld_lr_c finished [took 201.3132s] +01/01/24 13:34:40| INFO mul_sld_lr finished [took 212.1497s] +01/01/24 13:35:30| INFO ref finished [took 75.2872s] +01/01/24 13:35:39| INFO atc_mc finished [took 81.6396s] +01/01/24 13:35:39| INFO m3w_sld_lr_is finished [took 89.1064s] +01/01/24 13:35:45| INFO m3w_sld_lr_ne finished [took 128.2182s] +01/01/24 13:35:45| INFO doc finished [took 87.4883s] +01/01/24 13:36:01| INFO mul_sld_lr_is finished [took 119.4597s] +01/01/24 13:36:06| INFO bin_sld_lr_is finished [took 131.6548s] +01/01/24 13:37:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00722) [took 108.9903s] +01/01/24 13:38:56| INFO bin_sld_lr_gs finished [took 169.2987s] +01/01/24 13:46:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00859) [took 432.3779s] +01/01/24 13:47:11| INFO mul_sld_lr_gs finished [took 493.8185s] +01/01/24 13:52:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00849) [took 302.7310s] +01/01/24 13:53:06| INFO m3w_sld_lr_gs finished [took 353.9316s] +01/01/24 13:53:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 1319.7425s] +01/01/24 13:53:06| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started +01/01/24 13:55:30| INFO m3w_sld_lr_mc finished [took 141.4340s] +01/01/24 13:55:35| INFO m3w_sld_lr finished [took 146.5173s] +01/01/24 13:56:00| INFO m3w_sld_lr_c finished [took 172.0987s] +01/01/24 13:56:15| INFO mul_sld_lr_ne finished [took 187.0183s] +01/01/24 13:56:20| INFO bin_sld_lr_mc finished [took 191.9254s] +01/01/24 13:56:21| INFO bin_sld_lr_ne finished [took 193.2337s] +01/01/24 13:56:26| INFO bin_sld_lr_c finished [took 197.9792s] +01/01/24 13:56:35| INFO bin_sld_lr finished [took 207.2434s] +01/01/24 13:56:41| INFO mul_sld_lr finished [took 213.3105s] +01/01/24 13:56:42| INFO mul_sld_lr_c finished [took 214.0049s] +01/01/24 13:56:43| INFO mul_sld_lr_mc finished [took 215.2579s] +01/01/24 13:57:16| INFO m3w_sld_lr_ne finished [took 105.5046s] +01/01/24 13:57:34| INFO bin_sld_lr_is finished [took 118.8195s] +01/01/24 13:57:36| INFO ref finished [took 75.1674s] +01/01/24 13:57:39| INFO atc_mc finished [took 77.7305s] +01/01/24 13:57:52| INFO m3w_sld_lr_is finished [took 96.0808s] +01/01/24 13:57:54| INFO doc finished [took 87.4162s] +01/01/24 13:58:10| INFO mul_sld_lr_is finished [took 128.5504s] +01/01/24 13:59:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00875) [took 107.8241s] +01/01/24 14:01:00| INFO bin_sld_lr_gs finished [took 169.8906s] +01/01/24 14:08:15| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00834) [took 433.9244s] +01/01/24 14:09:15| INFO mul_sld_lr_gs finished [took 493.8452s] +01/01/24 14:14:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': None} (score=0.00880) [took 306.5178s] +01/01/24 14:15:13| INFO m3w_sld_lr_gs finished [took 357.0944s] +01/01/24 14:15:13| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 1327.2804s] +01/01/24 14:15:13| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started +01/01/24 14:17:39| INFO m3w_sld_lr finished [took 144.3710s] +01/01/24 14:17:49| INFO mul_sld_lr_c finished [took 154.6475s] +01/01/24 14:17:58| INFO m3w_sld_lr_mc finished [took 163.7501s] +01/01/24 14:18:08| INFO m3w_sld_lr_c finished [took 173.5601s] +01/01/24 14:18:18| INFO bin_sld_lr_ne finished [took 183.5677s] +01/01/24 14:18:32| INFO bin_sld_lr_mc finished [took 197.2745s] +01/01/24 14:18:36| INFO mul_sld_lr_ne finished [took 201.0865s] +01/01/24 14:18:37| INFO bin_sld_lr finished [took 202.5873s] +01/01/24 14:18:38| INFO mul_sld_lr_mc finished [took 202.9082s] +01/01/24 14:18:39| INFO bin_sld_lr_c finished [took 204.7345s] +01/01/24 14:18:40| INFO mul_sld_lr finished [took 204.8958s] +01/01/24 14:19:24| INFO m3w_sld_lr_ne finished [took 104.5128s] +01/01/24 14:19:35| INFO ref finished [took 76.2062s] +01/01/24 14:19:43| INFO m3w_sld_lr_is finished [took 93.8891s] +01/01/24 14:19:51| INFO atc_mc finished [took 78.1761s] +01/01/24 14:19:59| INFO mul_sld_lr_is finished [took 120.1906s] +01/01/24 14:20:04| INFO bin_sld_lr_is finished [took 133.9342s] +01/01/24 14:20:05| INFO doc finished [took 88.6371s] +01/01/24 14:21:56| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00682) [took 109.6849s] +01/01/24 14:22:56| INFO bin_sld_lr_gs finished [took 170.6436s] +01/01/24 14:30:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00612) [took 431.0007s] +01/01/24 14:31:08| INFO mul_sld_lr_gs finished [took 491.5754s] +01/01/24 14:36:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00638) [took 304.2492s] +01/01/24 14:37:04| INFO m3w_sld_lr_gs finished [took 355.0741s] +01/01/24 14:37:04| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 1311.1318s] +01/01/24 14:37:04| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started +01/01/24 14:39:34| INFO m3w_sld_lr_c finished [took 147.1646s] +01/01/24 14:39:55| INFO m3w_sld_lr_mc finished [took 168.3586s] +01/01/24 14:39:57| INFO m3w_sld_lr finished [took 170.7659s] +01/01/24 14:39:58| INFO bin_sld_lr_c finished [took 172.5390s] +01/01/24 14:40:11| INFO mul_sld_lr_mc finished [took 183.9581s] +01/01/24 14:40:27| INFO mul_sld_lr_c finished [took 200.8565s] +01/01/24 14:40:30| INFO mul_sld_lr_ne finished [took 202.7226s] +01/01/24 14:40:34| INFO bin_sld_lr finished [took 207.2057s] +01/01/24 14:40:36| INFO bin_sld_lr_ne finished [took 209.4134s] +01/01/24 14:40:39| INFO mul_sld_lr finished [took 211.9872s] +01/01/24 14:40:43| INFO bin_sld_lr_mc finished [took 216.0379s] +01/01/24 14:41:23| INFO m3w_sld_lr_ne finished [took 108.7977s] +01/01/24 14:41:31| INFO ref finished [took 79.6512s] +01/01/24 14:41:46| INFO mul_sld_lr_is finished [took 107.7997s] +01/01/24 14:41:52| INFO doc finished [took 81.8328s] +01/01/24 14:41:52| INFO bin_sld_lr_is finished [took 116.7012s] +01/01/24 14:41:55| INFO m3w_sld_lr_is finished [took 116.0429s] +01/01/24 14:41:59| INFO atc_mc finished [took 90.5454s] +01/01/24 14:43:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00460) [took 104.8987s] +01/01/24 14:44:45| INFO bin_sld_lr_gs finished [took 165.1926s] +01/01/24 14:51:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00717) [took 430.4056s] +01/01/24 14:52:57| INFO mul_sld_lr_gs finished [took 490.1917s] +01/01/24 14:58:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 304.9253s] +01/01/24 14:58:53| INFO m3w_sld_lr_gs finished [took 356.0374s] +01/01/24 14:58:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 1309.2144s] +01/01/24 14:58:53| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started +01/01/24 15:01:17| INFO mul_sld_lr_ne finished [took 140.5273s] +01/01/24 15:01:41| INFO m3w_sld_lr finished [took 164.4789s] +01/01/24 15:01:42| INFO m3w_sld_lr_mc finished [took 165.8847s] +01/01/24 15:01:43| INFO bin_sld_lr_ne finished [took 168.0381s] +01/01/24 15:01:47| INFO m3w_sld_lr_c finished [took 170.8093s] +01/01/24 15:02:14| INFO mul_sld_lr_c finished [took 197.6609s] +01/01/24 15:02:14| INFO bin_sld_lr_mc finished [took 197.9740s] +01/01/24 15:02:20| INFO bin_sld_lr_c finished [took 203.4889s] +01/01/24 15:02:22| INFO mul_sld_lr_mc finished [took 205.1686s] +01/01/24 15:02:23| INFO mul_sld_lr finished [took 207.0555s] +01/01/24 15:02:23| INFO bin_sld_lr finished [took 207.1479s] +01/01/24 15:03:10| INFO m3w_sld_lr_ne finished [took 112.1447s] +01/01/24 15:03:12| INFO ref finished [took 83.4619s] +01/01/24 15:03:22| INFO m3w_sld_lr_is finished [took 97.5204s] +01/01/24 15:03:38| INFO doc finished [took 82.8450s] +01/01/24 15:03:40| INFO bin_sld_lr_is finished [took 118.7079s] +01/01/24 15:03:43| INFO atc_mc finished [took 87.4616s] +01/01/24 15:03:46| INFO mul_sld_lr_is finished [took 122.7364s] +01/01/24 15:05:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.00631) [took 104.4804s] +01/01/24 15:06:31| INFO bin_sld_lr_gs finished [took 164.1936s] +01/01/24 15:13:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00856) [took 430.4854s] +01/01/24 15:14:43| INFO mul_sld_lr_gs finished [took 490.4746s] +01/01/24 15:19:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01118) [took 310.6192s] +01/01/24 15:20:45| INFO m3w_sld_lr_gs finished [took 361.4644s] +01/01/24 15:20:45| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 1311.7933s] +01/01/24 15:20:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started +01/01/24 15:23:33| INFO m3w_sld_lr_c finished [took 165.2940s] +01/01/24 15:23:37| INFO m3w_sld_lr finished [took 170.0687s] +01/01/24 15:23:38| INFO m3w_sld_lr_mc finished [took 170.4575s] +01/01/24 15:24:11| INFO bin_sld_lr_mc finished [took 204.1035s] +01/01/24 15:24:14| INFO bin_sld_lr finished [took 206.5731s] +01/01/24 15:24:16| INFO mul_sld_lr_c finished [took 209.0983s] +01/01/24 15:24:18| INFO bin_sld_lr_c finished [took 210.7575s] +01/01/24 15:24:20| INFO mul_sld_lr_ne finished [took 212.8678s] +01/01/24 15:24:20| INFO bin_sld_lr_ne finished [took 212.1851s] +01/01/24 15:24:51| INFO mul_sld_lr finished [took 243.4270s] +01/01/24 15:25:27| INFO ref finished [took 71.9049s] +01/01/24 15:25:33| INFO atc_mc finished [took 76.2771s] +01/01/24 15:25:34| INFO mul_sld_lr_mc finished [took 286.2069s] +01/01/24 15:25:40| INFO m3w_sld_lr_ne finished [took 126.6111s] +01/01/24 15:25:48| INFO m3w_sld_lr_is finished [took 96.2847s] +01/01/24 15:25:51| INFO bin_sld_lr_is finished [took 132.6684s] +01/01/24 15:25:59| INFO mul_sld_lr_is finished [took 139.9503s] +01/01/24 15:26:02| INFO doc finished [took 102.9728s] +01/01/24 15:27:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00684) [took 96.4441s] +01/01/24 15:28:39| INFO bin_sld_lr_gs finished [took 156.5663s] +01/01/24 15:35:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00719) [took 424.7790s] +01/01/24 15:36:45| INFO mul_sld_lr_gs finished [took 484.6712s] +01/01/24 15:41:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00771) [took 308.4602s] +01/01/24 15:42:45| INFO m3w_sld_lr_gs finished [took 359.9707s] +01/01/24 15:42:45| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 1320.1228s] +---------------------------------------------------------------------------------------------------- +01/01/24 16:42:57| INFO dataset rcv1_MCAT [pool size: 10] +01/01/24 16:42:57| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started +01/01/24 16:45:06| INFO d_m3w_sld_lr finished [took 124.7822s] +01/01/24 16:45:17| INFO d_m3w_sld_lr_c finished [took 135.6784s] +01/01/24 16:45:26| INFO d_mul_sld_lr_ne finished [took 144.1138s] +01/01/24 16:45:35| INFO d_m3w_sld_lr_mc finished [took 153.1231s] +01/01/24 16:45:39| INFO d_bin_sld_lr_c finished [took 157.3941s] +01/01/24 16:45:42| INFO d_bin_sld_lr_ne finished [took 160.2783s] +01/01/24 16:45:44| INFO d_mul_sld_lr_c finished [took 162.2779s] +01/01/24 16:45:51| INFO d_bin_sld_lr_mc finished [took 169.4110s] +01/01/24 16:45:51| INFO d_bin_sld_lr finished [took 169.4420s] +01/01/24 16:45:53| INFO d_mul_sld_lr_mc finished [took 172.5928s] +01/01/24 16:45:54| INFO d_mul_sld_lr finished [took 173.7622s] +01/01/24 16:46:43| INFO d_m3w_sld_lr_ne finished [took 95.8415s] +01/01/24 16:46:51| INFO d_m3w_sld_lr_is finished [took 75.8622s] +01/01/24 16:46:54| INFO ref finished [took 74.3204s] +01/01/24 16:46:58| INFO d_bin_sld_lr_is finished [took 99.7174s] +01/01/24 16:47:03| INFO doc finished [took 78.1784s] +01/01/24 16:47:15| INFO d_mul_sld_lr_is finished [took 108.9696s] +01/01/24 16:47:16| INFO atc_mc finished [took 93.6369s] +01/01/24 16:47:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01027) [took 19.6770s] +01/01/24 16:48:34| INFO d_bin_sld_lr_gs finished [took 77.1838s] +01/01/24 16:48:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': None} (score=0.01135) [took 13.9130s] +01/01/24 16:49:46| INFO d_mul_sld_lr_gs finished [took 71.1997s] +01/01/24 16:50:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00660) [took 14.2900s] +01/01/24 16:50:48| INFO d_m3w_sld_lr_gs finished [took 61.7914s] +01/01/24 16:50:48| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 470.9928s] +01/01/24 16:50:48| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started +01/01/24 16:52:59| INFO d_m3w_sld_lr_c finished [took 129.5050s] +01/01/24 16:53:15| INFO d_m3w_sld_lr_mc finished [took 144.8890s] +01/01/24 16:53:21| INFO d_m3w_sld_lr finished [took 150.7831s] +01/01/24 16:53:32| INFO d_mul_sld_lr finished [took 161.7195s] +01/01/24 16:53:37| INFO d_bin_sld_lr_ne finished [took 166.7989s] +01/01/24 16:53:41| INFO d_mul_sld_lr_c finished [took 171.1269s] +01/01/24 16:53:44| INFO d_mul_sld_lr_ne finished [took 174.3028s] +01/01/24 16:53:45| INFO d_mul_sld_lr_mc finished [took 174.9312s] +01/01/24 16:53:49| INFO d_bin_sld_lr_c finished [took 179.4062s] +01/01/24 16:53:57| INFO d_bin_sld_lr_mc finished [took 187.4074s] +01/01/24 16:54:01| INFO d_bin_sld_lr finished [took 190.8836s] +01/01/24 16:54:52| INFO d_m3w_sld_lr_ne finished [took 112.6664s] +01/01/24 16:54:52| INFO ref finished [took 75.2327s] +01/01/24 16:54:55| INFO d_mul_sld_lr_is finished [took 93.8140s] +01/01/24 16:54:59| INFO atc_mc finished [took 77.0871s] +01/01/24 16:54:59| INFO doc finished [took 74.2569s] +01/01/24 16:55:08| INFO d_bin_sld_lr_is finished [took 112.4767s] +01/01/24 16:55:14| INFO d_m3w_sld_lr_is finished [took 102.3247s] +01/01/24 16:55:54| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00735) [took 38.9038s] +01/01/24 16:56:50| INFO d_bin_sld_lr_gs finished [took 94.8303s] +01/01/24 16:57:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.01054) [took 22.9959s] +01/01/24 16:58:12| INFO d_mul_sld_lr_gs finished [took 81.2816s] +01/01/24 16:58:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00818) [took 12.2107s] +01/01/24 16:59:11| INFO d_m3w_sld_lr_gs finished [took 59.0716s] +01/01/24 16:59:11| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 503.4656s] +01/01/24 16:59:11| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started +01/01/24 17:01:26| INFO d_m3w_sld_lr_c finished [took 132.0314s] +01/01/24 17:01:38| INFO d_m3w_sld_lr finished [took 144.1609s] +01/01/24 17:01:43| INFO d_m3w_sld_lr_mc finished [took 149.2184s] +01/01/24 17:02:01| INFO d_bin_sld_lr finished [took 167.7982s] +01/01/24 17:02:04| INFO d_mul_sld_lr_c finished [took 170.4234s] +01/01/24 17:02:08| INFO d_mul_sld_lr_mc finished [took 174.2016s] +01/01/24 17:02:08| INFO d_bin_sld_lr_c finished [took 175.0109s] +01/01/24 17:02:11| INFO d_bin_sld_lr_mc finished [took 178.3991s] +01/01/24 17:02:16| INFO d_bin_sld_lr_ne finished [took 182.2430s] +01/01/24 17:02:16| INFO d_mul_sld_lr finished [took 182.6070s] +01/01/24 17:02:19| INFO d_mul_sld_lr_ne finished [took 185.0286s] +01/01/24 17:02:58| INFO d_m3w_sld_lr_ne finished [took 91.5501s] +01/01/24 17:03:22| INFO d_m3w_sld_lr_is finished [took 79.8587s] +01/01/24 17:03:24| INFO atc_mc finished [took 75.9350s] +01/01/24 17:03:25| INFO d_bin_sld_lr_is finished [took 106.5378s] +01/01/24 17:03:28| INFO doc finished [took 78.4224s] +01/01/24 17:03:28| INFO d_mul_sld_lr_is finished [took 104.6330s] +01/01/24 17:03:30| INFO ref finished [took 85.1632s] +01/01/24 17:03:53| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00949) [took 22.6363s] +01/01/24 17:04:51| INFO d_bin_sld_lr_gs finished [took 80.7673s] +01/01/24 17:05:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00700) [took 19.6711s] +01/01/24 17:06:07| INFO d_mul_sld_lr_gs finished [took 75.4333s] +01/01/24 17:06:19| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00663) [took 11.3224s] +01/01/24 17:07:06| INFO d_m3w_sld_lr_gs finished [took 58.3535s] +01/01/24 17:07:06| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 474.7733s] +01/01/24 17:07:06| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started +01/01/24 17:09:13| INFO d_m3w_sld_lr_mc finished [took 123.6493s] +01/01/24 17:09:26| INFO d_m3w_sld_lr finished [took 136.9719s] +01/01/24 17:09:37| INFO d_m3w_sld_lr_c finished [took 148.3302s] +01/01/24 17:09:44| INFO d_mul_sld_lr_ne finished [took 155.5119s] +01/01/24 17:09:52| INFO d_bin_sld_lr_ne finished [took 162.9593s] +01/01/24 17:09:56| INFO d_bin_sld_lr_c finished [took 167.2148s] +01/01/24 17:10:05| INFO d_bin_sld_lr finished [took 176.5240s] +01/01/24 17:10:10| INFO d_bin_sld_lr_mc finished [took 181.3359s] +01/01/24 17:10:12| INFO d_mul_sld_lr_mc finished [took 183.0548s] +01/01/24 17:10:15| INFO d_mul_sld_lr_c finished [took 186.6952s] +01/01/24 17:10:20| INFO d_mul_sld_lr finished [took 192.1249s] +01/01/24 17:10:40| INFO d_m3w_sld_lr_ne finished [took 86.5003s] +01/01/24 17:11:08| INFO d_m3w_sld_lr_is finished [took 83.0835s] +01/01/24 17:11:09| INFO ref finished [took 76.3452s] +01/01/24 17:11:17| INFO atc_mc finished [took 80.5121s] +01/01/24 17:11:22| INFO d_mul_sld_lr_is finished [took 104.3107s] +01/01/24 17:11:22| INFO d_bin_sld_lr_is finished [took 115.7806s] +01/01/24 17:11:27| INFO doc finished [took 80.7904s] +01/01/24 17:11:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00759) [took 24.6312s] +01/01/24 17:13:04| INFO d_bin_sld_lr_gs finished [took 96.3295s] +01/01/24 17:13:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01991) [took 21.5986s] +01/01/24 17:14:24| INFO d_mul_sld_lr_gs finished [took 79.9449s] +01/01/24 17:14:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01231) [took 12.6797s] +01/01/24 17:15:25| INFO d_m3w_sld_lr_gs finished [took 60.4208s] +01/01/24 17:15:25| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 499.1470s] +01/01/24 17:15:25| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started +01/01/24 17:17:29| INFO d_m3w_sld_lr finished [took 120.9339s] +01/01/24 17:17:32| INFO d_m3w_sld_lr_c finished [took 123.7499s] +01/01/24 17:17:55| INFO d_m3w_sld_lr_mc finished [took 146.8231s] +01/01/24 17:18:03| INFO d_bin_sld_lr_mc finished [took 154.7413s] +01/01/24 17:18:22| INFO d_bin_sld_lr finished [took 173.6684s] +01/01/24 17:18:24| INFO d_bin_sld_lr_ne finished [took 176.5977s] +01/01/24 17:18:25| INFO d_bin_sld_lr_c finished [took 176.9152s] +01/01/24 17:18:30| INFO d_mul_sld_lr_mc finished [took 182.1827s] +01/01/24 17:18:31| INFO d_mul_sld_lr finished [took 183.0389s] +01/01/24 17:18:36| INFO d_mul_sld_lr_ne finished [took 187.4554s] +01/01/24 17:18:37| INFO d_mul_sld_lr_c finished [took 188.4078s] +01/01/24 17:19:09| INFO d_m3w_sld_lr_ne finished [took 98.7287s] +01/01/24 17:19:18| INFO d_m3w_sld_lr_is finished [took 74.2111s] +01/01/24 17:19:34| INFO ref finished [took 71.0368s] +01/01/24 17:19:34| INFO d_bin_sld_lr_is finished [took 121.8153s] +01/01/24 17:19:38| INFO doc finished [took 71.8703s] +01/01/24 17:19:41| INFO atc_mc finished [took 76.3957s] +01/01/24 17:19:53| INFO d_mul_sld_lr_is finished [took 116.7752s] +01/01/24 17:20:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00866) [took 24.1865s] +01/01/24 17:21:17| INFO d_bin_sld_lr_gs finished [took 83.6151s] +01/01/24 17:21:37| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00839) [took 19.3585s] +01/01/24 17:22:35| INFO d_mul_sld_lr_gs finished [took 76.6534s] +01/01/24 17:22:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00866) [took 11.4788s] +01/01/24 17:23:33| INFO d_m3w_sld_lr_gs finished [took 57.5050s] +01/01/24 17:23:33| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 487.3774s] +01/01/24 17:23:33| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started +01/01/24 17:25:37| INFO d_m3w_sld_lr finished [took 123.2905s] +01/01/24 17:25:40| INFO d_m3w_sld_lr_mc finished [took 125.7046s] +01/01/24 17:25:53| INFO d_m3w_sld_lr_c finished [took 138.6585s] +01/01/24 17:26:16| INFO d_mul_sld_lr_c finished [took 161.0186s] +01/01/24 17:26:19| INFO d_mul_sld_lr_ne finished [took 164.8812s] +01/01/24 17:26:30| INFO d_bin_sld_lr finished [took 175.1068s] +01/01/24 17:26:33| INFO d_bin_sld_lr_ne finished [took 178.2224s] +01/01/24 17:26:35| INFO d_bin_sld_lr_c finished [took 180.6764s] +01/01/24 17:26:37| INFO d_bin_sld_lr_mc finished [took 182.6496s] +01/01/24 17:26:42| INFO d_mul_sld_lr finished [took 187.3003s] +01/01/24 17:26:42| INFO d_mul_sld_lr_mc finished [took 187.6797s] +01/01/24 17:27:14| INFO d_m3w_sld_lr_ne finished [took 95.4854s] +01/01/24 17:27:30| INFO ref finished [took 70.0330s] +01/01/24 17:27:32| INFO d_bin_sld_lr_is finished [took 111.4729s] +01/01/24 17:27:44| INFO doc finished [took 70.9028s] +01/01/24 17:27:48| INFO atc_mc finished [took 77.6856s] +01/01/24 17:27:48| INFO d_m3w_sld_lr_is finished [took 91.9956s] +01/01/24 17:27:54| INFO d_mul_sld_lr_is finished [took 119.9567s] +01/01/24 17:28:18| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00790) [took 24.1339s] +01/01/24 17:29:17| INFO d_bin_sld_lr_gs finished [took 82.3987s] +01/01/24 17:29:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00668) [took 20.4410s] +01/01/24 17:30:38| INFO d_mul_sld_lr_gs finished [took 80.6461s] +01/01/24 17:30:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00656) [took 11.5327s] +01/01/24 17:31:36| INFO d_m3w_sld_lr_gs finished [took 58.1343s] +01/01/24 17:31:36| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 483.6011s] +01/01/24 17:31:36| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started +01/01/24 17:33:59| INFO d_m3w_sld_lr finished [took 139.6783s] +01/01/24 17:34:02| INFO d_m3w_sld_lr_mc finished [took 142.9558s] +01/01/24 17:34:03| INFO d_m3w_sld_lr_c finished [took 144.9223s] +01/01/24 17:34:11| INFO d_bin_sld_lr finished [took 151.9622s] +01/01/24 17:34:15| INFO d_mul_sld_lr_mc finished [took 155.9456s] +01/01/24 17:34:31| INFO d_bin_sld_lr_c finished [took 172.3452s] +01/01/24 17:34:34| INFO d_mul_sld_lr_ne finished [took 174.7654s] +01/01/24 17:34:43| INFO d_mul_sld_lr_c finished [took 184.0133s] +01/01/24 17:34:44| INFO d_bin_sld_lr_mc finished [took 185.0585s] +01/01/24 17:34:46| INFO d_mul_sld_lr finished [took 187.3882s] +01/01/24 17:34:51| INFO d_bin_sld_lr_ne finished [took 191.4343s] +01/01/24 17:35:39| INFO ref finished [took 83.2089s] +01/01/24 17:35:44| INFO d_m3w_sld_lr_is finished [took 92.3426s] +01/01/24 17:35:48| INFO atc_mc finished [took 75.9225s] +01/01/24 17:35:52| INFO d_m3w_sld_lr_ne finished [took 112.6218s] +01/01/24 17:35:53| INFO d_mul_sld_lr_is finished [took 109.4609s] +01/01/24 17:35:55| INFO doc finished [took 80.5590s] +01/01/24 17:36:11| INFO d_bin_sld_lr_is finished [took 128.2953s] +01/01/24 17:36:35| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01682) [took 23.3541s] +01/01/24 17:37:34| INFO d_bin_sld_lr_gs finished [took 82.2046s] +01/01/24 17:37:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00995) [took 19.8435s] +01/01/24 17:38:59| INFO d_mul_sld_lr_gs finished [took 84.3469s] +01/01/24 17:39:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00889) [took 12.3208s] +01/01/24 17:39:59| INFO d_m3w_sld_lr_gs finished [took 58.6751s] +01/01/24 17:39:59| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 502.4286s] +01/01/24 17:39:59| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started +01/01/24 17:42:16| INFO d_m3w_sld_lr finished [took 134.0253s] +01/01/24 17:42:26| INFO d_m3w_sld_lr_c finished [took 144.4818s] +01/01/24 17:42:30| INFO d_m3w_sld_lr_mc finished [took 147.6249s] +01/01/24 17:42:49| INFO d_mul_sld_lr finished [took 166.9410s] +01/01/24 17:42:58| INFO d_mul_sld_lr_mc finished [took 176.4616s] +01/01/24 17:43:00| INFO d_mul_sld_lr_c finished [took 177.9824s] +01/01/24 17:43:00| INFO d_bin_sld_lr_ne finished [took 179.1509s] +01/01/24 17:43:01| INFO d_bin_sld_lr_c finished [took 178.8391s] +01/01/24 17:43:10| INFO d_mul_sld_lr_ne finished [took 187.8743s] +01/01/24 17:43:18| INFO d_bin_sld_lr_mc finished [took 195.8931s] +01/01/24 17:43:45| INFO d_bin_sld_lr finished [took 223.6390s] +01/01/24 17:43:47| INFO d_m3w_sld_lr_ne finished [took 90.5535s] +01/01/24 17:44:08| INFO ref finished [took 68.9140s] +01/01/24 17:44:15| INFO d_m3w_sld_lr_is finished [took 85.2894s] +01/01/24 17:44:20| INFO doc finished [took 79.3147s] +01/01/24 17:44:28| INFO d_mul_sld_lr_is finished [took 117.3355s] +01/01/24 17:44:28| INFO atc_mc finished [took 87.7850s] +01/01/24 17:44:34| INFO d_bin_sld_lr_is finished [took 126.8518s] +01/01/24 17:45:05| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.05613) [took 30.0502s] +01/01/24 17:46:01| INFO d_bin_sld_lr_gs finished [took 85.9709s] +01/01/24 17:46:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.03643) [took 21.9138s] +01/01/24 17:47:21| INFO d_mul_sld_lr_gs finished [took 79.1328s] +01/01/24 17:47:35| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.03516) [took 12.8513s] +01/01/24 17:48:22| INFO d_m3w_sld_lr_gs finished [took 59.7831s] +01/01/24 17:48:22| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 502.7829s] +01/01/24 17:48:22| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started +01/01/24 17:50:26| INFO d_mul_sld_lr_mc finished [took 122.3401s] +01/01/24 17:50:33| INFO d_m3w_sld_lr_c finished [took 128.5785s] +01/01/24 17:50:54| INFO d_m3w_sld_lr finished [took 149.8553s] +01/01/24 17:50:54| INFO d_m3w_sld_lr_mc finished [took 149.8619s] +01/01/24 17:51:03| INFO d_mul_sld_lr finished [took 158.7995s] +01/01/24 17:51:04| INFO d_mul_sld_lr_ne finished [took 159.8438s] +01/01/24 17:51:12| INFO d_bin_sld_lr_mc finished [took 168.3052s] +01/01/24 17:51:15| INFO d_mul_sld_lr_c finished [took 170.9829s] +01/01/24 17:51:18| INFO d_bin_sld_lr finished [took 174.3724s] +01/01/24 17:51:21| INFO d_bin_sld_lr_ne finished [took 177.1422s] +01/01/24 17:51:28| INFO d_bin_sld_lr_c finished [took 183.7880s] +01/01/24 17:52:03| INFO d_m3w_sld_lr_ne finished [took 96.8359s] +01/01/24 17:52:18| INFO d_m3w_sld_lr_is finished [took 83.3614s] +01/01/24 17:52:19| INFO ref finished [took 76.0695s] +01/01/24 17:52:20| INFO atc_mc finished [took 75.0147s] +01/01/24 17:52:23| INFO d_mul_sld_lr_is finished [took 88.2129s] +01/01/24 17:52:40| INFO doc finished [took 86.8992s] +01/01/24 17:52:51| INFO d_bin_sld_lr_is finished [took 137.6642s] +01/01/24 17:53:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.01390) [took 28.0119s] +01/01/24 17:54:15| INFO d_bin_sld_lr_gs finished [took 83.5588s] +01/01/24 17:54:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00806) [took 31.1567s] +01/01/24 17:55:42| INFO d_mul_sld_lr_gs finished [took 86.2955s] +01/01/24 17:56:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00678) [took 18.2265s] +01/01/24 17:56:48| INFO d_m3w_sld_lr_gs finished [took 65.3132s] +01/01/24 17:56:48| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 506.3709s] +---------------------------------------------------------------------------------------------------- +01/01/24 21:24:57| INFO dataset rcv1_MCAT [pool size: 10] +01/01/24 21:24:58| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started +01/01/24 21:25:02| WARNING Method d_bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +01/01/24 21:25:02| WARNING Method d_bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +01/01/24 21:25:02| WARNING Method d_bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +01/01/24 21:25:02| WARNING Method d_bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +01/01/24 21:25:03| WARNING Method d_bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +01/01/24 21:27:09| INFO ref finished [took 125.4658s] +01/01/24 21:28:35| INFO atc_mc finished [took 84.8051s] +01/01/24 21:30:06| INFO doc finished [took 90.3754s] +01/01/24 21:36:17| INFO d_m3w_kde_lr_mc finished [took 674.8680s] +01/01/24 21:37:37| INFO d_m3w_kde_lr finished [took 755.1957s] +01/01/24 21:37:38| INFO d_m3w_kde_lr_c finished [took 756.3081s] +01/01/24 21:37:43| INFO d_m3w_kde_lr_is finished [took 760.0722s] +01/01/24 21:37:46| INFO d_mul_kde_lr_is finished [took 762.8687s] +01/01/24 21:37:58| INFO d_m3w_kde_lr_ne finished [took 775.6628s] +01/01/24 21:38:09| INFO d_mul_kde_lr_ne finished [took 786.7805s] +01/01/24 21:38:23| INFO d_mul_kde_lr finished [took 802.0373s] +01/01/24 21:38:37| INFO d_mul_kde_lr_c finished [took 815.1570s] +01/01/24 21:39:02| INFO d_mul_kde_lr_mc finished [took 840.6507s] +01/01/24 21:39:12| WARNING Method d_bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +01/01/24 21:39:38| DEBUG [size=11,place=1] best score = 0.01144759; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 25.398s] +01/01/24 21:39:38| DEBUG [size=11,place=2] best score = 0.01335604; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.398s] +01/01/24 21:40:59| DEBUG [size=34,place=1] best score = 0.00849789; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 80.341s] +01/01/24 21:40:59| DEBUG [size=34,place=2] best score = 0.00906934; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 80.341s] +01/01/24 21:41:45| DEBUG [size=16,place=1] best score = 0.01153357; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 46.183s] +01/01/24 21:41:45| DEBUG [size=16,place=2] best score = 0.01188841; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 46.183s] +01/01/24 21:41:45| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} (score=0.00850) [took 152.0401s] +01/01/24 21:48:44| INFO d_mul_kde_lr_gs finished [took 570.8654s] +01/01/24 21:49:09| DEBUG [size=11,place=1] best score = 0.00855722; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.996s] +01/01/24 21:49:09| DEBUG [size=11,place=2] best score = 0.01232063; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.996s] +01/01/24 21:50:18| DEBUG [size=34,place=1] best score = 0.00814046; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 68.960s] +01/01/24 21:50:18| DEBUG [size=34,place=2] best score = 0.00815766; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 68.961s] +01/01/24 21:51:01| DEBUG [size=16,place=1] best score = 0.01306769; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 42.546s] +01/01/24 21:51:01| DEBUG [size=16,place=2] best score = 0.01383573; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 42.546s] +01/01/24 21:51:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 136.6136s] +01/01/24 21:57:24| INFO d_m3w_kde_lr_gs finished [took 520.0138s] +01/01/24 21:57:24| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 1946.7431s] +01/01/24 21:57:24| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started +01/01/24 22:07:36| INFO d_bin_kde_lr_mc finished [took 607.0704s] +01/01/24 22:07:56| INFO d_bin_kde_lr finished [took 626.7906s] +01/01/24 22:08:04| INFO d_bin_kde_lr_ne finished [took 634.8514s] +01/01/24 22:08:24| INFO d_bin_kde_lr_c finished [took 655.5506s] +01/01/24 22:10:55| INFO d_m3w_kde_lr finished [took 806.2320s] +01/01/24 22:11:07| INFO d_m3w_kde_lr_mc finished [took 819.6319s] +01/01/24 22:11:24| INFO d_m3w_kde_lr_c finished [took 835.0851s] +01/01/24 22:11:29| INFO d_mul_kde_lr_ne finished [took 839.8359s] +01/01/24 22:11:57| INFO d_mul_kde_lr finished [took 868.2089s] +01/01/24 22:12:04| INFO d_mul_kde_lr_mc finished [took 874.7912s] +01/01/24 22:12:11| INFO d_mul_kde_lr_c finished [took 881.7606s] +01/01/24 22:12:13| INFO ref finished [took 77.0632s] +01/01/24 22:12:26| INFO atc_mc finished [took 78.8436s] +01/01/24 22:12:35| INFO doc finished [took 71.1637s] +01/01/24 22:15:49| INFO d_bin_kde_lr_is finished [took 472.7305s] +01/01/24 22:17:40| INFO d_m3w_kde_lr_ne finished [took 602.9919s] +01/01/24 22:18:28| INFO d_m3w_kde_lr_is finished [took 603.2606s] +01/01/24 22:19:10| INFO d_mul_kde_lr_is finished [took 665.3705s] +01/01/24 22:19:27| DEBUG [size=11,place=1] best score = 0.00900705; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 16.919s] +01/01/24 22:19:27| DEBUG [size=11,place=2] best score = 0.02098850; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 16.919s] +01/01/24 22:20:36| DEBUG [size=51,place=1] best score = 0.01105968; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.101s] +01/01/24 22:20:36| DEBUG [size=51,place=2] best score = 0.01108049; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 69.101s] +01/01/24 22:20:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00901) [took 86.1315s] +01/01/24 22:24:07| INFO d_bin_kde_lr_gs finished [took 296.8120s] +01/01/24 22:24:32| DEBUG [size=11,place=1] best score = 0.00822970; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.491s] +01/01/24 22:24:32| DEBUG [size=11,place=2] best score = 0.02185633; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.492s] +01/01/24 22:26:26| DEBUG [size=52,place=1] best score = 0.00801518; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 113.594s] +01/01/24 22:26:26| DEBUG [size=52,place=2] best score = 0.00802216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 113.595s] +01/01/24 22:27:05| DEBUG [size=16,place=1] best score = 0.01213952; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 39.271s] +01/01/24 22:27:05| DEBUG [size=16,place=2] best score = 0.01272400; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 39.271s] +01/01/24 22:27:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00802) [took 177.4731s] +01/01/24 22:33:26| INFO d_mul_kde_lr_gs finished [took 558.9074s] +01/01/24 22:33:52| DEBUG [size=11,place=1] best score = 0.00879835; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 25.213s] +01/01/24 22:33:52| DEBUG [size=11,place=2] best score = 0.01034366; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.213s] +01/01/24 22:35:33| DEBUG [size=52,place=1] best score = 0.00814745; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 100.695s] +01/01/24 22:35:33| DEBUG [size=52,place=2] best score = 0.00817144; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 100.695s] +01/01/24 22:36:15| DEBUG [size=16,place=1] best score = 0.00813010; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 42.209s] +01/01/24 22:36:15| DEBUG [size=16,place=2] best score = 0.00815117; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 42.209s] +01/01/24 22:36:59| DEBUG [size=20,place=1] best score = 0.00825066; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 44.206s] +01/01/24 22:36:59| DEBUG [size=20,place=2] best score = 0.00828018; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 44.206s] +01/01/24 22:36:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} (score=0.00813) [took 212.3389s] +01/01/24 22:43:25| INFO d_m3w_kde_lr_gs finished [took 597.7513s] +01/01/24 22:43:25| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 2760.4927s] +01/01/24 22:43:25| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started +01/01/24 22:52:04| INFO d_bin_kde_lr_mc finished [took 514.6447s] +01/01/24 22:52:06| INFO d_bin_kde_lr_c finished [took 516.5472s] +01/01/24 22:52:34| INFO d_bin_kde_lr finished [took 544.4214s] +01/01/24 22:52:42| INFO d_bin_kde_lr_ne finished [took 552.5421s] +01/01/24 22:53:48| INFO d_m3w_kde_lr finished [took 618.4188s] +01/01/24 22:54:26| INFO d_m3w_kde_lr_c finished [took 656.3758s] +01/01/24 22:54:27| INFO d_mul_kde_lr_ne finished [took 657.7584s] +01/01/24 22:54:32| INFO d_m3w_kde_lr_mc finished [took 662.1477s] +01/01/24 22:54:58| INFO d_mul_kde_lr_c finished [took 690.2152s] +01/01/24 22:55:00| INFO ref finished [took 71.7256s] +01/01/24 22:55:02| INFO d_mul_kde_lr_mc finished [took 693.0483s] +01/01/24 22:55:14| INFO d_mul_kde_lr finished [took 705.0184s] +01/01/24 22:55:39| INFO atc_mc finished [took 72.4720s] +01/01/24 22:55:40| INFO doc finished [took 72.1096s] +01/01/24 22:58:49| INFO d_bin_kde_lr_is finished [took 402.5078s] +01/01/24 22:59:58| INFO d_m3w_kde_lr_ne finished [took 473.5037s] +01/01/24 23:00:33| INFO d_m3w_kde_lr_is finished [took 470.4312s] +01/01/24 23:00:38| INFO d_mul_kde_lr_is finished [took 483.2732s] +01/01/24 23:00:54| DEBUG [size=11,place=1] best score = 0.01147540; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 15.263s] +01/01/24 23:00:54| DEBUG [size=11,place=2] best score = 0.01217611; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 15.264s] +01/01/24 23:01:59| DEBUG [size=52,place=1] best score = 0.00966447; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 65.191s] +01/01/24 23:01:59| DEBUG [size=52,place=2] best score = 0.01068999; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 65.192s] +01/01/24 23:02:21| DEBUG [size=16,place=1] best score = 0.00972549; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 22.040s] +01/01/24 23:02:21| DEBUG [size=16,place=2] best score = 0.00975466; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.041s] +01/01/24 23:02:21| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00966) [took 102.5044s] +01/01/24 23:05:42| INFO d_bin_kde_lr_gs finished [took 303.9222s] +01/01/24 23:06:07| DEBUG [size=11,place=1] best score = 0.01190909; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.738s] +01/01/24 23:06:07| DEBUG [size=11,place=2] best score = 0.01237798; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.738s] +01/01/24 23:08:05| DEBUG [size=52,place=1] best score = 0.01129391; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 117.562s] +01/01/24 23:08:05| DEBUG [size=52,place=2] best score = 0.01157920; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 117.563s] +01/01/24 23:08:42| DEBUG [size=14,place=1] best score = 0.01315054; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 36.565s] +01/01/24 23:08:42| DEBUG [size=14,place=2] best score = 0.01352815; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 36.566s] +01/01/24 23:08:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.01129) [took 178.9797s] +01/01/24 23:13:20| INFO d_mul_kde_lr_gs finished [took 456.9115s] +01/01/24 23:13:42| DEBUG [size=11,place=1] best score = 0.01102299; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 22.066s] +01/01/24 23:13:42| DEBUG [size=11,place=2] best score = 0.01141440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 22.066s] +01/01/24 23:15:26| DEBUG [size=52,place=1] best score = 0.00925370; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 104.006s] +01/01/24 23:15:26| DEBUG [size=52,place=2] best score = 0.00992504; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 104.006s] +01/01/24 23:15:53| DEBUG [size=16,place=1] best score = 0.00882355; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.955s] +01/01/24 23:15:53| DEBUG [size=16,place=2] best score = 0.00993108; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 26.956s] +01/01/24 23:17:16| DEBUG [size=39,place=1] best score = 0.00937701; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 82.546s] +01/01/24 23:17:16| DEBUG [size=39,place=2] best score = 0.00946074; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 82.547s] +01/01/24 23:17:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00882) [took 235.6866s] +01/01/24 23:21:19| INFO d_m3w_kde_lr_gs finished [took 479.1869s] +01/01/24 23:21:19| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 2274.4587s] +01/01/24 23:21:19| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started +01/01/24 23:29:23| INFO d_bin_kde_lr_c finished [took 481.1314s] +01/01/24 23:30:12| INFO d_bin_kde_lr_ne finished [took 530.4737s] +01/01/24 23:30:23| INFO d_bin_kde_lr_mc finished [took 540.7155s] +01/01/24 23:30:24| INFO d_bin_kde_lr finished [took 542.6461s] +01/01/24 23:31:31| INFO d_m3w_kde_lr finished [took 608.8175s] +01/01/24 23:31:58| INFO d_mul_kde_lr finished [took 636.5757s] +01/01/24 23:32:14| INFO d_m3w_kde_lr_mc finished [took 653.3255s] +01/01/24 23:32:34| INFO d_mul_kde_lr_ne finished [took 671.8673s] +01/01/24 23:32:34| INFO ref finished [took 62.5042s] +01/01/24 23:33:06| INFO d_m3w_kde_lr_c finished [took 704.2431s] +01/01/24 23:33:19| INFO d_mul_kde_lr_mc finished [took 717.5224s] +01/01/24 23:33:25| INFO atc_mc finished [took 86.6198s] +01/01/24 23:33:31| INFO d_mul_kde_lr_c finished [took 728.9840s] +01/01/24 23:33:38| INFO doc finished [took 82.6919s] +01/01/24 23:36:43| INFO d_bin_kde_lr_is finished [took 390.0015s] +01/01/24 23:37:45| INFO d_m3w_kde_lr_ne finished [took 501.7329s] +01/01/24 23:38:30| INFO d_m3w_kde_lr_is finished [took 484.8984s] +01/01/24 23:39:03| INFO d_mul_kde_lr_is finished [took 519.4599s] +01/01/24 23:39:18| DEBUG [size=11,place=1] best score = 0.00963123; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.910s] +01/01/24 23:39:18| DEBUG [size=11,place=2] best score = 0.01044261; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.911s] +01/01/24 23:40:12| DEBUG [size=45,place=1] best score = 0.00926629; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': None} [took 54.280s] +01/01/24 23:40:13| DEBUG [size=45,place=2] best score = 0.00928115; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': None} [took 54.280s] +01/01/24 23:40:35| DEBUG [size=14,place=1] best score = 0.00921641; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 22.133s] +01/01/24 23:40:35| DEBUG [size=14,place=2] best score = 0.00928015; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': None} [took 22.134s] +01/01/24 23:41:26| DEBUG [size=42,place=1] best score = 0.00925211; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 51.803s] +01/01/24 23:41:26| DEBUG [size=42,place=2] best score = 0.00937830; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09, 'confidence': ['isoft']} [took 51.803s] +01/01/24 23:41:27| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} (score=0.00922) [took 143.2370s] +01/01/24 23:45:09| INFO d_bin_kde_lr_gs finished [took 365.8168s] +01/01/24 23:45:34| DEBUG [size=11,place=1] best score = 0.00911547; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 24.021s] +01/01/24 23:45:34| DEBUG [size=11,place=2] best score = 0.01047562; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 24.022s] +01/01/24 23:47:23| DEBUG [size=53,place=1] best score = 0.00890160; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 109.169s] +01/01/24 23:47:23| DEBUG [size=53,place=2] best score = 0.00890354; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 109.169s] +01/01/24 23:48:55| DEBUG [size=42,place=1] best score = 0.00890585; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': None} [took 91.709s] +01/01/24 23:48:55| DEBUG [size=42,place=2] best score = 0.00896045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 91.710s] +01/01/24 23:48:55| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00890) [took 225.0103s] +01/01/24 23:53:22| INFO d_mul_kde_lr_gs finished [took 492.3981s] +01/01/24 23:53:44| DEBUG [size=11,place=1] best score = 0.01168833; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 21.382s] +01/01/24 23:53:44| DEBUG [size=11,place=2] best score = 0.01266095; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 21.383s] +01/01/24 23:55:16| DEBUG [size=51,place=1] best score = 0.01151283; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 92.032s] +01/01/24 23:55:16| DEBUG [size=51,place=2] best score = 0.01161646; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': None} [took 92.032s] +01/01/24 23:56:12| DEBUG [size=27,place=1] best score = 0.01132403; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} [took 55.680s] +01/01/24 23:56:12| DEBUG [size=27,place=2] best score = 0.01161695; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 55.681s] +01/01/24 23:56:46| DEBUG [size=13,place=1] best score = 0.01164288; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 33.533s] +01/01/24 23:56:46| DEBUG [size=13,place=2] best score = 0.01190891; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': ['isoft']} [took 33.534s] +01/01/24 23:56:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': ['isoft']} (score=0.01132) [took 202.7466s] +02/01/24 00:02:14| INFO d_m3w_kde_lr_gs finished [took 530.6456s] +02/01/24 00:02:14| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 2454.3010s] +02/01/24 00:02:14| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started +02/01/24 00:11:08| INFO d_bin_kde_lr_ne finished [took 528.6032s] +02/01/24 00:11:10| INFO d_bin_kde_lr_mc finished [took 531.5894s] +02/01/24 00:11:39| INFO d_bin_kde_lr_c finished [took 562.4947s] +02/01/24 00:11:40| INFO d_bin_kde_lr finished [took 561.3113s] +02/01/24 00:14:45| INFO d_m3w_kde_lr_c finished [took 746.5365s] +02/01/24 00:14:57| INFO d_m3w_kde_lr finished [took 758.1924s] +02/01/24 00:15:27| INFO d_mul_kde_lr_ne finished [took 787.6005s] +02/01/24 00:15:29| INFO d_mul_kde_lr finished [took 790.0761s] +02/01/24 00:15:33| INFO d_mul_kde_lr_c finished [took 793.9736s] +02/01/24 00:15:47| INFO d_m3w_kde_lr_mc finished [took 808.2253s] +02/01/24 00:15:54| INFO d_mul_kde_lr_mc finished [took 814.9912s] +02/01/24 00:16:01| INFO ref finished [took 74.8201s] +02/01/24 00:16:14| INFO atc_mc finished [took 76.5909s] +02/01/24 00:16:31| INFO doc finished [took 63.4654s] +02/01/24 00:18:24| INFO d_bin_kde_lr_is finished [took 432.4777s] +02/01/24 00:20:23| INFO d_m3w_kde_lr_ne finished [took 554.8485s] +02/01/24 00:21:49| INFO d_m3w_kde_lr_is finished [took 608.4758s] +02/01/24 00:22:05| INFO d_mul_kde_lr_is finished [took 624.9484s] +02/01/24 00:22:20| DEBUG [size=11,place=1] best score = 0.00738092; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 14.794s] +02/01/24 00:22:20| DEBUG [size=11,place=2] best score = 0.00938031; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 14.795s] +02/01/24 00:23:20| DEBUG [size=51,place=1] best score = 0.00736699; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.251s] +02/01/24 00:23:20| DEBUG [size=51,place=2] best score = 0.00738554; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.252s] +02/01/24 00:23:46| DEBUG [size=22,place=1] best score = 0.00759545; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.772s] +02/01/24 00:23:46| DEBUG [size=22,place=2] best score = 0.00759667; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 25.773s] +02/01/24 00:23:46| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00737) [took 100.9309s] +02/01/24 00:26:56| INFO d_bin_kde_lr_gs finished [took 290.9659s] +02/01/24 00:27:21| DEBUG [size=11,place=1] best score = 0.00867675; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.347s] +02/01/24 00:27:21| DEBUG [size=11,place=2] best score = 0.00882464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.348s] +02/01/24 00:29:16| DEBUG [size=52,place=1] best score = 0.00828823; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 114.270s] +02/01/24 00:29:16| DEBUG [size=52,place=2] best score = 0.00832494; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 114.270s] +02/01/24 00:30:18| DEBUG [size=28,place=1] best score = 0.00825616; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 62.152s] +02/01/24 00:30:18| DEBUG [size=28,place=2] best score = 0.00826136; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 62.153s] +02/01/24 00:30:37| DEBUG [size=9,place=1] best score = 0.00808106; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 19.753s] +02/01/24 00:30:37| DEBUG [size=9,place=2] best score = 0.00839937; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 19.753s] +02/01/24 00:32:04| DEBUG [size=38,place=1] best score = 0.00779456; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 86.938s] +02/01/24 00:32:04| DEBUG [size=38,place=2] best score = 0.00804303; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 86.938s] +02/01/24 00:32:27| DEBUG [size=10,place=1] best score = 0.00752031; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.705s] +02/01/24 00:32:27| DEBUG [size=10,place=2] best score = 0.00837450; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 22.705s] +02/01/24 00:33:58| DEBUG [size=42,place=1] best score = 0.00846737; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 90.926s] +02/01/24 00:33:58| DEBUG [size=42,place=2] best score = 0.00848140; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 90.927s] +02/01/24 00:33:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00752) [took 421.2211s] +02/01/24 00:38:33| INFO d_mul_kde_lr_gs finished [took 696.3281s] +02/01/24 00:38:56| DEBUG [size=11,place=1] best score = 0.00764003; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 22.042s] +02/01/24 00:38:56| DEBUG [size=11,place=2] best score = 0.00911037; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 22.042s] +02/01/24 00:40:23| DEBUG [size=52,place=1] best score = 0.00761354; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.013s] +02/01/24 00:40:23| DEBUG [size=52,place=2] best score = 0.00763174; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.014s] +02/01/24 00:41:47| DEBUG [size=45,place=1] best score = 0.00717209; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.455s] +02/01/24 00:41:47| DEBUG [size=45,place=2] best score = 0.00766292; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.455s] +02/01/24 00:43:03| DEBUG [size=40,place=1] best score = 0.00790373; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 76.791s] +02/01/24 00:43:03| DEBUG [size=40,place=2] best score = 0.00859460; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 76.792s] +02/01/24 00:43:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00717) [took 269.4161s] +02/01/24 00:46:35| INFO d_m3w_kde_lr_gs finished [took 481.2456s] +02/01/24 00:46:35| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 2661.6274s] +02/01/24 00:46:35| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started +02/01/24 00:54:51| INFO d_bin_kde_lr_c finished [took 493.7427s] +02/01/24 00:55:14| INFO d_bin_kde_lr finished [took 517.0591s] +02/01/24 00:55:33| INFO d_bin_kde_lr_ne finished [took 536.3094s] +02/01/24 00:55:49| INFO d_bin_kde_lr_mc finished [took 552.1085s] +02/01/24 00:57:50| INFO d_m3w_kde_lr finished [took 672.6358s] +02/01/24 00:58:04| INFO d_mul_kde_lr finished [took 687.3319s] +02/01/24 00:58:25| INFO d_mul_kde_lr_ne finished [took 708.2123s] +02/01/24 00:58:30| INFO d_mul_kde_lr_mc finished [took 712.9544s] +02/01/24 00:58:49| INFO d_m3w_kde_lr_mc finished [took 732.8050s] +02/01/24 00:58:58| INFO ref finished [took 68.5480s] +02/01/24 00:59:02| INFO d_m3w_kde_lr_c finished [took 744.7319s] +02/01/24 00:59:23| INFO atc_mc finished [took 77.7688s] +02/01/24 00:59:28| INFO d_mul_kde_lr_c finished [took 771.4705s] +02/01/24 00:59:45| INFO doc finished [took 79.2073s] +02/01/24 01:02:17| INFO d_bin_kde_lr_is finished [took 422.6464s] +02/01/24 01:03:28| INFO d_m3w_kde_lr_ne finished [took 516.4100s] +02/01/24 01:04:32| INFO d_m3w_kde_lr_is finished [took 522.1618s] +02/01/24 01:04:55| INFO d_mul_kde_lr_is finished [took 561.4826s] +02/01/24 01:05:12| DEBUG [size=11,place=1] best score = 0.00747444; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 15.367s] +02/01/24 01:05:12| DEBUG [size=11,place=2] best score = 0.00846890; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 15.367s] +02/01/24 01:06:13| DEBUG [size=51,place=1] best score = 0.00743911; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.998s] +02/01/24 01:06:13| DEBUG [size=51,place=2] best score = 0.00747735; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.999s] +02/01/24 01:06:39| DEBUG [size=22,place=1] best score = 0.00769536; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.513s] +02/01/24 01:06:39| DEBUG [size=22,place=2] best score = 0.00774043; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 26.513s] +02/01/24 01:06:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00744) [took 102.9874s] +02/01/24 01:09:47| INFO d_bin_kde_lr_gs finished [took 290.7269s] +02/01/24 01:10:11| DEBUG [size=11,place=1] best score = 0.00708446; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 23.589s] +02/01/24 01:10:11| DEBUG [size=11,place=2] best score = 0.00922869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 23.590s] +02/01/24 01:12:00| DEBUG [size=51,place=1] best score = 0.00778949; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 108.841s] +02/01/24 01:12:00| DEBUG [size=51,place=2] best score = 0.00799302; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 108.841s] +02/01/24 01:12:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00708) [took 132.4460s] +02/01/24 01:16:13| INFO d_mul_kde_lr_gs finished [took 385.5660s] +02/01/24 01:16:35| DEBUG [size=11,place=1] best score = 0.00618227; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 21.780s] +02/01/24 01:16:35| DEBUG [size=11,place=2] best score = 0.00943937; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 21.781s] +02/01/24 01:18:03| DEBUG [size=52,place=1] best score = 0.00613689; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 87.828s] +02/01/24 01:18:03| DEBUG [size=52,place=2] best score = 0.00617846; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 87.828s] +02/01/24 01:19:27| DEBUG [size=45,place=1] best score = 0.00615852; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.965s] +02/01/24 01:19:27| DEBUG [size=45,place=2] best score = 0.00622833; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 83.965s] +02/01/24 01:19:27| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00614) [took 193.6832s] +02/01/24 01:23:03| INFO d_m3w_kde_lr_gs finished [took 410.2144s] +02/01/24 01:23:03| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 2188.0278s] +02/01/24 01:23:03| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started +02/01/24 01:31:36| INFO d_bin_kde_lr_ne finished [took 510.3996s] +02/01/24 01:31:59| INFO d_bin_kde_lr finished [took 533.5087s] +02/01/24 01:32:29| INFO d_bin_kde_lr_c finished [took 562.8858s] +02/01/24 01:32:35| INFO d_bin_kde_lr_mc finished [took 569.4781s] +02/01/24 01:33:43| INFO d_m3w_kde_lr_c finished [took 637.1820s] +02/01/24 01:34:07| INFO d_m3w_kde_lr_mc finished [took 660.7430s] +02/01/24 01:34:29| INFO d_m3w_kde_lr finished [took 683.5342s] +02/01/24 01:35:06| INFO ref finished [took 81.9215s] +02/01/24 01:35:28| INFO d_mul_kde_lr_mc finished [took 742.1094s] +02/01/24 01:35:31| INFO d_mul_kde_lr finished [took 745.9381s] +02/01/24 01:35:31| INFO doc finished [took 61.5654s] +02/01/24 01:35:33| INFO atc_mc finished [took 86.1419s] +02/01/24 01:35:42| INFO d_mul_kde_lr_ne finished [took 755.5809s] +02/01/24 01:35:52| INFO d_mul_kde_lr_c finished [took 766.1627s] +02/01/24 01:38:55| INFO d_bin_kde_lr_is finished [took 415.3772s] +02/01/24 01:40:13| INFO d_m3w_kde_lr_ne finished [took 516.3272s] +02/01/24 01:40:57| INFO d_m3w_kde_lr_is finished [took 501.1015s] +02/01/24 01:41:22| INFO d_mul_kde_lr_is finished [took 532.4332s] +02/01/24 01:41:39| DEBUG [size=11,place=1] best score = 0.01047164; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 16.482s] +02/01/24 01:41:39| DEBUG [size=11,place=2] best score = 0.01225428; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 16.483s] +02/01/24 01:42:50| DEBUG [size=53,place=1] best score = 0.00702833; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 70.515s] +02/01/24 01:42:50| DEBUG [size=53,place=2] best score = 0.00969143; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 70.515s] +02/01/24 01:43:46| DEBUG [size=42,place=1] best score = 0.00700448; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 56.817s] +02/01/24 01:43:46| DEBUG [size=42,place=2] best score = 0.00994469; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 56.817s] +02/01/24 01:44:29| DEBUG [size=30,place=1] best score = 0.00857540; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 42.682s] +02/01/24 01:44:29| DEBUG [size=30,place=2] best score = 0.00862989; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 42.683s] +02/01/24 01:44:29| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00700) [took 186.6091s] +02/01/24 01:48:05| INFO d_bin_kde_lr_gs finished [took 402.8685s] +02/01/24 01:48:32| DEBUG [size=11,place=1] best score = 0.01138464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 25.697s] +02/01/24 01:48:32| DEBUG [size=11,place=2] best score = 0.01168259; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 25.698s] +02/01/24 01:50:28| DEBUG [size=53,place=1] best score = 0.00707573; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 116.264s] +02/01/24 01:50:28| DEBUG [size=53,place=2] best score = 0.00857135; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 116.264s] +02/01/24 01:51:00| DEBUG [size=15,place=1] best score = 0.00720080; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 31.609s] +02/01/24 01:51:00| DEBUG [size=15,place=2] best score = 0.00764380; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 31.610s] +02/01/24 01:51:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00708) [took 173.6867s] +02/01/24 01:56:02| INFO d_mul_kde_lr_gs finished [took 475.8973s] +02/01/24 01:56:29| DEBUG [size=11,place=1] best score = 0.00545517; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 25.844s] +02/01/24 01:56:29| DEBUG [size=11,place=2] best score = 0.01299648; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 25.845s] +02/01/24 01:58:02| DEBUG [size=52,place=1] best score = 0.00542654; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.683s] +02/01/24 01:58:02| DEBUG [size=52,place=2] best score = 0.00573656; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 93.683s] +02/01/24 01:59:23| DEBUG [size=41,place=1] best score = 0.00560917; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.259s] +02/01/24 01:59:23| DEBUG [size=41,place=2] best score = 0.00592014; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 80.260s] +02/01/24 01:59:23| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00543) [took 199.8981s] +02/01/24 02:03:15| INFO d_m3w_kde_lr_gs finished [took 432.5187s] +02/01/24 02:03:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 2411.8898s] +02/01/24 02:03:15| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started +02/01/24 02:13:24| INFO d_bin_kde_lr_ne finished [took 605.9253s] +02/01/24 02:14:18| INFO d_bin_kde_lr_mc finished [took 659.3314s] +02/01/24 02:14:22| INFO d_bin_kde_lr_c finished [took 663.4089s] +02/01/24 02:14:25| INFO d_bin_kde_lr finished [took 666.5858s] +02/01/24 02:16:24| INFO d_m3w_kde_lr_c finished [took 786.1994s] +02/01/24 02:16:28| INFO d_m3w_kde_lr finished [took 789.2548s] +02/01/24 02:17:19| INFO d_m3w_kde_lr_mc finished [took 840.5325s] +02/01/24 02:17:31| INFO d_mul_kde_lr finished [took 852.3630s] +02/01/24 02:17:35| INFO d_mul_kde_lr_mc finished [took 856.4655s] +02/01/24 02:17:37| INFO atc_mc finished [took 69.3956s] +02/01/24 02:17:38| INFO d_mul_kde_lr_c finished [took 859.2938s] +02/01/24 02:17:47| INFO ref finished [took 81.8459s] +02/01/24 02:17:54| INFO d_mul_kde_lr_ne finished [took 877.0768s] +02/01/24 02:18:21| INFO doc finished [took 61.7699s] +02/01/24 02:21:59| INFO d_bin_kde_lr_is finished [took 460.7997s] +02/01/24 02:23:48| INFO d_m3w_kde_lr_ne finished [took 623.0858s] +02/01/24 02:24:29| INFO d_m3w_kde_lr_is finished [took 603.0987s] +02/01/24 02:25:09| INFO d_mul_kde_lr_is finished [took 646.9583s] +02/01/24 02:25:28| DEBUG [size=11,place=1] best score = 0.01158711; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 17.511s] +02/01/24 02:25:28| DEBUG [size=11,place=2] best score = 0.01238506; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 17.511s] +02/01/24 02:26:44| DEBUG [size=53,place=1] best score = 0.01019197; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 75.983s] +02/01/24 02:26:44| DEBUG [size=53,place=2] best score = 0.01043696; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 75.984s] +02/01/24 02:27:12| DEBUG [size=16,place=1] best score = 0.00995009; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 28.467s] +02/01/24 02:27:12| DEBUG [size=16,place=2] best score = 0.01016914; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 28.468s] +02/01/24 02:28:02| DEBUG [size=34,place=1] best score = 0.01069510; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': None} [took 49.530s] +02/01/24 02:28:02| DEBUG [size=34,place=2] best score = 0.01072716; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.17, 'confidence': None} [took 49.530s] +02/01/24 02:28:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.00995) [took 171.6088s] +02/01/24 02:32:25| INFO d_bin_kde_lr_gs finished [took 434.7860s] +02/01/24 02:32:50| DEBUG [size=11,place=1] best score = 0.01332707; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 23.638s] +02/01/24 02:32:50| DEBUG [size=11,place=2] best score = 0.01535734; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 23.639s] +02/01/24 02:34:38| DEBUG [size=51,place=1] best score = 0.01052349; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 108.011s] +02/01/24 02:34:38| DEBUG [size=51,place=2] best score = 0.01086786; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 108.011s] +02/01/24 02:35:22| DEBUG [size=14,place=1] best score = 0.01142487; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} [took 44.546s] +02/01/24 02:35:22| DEBUG [size=14,place=2] best score = 0.01179857; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': None} [took 44.546s] +02/01/24 02:35:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.01052) [took 176.2179s] +02/01/24 02:42:21| INFO d_mul_kde_lr_gs finished [took 594.9460s] +02/01/24 02:42:47| DEBUG [size=11,place=1] best score = 0.02806977; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 24.844s] +02/01/24 02:42:47| DEBUG [size=11,place=2] best score = 0.02926440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 24.844s] +02/01/24 02:44:25| DEBUG [size=52,place=1] best score = 0.01478891; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 97.648s] +02/01/24 02:44:25| DEBUG [size=52,place=2] best score = 0.02499789; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 97.649s] +02/01/24 02:45:21| DEBUG [size=26,place=1] best score = 0.01304300; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} [took 56.605s] +02/01/24 02:45:21| DEBUG [size=26,place=2] best score = 0.01327623; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 56.606s] +02/01/24 02:45:44| DEBUG [size=8,place=1] best score = 0.02547609; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 22.685s] +02/01/24 02:45:44| DEBUG [size=8,place=2] best score = 0.02937472; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 22.686s] +02/01/24 02:45:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.2, 'confidence': ['isoft']} (score=0.01304) [took 201.8962s] +02/01/24 02:52:10| INFO d_m3w_kde_lr_gs finished [took 587.9926s] +02/01/24 02:52:10| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 2934.9184s] +02/01/24 02:52:10| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started +02/01/24 03:03:40| INFO d_bin_kde_lr finished [took 685.0387s] +02/01/24 03:04:02| INFO d_bin_kde_lr_ne finished [took 706.9629s] +02/01/24 03:04:07| INFO d_bin_kde_lr_c finished [took 711.6533s] +02/01/24 03:04:18| INFO d_bin_kde_lr_mc finished [took 723.3094s] +02/01/24 03:04:42| INFO d_m3w_kde_lr_mc finished [took 746.5004s] +02/01/24 03:05:04| INFO d_m3w_kde_lr finished [took 770.5230s] +02/01/24 03:05:35| INFO d_mul_kde_lr_c finished [took 799.5692s] +02/01/24 03:05:38| INFO d_mul_kde_lr_mc finished [took 803.4744s] +02/01/24 03:05:42| INFO d_m3w_kde_lr_c finished [took 806.4412s] +02/01/24 03:06:06| INFO ref finished [took 84.0524s] +02/01/24 03:06:26| INFO d_mul_kde_lr_ne finished [took 850.5748s] +02/01/24 03:06:26| INFO d_mul_kde_lr finished [took 851.1803s] +02/01/24 03:06:31| INFO atc_mc finished [took 87.1131s] +02/01/24 03:06:52| INFO doc finished [took 76.5982s] +02/01/24 03:12:12| INFO d_bin_kde_lr_is finished [took 489.3363s] +02/01/24 03:13:05| INFO d_m3w_kde_lr_ne finished [took 564.6204s] +02/01/24 03:13:19| INFO d_m3w_kde_lr_is finished [took 539.8868s] +02/01/24 03:14:12| INFO d_mul_kde_lr_is finished [took 604.7773s] +02/01/24 03:14:33| DEBUG [size=11,place=1] best score = 0.00765783; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 20.441s] +02/01/24 03:14:33| DEBUG [size=11,place=2] best score = 0.00775744; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 20.442s] +02/01/24 03:15:58| DEBUG [size=53,place=1] best score = 0.00598730; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 85.222s] +02/01/24 03:15:58| DEBUG [size=53,place=2] best score = 0.00615771; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 85.223s] +02/01/24 03:16:55| DEBUG [size=34,place=1] best score = 0.00575938; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 56.790s] +02/01/24 03:16:55| DEBUG [size=34,place=2] best score = 0.00595006; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 56.790s] +02/01/24 03:18:02| DEBUG [size=39,place=1] best score = 0.00533077; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 66.885s] +02/01/24 03:18:02| DEBUG [size=39,place=2] best score = 0.00606284; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 66.886s] +02/01/24 03:18:27| DEBUG [size=14,place=1] best score = 0.00614861; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 25.365s] +02/01/24 03:18:27| DEBUG [size=14,place=2] best score = 0.00630921; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 25.365s] +02/01/24 03:18:28| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00533) [took 254.8284s] +02/01/24 03:22:24| INFO d_bin_kde_lr_gs finished [took 491.4977s] +02/01/24 03:22:49| DEBUG [size=11,place=1] best score = 0.00588141; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.606s] +02/01/24 03:22:49| DEBUG [size=11,place=2] best score = 0.00821772; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 24.606s] +02/01/24 03:24:44| DEBUG [size=52,place=1] best score = 0.00584475; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 114.371s] +02/01/24 03:24:44| DEBUG [size=52,place=2] best score = 0.00592057; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 114.372s] +02/01/24 03:25:22| DEBUG [size=16,place=1] best score = 0.00570282; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 38.564s] +02/01/24 03:25:22| DEBUG [size=16,place=2] best score = 0.00584926; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 38.565s] +02/01/24 03:26:11| DEBUG [size=21,place=1] best score = 0.00552898; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 48.581s] +02/01/24 03:26:11| DEBUG [size=21,place=2] best score = 0.00558434; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 48.581s] +02/01/24 03:27:17| DEBUG [size=27,place=1] best score = 0.00615957; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09, 'confidence': None} [took 65.655s] +02/01/24 03:27:17| DEBUG [size=27,place=2] best score = 0.00623726; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 65.655s] +02/01/24 03:27:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} (score=0.00553) [took 291.8962s] +02/01/24 03:32:36| INFO d_mul_kde_lr_gs finished [took 611.6517s] +02/01/24 03:33:02| DEBUG [size=11,place=1] best score = 0.00718745; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 24.493s] +02/01/24 03:33:02| DEBUG [size=11,place=2] best score = 0.00993395; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 24.494s] +02/01/24 03:34:42| DEBUG [size=53,place=1] best score = 0.00548869; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 100.327s] +02/01/24 03:34:42| DEBUG [size=53,place=2] best score = 0.00599700; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 100.328s] +02/01/24 03:36:04| DEBUG [size=40,place=1] best score = 0.00550440; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 82.460s] +02/01/24 03:36:04| DEBUG [size=40,place=2] best score = 0.00553429; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 82.460s] +02/01/24 03:36:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} (score=0.00549) [took 207.2917s] +02/01/24 03:40:58| INFO d_m3w_kde_lr_gs finished [took 500.8967s] +02/01/24 03:40:58| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 2927.7341s] +---------------------------------------------------------------------------------------------------- +02/01/24 08:48:33| INFO dataset rcv1_MCAT [pool size: 10] +02/01/24 08:48:33| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT started +02/01/24 08:48:44| WARNING Method bin_kde_lr failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/01/24 08:48:45| WARNING Method bin_kde_lr_ne failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/01/24 08:48:45| WARNING Method bin_kde_lr_mc failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/01/24 08:48:45| WARNING Method bin_kde_lr_c failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/01/24 08:48:54| WARNING Method bin_kde_lr_is failed. Exception: This solver needs samples of at least 2 classes in the data, but the data contains only one class: 0 +02/01/24 08:52:17| INFO ref finished [took 201.2618s] +02/01/24 08:53:26| INFO atc_mc finished [took 68.2157s] +02/01/24 08:54:41| INFO doc finished [took 74.9494s] +02/01/24 09:01:54| INFO m3w_kde_lr_mc finished [took 796.6330s] +02/01/24 09:02:12| INFO m3w_kde_lr finished [took 813.5698s] +02/01/24 09:03:02| INFO m3w_kde_lr_c finished [took 864.1238s] +02/01/24 09:03:22| INFO m3w_kde_lr_is finished [took 874.3582s] +02/01/24 09:03:32| INFO m3w_kde_lr_ne finished [took 885.9031s] +02/01/24 09:04:02| INFO mul_kde_lr_mc finished [took 925.6372s] +02/01/24 09:04:23| INFO mul_kde_lr_is finished [took 936.3439s] +02/01/24 09:04:36| INFO mul_kde_lr finished [took 958.0325s] +02/01/24 09:04:42| INFO mul_kde_lr_ne finished [took 963.4823s] +02/01/24 09:04:51| INFO mul_kde_lr_c finished [took 973.3256s] +02/01/24 09:07:36| WARNING Method bin_kde_lr_gs failed. Exception: no combination of hyperparameters seem to work +02/01/24 09:11:10| DEBUG [size=11,place=1] best score = 0.00587823; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 213.321s] +02/01/24 09:11:10| DEBUG [size=11,place=2] best score = 0.00973399; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 213.322s] +02/01/24 09:25:43| DEBUG [size=53,place=1] best score = 0.00582630; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 872.751s] +02/01/24 09:25:43| DEBUG [size=53,place=2] best score = 0.00585714; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 872.751s] +02/01/24 09:29:26| DEBUG [size=16,place=1] best score = 0.00604693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 222.699s] +02/01/24 09:29:26| DEBUG [size=16,place=2] best score = 0.00619417; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 222.699s] +02/01/24 09:29:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00583) [took 1308.8812s] +02/01/24 09:34:30| INFO mul_kde_lr_gs finished [took 1613.0131s] +02/01/24 09:37:18| DEBUG [size=11,place=1] best score = 0.00749732; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 167.526s] +02/01/24 09:37:18| DEBUG [size=11,place=2] best score = 0.00837188; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 167.526s] +02/01/24 09:48:01| DEBUG [size=53,place=1] best score = 0.00582010; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 643.385s] +02/01/24 09:48:01| DEBUG [size=53,place=2] best score = 0.00608479; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 643.385s] +02/01/24 09:50:43| DEBUG [size=16,place=1] best score = 0.00608606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 161.667s] +02/01/24 09:50:43| DEBUG [size=16,place=2] best score = 0.00681663; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 161.668s] +02/01/24 09:50:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00582) [took 972.6928s] +02/01/24 09:54:59| INFO m3w_kde_lr_gs finished [took 1228.8556s] +02/01/24 09:54:59| INFO Dataset sample [0.1 0.9] of dataset rcv1_MCAT finished [took 3986.0567s] +02/01/24 09:54:59| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT started +02/01/24 10:06:55| INFO bin_kde_lr_ne finished [took 711.9670s] +02/01/24 10:07:10| INFO bin_kde_lr_c finished [took 728.8197s] +02/01/24 10:07:13| INFO bin_kde_lr_mc finished [took 731.8311s] +02/01/24 10:07:14| INFO bin_kde_lr finished [took 733.0361s] +02/01/24 10:08:54| INFO m3w_kde_lr_mc finished [took 828.4757s] +02/01/24 10:09:26| INFO m3w_kde_lr finished [took 864.8254s] +02/01/24 10:10:00| INFO mul_kde_lr finished [took 898.9675s] +02/01/24 10:10:15| INFO ref finished [took 81.0324s] +02/01/24 10:10:21| INFO m3w_kde_lr_c finished [took 920.4202s] +02/01/24 10:10:28| INFO mul_kde_lr_ne finished [took 921.7160s] +02/01/24 10:10:57| INFO atc_mc finished [took 90.8431s] +02/01/24 10:11:01| INFO mul_kde_lr_mc finished [took 956.1313s] +02/01/24 10:11:07| INFO doc finished [took 66.9155s] +02/01/24 10:11:10| INFO mul_kde_lr_c finished [took 969.5661s] +02/01/24 10:15:03| INFO bin_kde_lr_is finished [took 473.3137s] +02/01/24 10:17:00| INFO m3w_kde_lr_ne finished [took 604.5868s] +02/01/24 10:17:51| INFO m3w_kde_lr_is finished [took 636.8338s] +02/01/24 10:18:42| INFO mul_kde_lr_is finished [took 688.5801s] +02/01/24 10:19:43| DEBUG [size=11,place=1] best score = 0.04042064; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 60.134s] +02/01/24 10:19:43| DEBUG [size=11,place=2] best score = 0.11063000; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.14, 'confidence': None} [took 60.134s] +02/01/24 10:23:14| DEBUG [size=52,place=1] best score = 0.01834546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 211.597s] +02/01/24 10:23:14| DEBUG [size=52,place=2] best score = 0.02400858; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 211.598s] +02/01/24 10:25:51| DEBUG [size=40,place=1] best score = 0.01948045; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 156.116s] +02/01/24 10:25:51| DEBUG [size=40,place=2] best score = 0.02208780; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 156.116s] +02/01/24 10:25:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.01835) [took 427.9576s] +02/01/24 10:29:23| INFO bin_kde_lr_gs finished [took 640.5149s] +02/01/24 10:33:16| DEBUG [size=11,place=1] best score = 0.00913622; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 232.344s] +02/01/24 10:33:16| DEBUG [size=11,place=2] best score = 0.01639093; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 232.345s] +02/01/24 10:48:39| DEBUG [size=53,place=1] best score = 0.00786927; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 922.713s] +02/01/24 10:48:39| DEBUG [size=53,place=2] best score = 0.00864693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 922.713s] +02/01/24 10:51:58| DEBUG [size=14,place=1] best score = 0.01074482; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 199.777s] +02/01/24 10:51:58| DEBUG [size=14,place=2] best score = 0.01269698; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 199.778s] +02/01/24 10:51:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00787) [took 1354.9440s] +02/01/24 10:56:35| INFO mul_kde_lr_gs finished [took 1631.9156s] +02/01/24 10:59:30| DEBUG [size=11,place=1] best score = 0.00925981; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 173.857s] +02/01/24 10:59:30| DEBUG [size=11,place=2] best score = 0.01286403; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 173.858s] +02/01/24 11:04:30| DEBUG [size=34,place=1] best score = 0.00617467; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 300.136s] +02/01/24 11:04:30| DEBUG [size=34,place=2] best score = 0.00722680; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 300.136s] +02/01/24 11:07:25| DEBUG [size=16,place=1] best score = 0.00693267; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 175.410s] +02/01/24 11:07:25| DEBUG [size=16,place=2] best score = 0.00732381; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 175.410s] +02/01/24 11:07:25| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00617) [took 649.5136s] +02/01/24 11:11:33| INFO m3w_kde_lr_gs finished [took 897.0757s] +02/01/24 11:11:33| INFO Dataset sample [0.2 0.8] of dataset rcv1_MCAT finished [took 4593.5332s] +02/01/24 11:11:33| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT started +02/01/24 11:21:31| INFO bin_kde_lr_c finished [took 596.4559s] +02/01/24 11:21:36| INFO bin_kde_lr finished [took 602.0204s] +02/01/24 11:21:42| INFO bin_kde_lr_mc finished [took 608.0652s] +02/01/24 11:22:14| INFO bin_kde_lr_ne finished [took 635.1272s] +02/01/24 11:23:59| INFO m3w_kde_lr finished [took 744.0698s] +02/01/24 11:24:30| INFO m3w_kde_lr_mc finished [took 771.1680s] +02/01/24 11:24:33| INFO m3w_kde_lr_c finished [took 777.9809s] +02/01/24 11:24:52| INFO mul_kde_lr finished [took 797.6187s] +02/01/24 11:25:07| INFO mul_kde_lr_c finished [took 812.3440s] +02/01/24 11:25:15| INFO ref finished [took 76.0568s] +02/01/24 11:25:18| INFO mul_kde_lr_mc finished [took 819.1738s] +02/01/24 11:25:41| INFO mul_kde_lr_ne finished [took 841.4497s] +02/01/24 11:25:48| INFO atc_mc finished [took 77.1065s] +02/01/24 11:25:50| INFO doc finished [took 76.9810s] +02/01/24 11:28:51| INFO bin_kde_lr_is finished [took 434.5410s] +02/01/24 11:29:43| INFO m3w_kde_lr_ne finished [took 491.9550s] +02/01/24 11:31:02| INFO m3w_kde_lr_is finished [took 527.0262s] +02/01/24 11:31:17| INFO mul_kde_lr_is finished [took 573.5651s] +02/01/24 11:32:12| DEBUG [size=11,place=1] best score = 0.01053077; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 55.117s] +02/01/24 11:32:12| DEBUG [size=11,place=2] best score = 0.02105634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 55.118s] +02/01/24 11:33:50| DEBUG [size=34,place=1] best score = 0.01006155; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 97.810s] +02/01/24 11:33:50| DEBUG [size=34,place=2] best score = 0.01011895; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 97.811s] +02/01/24 11:34:47| DEBUG [size=16,place=1] best score = 0.01044048; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 57.148s] +02/01/24 11:34:47| DEBUG [size=16,place=2] best score = 0.01189281; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 57.148s] +02/01/24 11:34:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.01006) [took 210.1858s] +02/01/24 11:38:25| INFO bin_kde_lr_gs finished [took 427.5885s] +02/01/24 11:42:19| DEBUG [size=11,place=1] best score = 0.01736375; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 233.815s] +02/01/24 11:42:19| DEBUG [size=11,place=2] best score = 0.02497029; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 233.815s] +02/01/24 11:48:58| DEBUG [size=34,place=1] best score = 0.01166022; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 398.804s] +02/01/24 11:48:58| DEBUG [size=34,place=2] best score = 0.01405691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 398.804s] +02/01/24 11:53:00| DEBUG [size=16,place=1] best score = 0.01143373; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 242.352s] +02/01/24 11:53:00| DEBUG [size=16,place=2] best score = 0.01315482; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 242.353s] +02/01/24 11:54:50| DEBUG [size=20,place=1] best score = 0.00870961; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 109.815s] +02/01/24 11:54:50| DEBUG [size=20,place=2] best score = 0.01487512; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 109.815s] +02/01/24 11:58:31| DEBUG [size=14,place=1] best score = 0.01340938; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.539s] +02/01/24 11:58:31| DEBUG [size=14,place=2] best score = 0.02565864; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 220.540s] +02/01/24 11:58:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00871) [took 1205.4437s] +02/01/24 12:03:14| INFO mul_kde_lr_gs finished [took 1488.6593s] +02/01/24 12:06:04| DEBUG [size=11,place=1] best score = 0.01014390; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.647s] +02/01/24 12:06:04| DEBUG [size=11,place=2] best score = 0.01308632; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.647s] +02/01/24 12:10:33| DEBUG [size=34,place=1] best score = 0.00826323; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 269.024s] +02/01/24 12:10:33| DEBUG [size=34,place=2] best score = 0.00969789; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 269.025s] +02/01/24 12:12:57| DEBUG [size=27,place=1] best score = 0.00913886; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 143.865s] +02/01/24 12:12:57| DEBUG [size=27,place=2] best score = 0.00918544; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 143.866s] +02/01/24 12:12:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} (score=0.00826) [took 582.5556s] +02/01/24 12:18:04| INFO m3w_kde_lr_gs finished [took 889.1597s] +02/01/24 12:18:04| INFO Dataset sample [0.3 0.7] of dataset rcv1_MCAT finished [took 3990.7743s] +02/01/24 12:18:04| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT started +02/01/24 12:28:18| INFO bin_kde_lr_mc finished [took 609.2024s] +02/01/24 12:28:27| INFO bin_kde_lr_c finished [took 617.8411s] +02/01/24 12:28:34| INFO bin_kde_lr finished [took 624.7424s] +02/01/24 12:28:51| INFO bin_kde_lr_ne finished [took 641.3851s] +02/01/24 12:30:11| INFO m3w_kde_lr finished [took 722.2360s] +02/01/24 12:30:30| INFO m3w_kde_lr_c finished [took 741.2890s] +02/01/24 12:31:03| INFO mul_kde_lr_ne finished [took 773.5894s] +02/01/24 12:31:18| INFO mul_kde_lr finished [took 789.2610s] +02/01/24 12:31:34| INFO mul_kde_lr_mc finished [took 806.8797s] +02/01/24 12:31:37| INFO ref finished [took 85.1667s] +02/01/24 12:31:55| INFO atc_mc finished [took 83.7089s] +02/01/24 12:32:06| INFO m3w_kde_lr_mc finished [took 836.4689s] +02/01/24 12:32:21| INFO doc finished [took 77.9624s] +02/01/24 12:32:37| INFO mul_kde_lr_c finished [took 867.3839s] +02/01/24 12:35:28| INFO bin_kde_lr_is finished [took 420.1192s] +02/01/24 12:36:43| INFO m3w_kde_lr_ne finished [took 503.5448s] +02/01/24 12:37:40| INFO m3w_kde_lr_is finished [took 528.4140s] +02/01/24 12:38:01| INFO mul_kde_lr_is finished [took 566.0183s] +02/01/24 12:39:06| DEBUG [size=11,place=1] best score = 0.00856505; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 64.363s] +02/01/24 12:39:06| DEBUG [size=11,place=2] best score = 0.00969496; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 64.364s] +02/01/24 12:42:50| DEBUG [size=52,place=1] best score = 0.00677462; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 223.797s] +02/01/24 12:42:50| DEBUG [size=52,place=2] best score = 0.00690575; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 223.797s] +02/01/24 12:44:02| DEBUG [size=16,place=1] best score = 0.00678003; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 72.087s] +02/01/24 12:44:02| DEBUG [size=16,place=2] best score = 0.00680675; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 72.087s] +02/01/24 12:44:02| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00677) [took 360.3693s] +02/01/24 12:47:54| INFO bin_kde_lr_gs finished [took 592.1149s] +02/01/24 12:51:55| DEBUG [size=11,place=1] best score = 0.00812404; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 240.604s] +02/01/24 12:51:55| DEBUG [size=11,place=2] best score = 0.01179100; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 240.604s] +02/01/24 13:07:14| DEBUG [size=52,place=1] best score = 0.00724978; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 919.488s] +02/01/24 13:07:14| DEBUG [size=52,place=2] best score = 0.00761122; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 919.488s] +02/01/24 13:25:28| DEBUG [size=41,place=1] best score = 0.00712704; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} [took 1093.926s] +02/01/24 13:25:28| DEBUG [size=41,place=2] best score = 0.00733570; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 1093.926s] +02/01/24 13:30:04| DEBUG [size=14,place=1] best score = 0.00741006; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': None} [took 275.973s] +02/01/24 13:30:04| DEBUG [size=14,place=2] best score = 0.00772931; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.15000000000000002, 'confidence': ['isoft']} [took 275.974s] +02/01/24 13:30:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.16, 'confidence': ['isoft']} (score=0.00713) [took 2530.0071s] +02/01/24 13:36:59| INFO mul_kde_lr_gs finished [took 2944.3477s] +02/01/24 13:39:48| DEBUG [size=11,place=1] best score = 0.00842696; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 168.936s] +02/01/24 13:39:48| DEBUG [size=11,place=2] best score = 0.00894397; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 168.937s] +02/01/24 13:53:29| DEBUG [size=51,place=1] best score = 0.00710854; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 821.074s] +02/01/24 13:53:29| DEBUG [size=51,place=2] best score = 0.00839045; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 821.075s] +02/01/24 13:55:56| DEBUG [size=14,place=1] best score = 0.00807203; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} [took 146.172s] +02/01/24 13:55:56| DEBUG [size=14,place=2] best score = 0.00850139; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': ['isoft']} [took 146.173s] +02/01/24 13:55:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00711) [took 1136.2936s] +02/01/24 14:00:05| INFO m3w_kde_lr_gs finished [took 1385.7257s] +02/01/24 14:00:05| INFO Dataset sample [0.4 0.6] of dataset rcv1_MCAT finished [took 6121.3366s] +02/01/24 14:00:05| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT started +02/01/24 14:10:43| INFO bin_kde_lr_mc finished [took 635.8698s] +02/01/24 14:11:03| INFO bin_kde_lr_c finished [took 655.1578s] +02/01/24 14:11:09| INFO bin_kde_lr finished [took 661.9415s] +02/01/24 14:11:10| INFO bin_kde_lr_ne finished [took 657.3803s] +02/01/24 14:13:36| INFO m3w_kde_lr finished [took 808.2982s] +02/01/24 14:14:14| INFO m3w_kde_lr_c finished [took 846.4517s] +02/01/24 14:14:38| INFO ref finished [took 61.4258s] +02/01/24 14:14:54| INFO m3w_kde_lr_mc finished [took 882.1468s] +02/01/24 14:15:37| INFO mul_kde_lr finished [took 929.5060s] +02/01/24 14:15:43| INFO atc_mc finished [took 88.8051s] +02/01/24 14:15:54| INFO mul_kde_lr_c finished [took 946.3064s] +02/01/24 14:15:55| INFO doc finished [took 76.5139s] +02/01/24 14:16:10| INFO mul_kde_lr_ne finished [took 957.9979s] +02/01/24 14:16:13| INFO mul_kde_lr_mc finished [took 966.3035s] +02/01/24 14:18:57| INFO bin_kde_lr_is finished [took 473.5024s] +02/01/24 14:21:06| INFO m3w_kde_lr_ne finished [took 621.7541s] +02/01/24 14:21:21| INFO m3w_kde_lr_is finished [took 610.2332s] +02/01/24 14:22:03| INFO mul_kde_lr_is finished [took 653.1436s] +02/01/24 14:23:06| DEBUG [size=11,place=1] best score = 0.00885658; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 62.270s] +02/01/24 14:23:06| DEBUG [size=11,place=2] best score = 0.00923764; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 62.271s] +02/01/24 14:26:43| DEBUG [size=53,place=1] best score = 0.00674382; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 216.800s] +02/01/24 14:26:43| DEBUG [size=53,place=2] best score = 0.00720964; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 216.801s] +02/01/24 14:27:52| DEBUG [size=16,place=1] best score = 0.00651409; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 68.565s] +02/01/24 14:27:52| DEBUG [size=16,place=2] best score = 0.00775556; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 68.566s] +02/01/24 14:32:14| DEBUG [size=39,place=1] best score = 0.00669961; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 261.815s] +02/01/24 14:32:14| DEBUG [size=39,place=2] best score = 0.00729807; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 261.816s] +02/01/24 14:32:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} (score=0.00651) [took 609.5690s] +02/01/24 14:36:03| INFO bin_kde_lr_gs finished [took 838.9687s] +02/01/24 14:39:59| DEBUG [size=11,place=1] best score = 0.00812606; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 234.944s] +02/01/24 14:39:59| DEBUG [size=11,place=2] best score = 0.01074759; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.945s] +02/01/24 14:54:19| DEBUG [size=50,place=1] best score = 0.00702078; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 860.365s] +02/01/24 14:54:19| DEBUG [size=50,place=2] best score = 0.00715817; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 860.366s] +02/01/24 15:13:13| DEBUG [size=42,place=1] best score = 0.00696843; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 1133.477s] +02/01/24 15:13:13| DEBUG [size=42,place=2] best score = 0.00707395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 1133.477s] +02/01/24 15:23:56| DEBUG [size=28,place=1] best score = 0.00675389; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 643.872s] +02/01/24 15:23:56| DEBUG [size=28,place=2] best score = 0.00799254; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 643.873s] +02/01/24 15:31:11| DEBUG [size=25,place=1] best score = 0.00713287; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 434.643s] +02/01/24 15:31:11| DEBUG [size=25,place=2] best score = 0.00789940; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 434.644s] +02/01/24 15:31:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} (score=0.00675) [took 3307.4191s] +02/01/24 15:36:01| INFO mul_kde_lr_gs finished [took 3597.5265s] +02/01/24 15:38:57| DEBUG [size=11,place=1] best score = 0.00992394; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 174.478s] +02/01/24 15:38:57| DEBUG [size=11,place=2] best score = 0.01105798; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 174.479s] +02/01/24 15:50:02| DEBUG [size=53,place=1] best score = 0.00790548; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 664.948s] +02/01/24 15:50:02| DEBUG [size=53,place=2] best score = 0.00799767; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.05, 'confidence': None} [took 664.948s] +02/01/24 16:00:25| DEBUG [size=42,place=1] best score = 0.00787823; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} [took 623.491s] +02/01/24 16:00:25| DEBUG [size=42,place=2] best score = 0.00796865; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': ['isoft']} [took 623.491s] +02/01/24 16:03:39| DEBUG [size=14,place=1] best score = 0.00817671; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': None} [took 194.084s] +02/01/24 16:03:39| DEBUG [size=14,place=2] best score = 0.00834057; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.08, 'confidence': None} [took 194.084s] +02/01/24 16:03:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.06999999999999999, 'confidence': ['isoft']} (score=0.00788) [took 1657.1148s] +02/01/24 16:07:37| INFO m3w_kde_lr_gs finished [took 1894.6474s] +02/01/24 16:07:37| INFO Dataset sample [0.5 0.5] of dataset rcv1_MCAT finished [took 7651.6789s] +02/01/24 16:07:37| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT started +02/01/24 16:16:33| INFO bin_kde_lr_c finished [took 534.9289s] +02/01/24 16:18:16| INFO bin_kde_lr finished [took 637.8618s] +02/01/24 16:18:23| INFO bin_kde_lr_mc finished [took 644.4268s] +02/01/24 16:18:31| INFO bin_kde_lr_ne finished [took 652.2919s] +02/01/24 16:19:46| INFO m3w_kde_lr finished [took 727.7703s] +02/01/24 16:20:39| INFO m3w_kde_lr_mc finished [took 780.7197s] +02/01/24 16:21:04| INFO mul_kde_lr_mc finished [took 805.8109s] +02/01/24 16:21:08| INFO ref finished [took 81.3181s] +02/01/24 16:21:15| INFO mul_kde_lr finished [took 816.7490s] +02/01/24 16:21:18| INFO m3w_kde_lr_c finished [took 819.6392s] +02/01/24 16:21:19| INFO mul_kde_lr_ne finished [took 817.8412s] +02/01/24 16:21:21| INFO mul_kde_lr_c finished [took 823.1320s] +02/01/24 16:21:50| INFO atc_mc finished [took 70.0930s] +02/01/24 16:22:03| INFO doc finished [took 57.8856s] +02/01/24 16:24:45| INFO m3w_kde_lr_ne finished [took 491.7101s] +02/01/24 16:25:20| INFO bin_kde_lr_is finished [took 422.8329s] +02/01/24 16:27:18| INFO m3w_kde_lr_is finished [took 526.9409s] +02/01/24 16:27:48| INFO mul_kde_lr_is finished [took 564.1875s] +02/01/24 16:28:51| DEBUG [size=11,place=1] best score = 0.00776187; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 62.411s] +02/01/24 16:28:51| DEBUG [size=11,place=2] best score = 0.01514816; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 62.412s] +02/01/24 16:30:32| DEBUG [size=34,place=1] best score = 0.00745125; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 101.402s] +02/01/24 16:30:32| DEBUG [size=34,place=2] best score = 0.00748704; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 101.402s] +02/01/24 16:31:37| DEBUG [size=16,place=1] best score = 0.00833128; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 65.080s] +02/01/24 16:31:37| DEBUG [size=16,place=2] best score = 0.00844493; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 65.080s] +02/01/24 16:31:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00745) [took 229.0101s] +02/01/24 16:34:58| INFO bin_kde_lr_gs finished [took 429.4379s] +02/01/24 16:38:54| DEBUG [size=11,place=1] best score = 0.01019345; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 235.937s] +02/01/24 16:38:54| DEBUG [size=11,place=2] best score = 0.01470412; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 235.937s] +02/01/24 16:54:33| DEBUG [size=53,place=1] best score = 0.00655354; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 939.378s] +02/01/24 16:54:33| DEBUG [size=53,place=2] best score = 0.00787349; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 939.378s] +02/01/24 16:58:40| DEBUG [size=16,place=1] best score = 0.00770464; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 246.645s] +02/01/24 16:58:40| DEBUG [size=16,place=2] best score = 0.00864607; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 246.646s] +02/01/24 16:58:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00655) [took 1421.9793s] +02/01/24 17:04:05| INFO mul_kde_lr_gs finished [took 1746.7051s] +02/01/24 17:06:55| DEBUG [size=11,place=1] best score = 0.00850615; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 169.732s] +02/01/24 17:06:55| DEBUG [size=11,place=2] best score = 0.00971086; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 169.732s] +02/01/24 17:11:34| DEBUG [size=34,place=1] best score = 0.00680081; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 279.124s] +02/01/24 17:11:34| DEBUG [size=34,place=2] best score = 0.00770326; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 279.125s] +02/01/24 17:14:26| DEBUG [size=16,place=1] best score = 0.00772220; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 171.715s] +02/01/24 17:14:26| DEBUG [size=16,place=2] best score = 0.00775601; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 171.715s] +02/01/24 17:14:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} (score=0.00680) [took 620.6870s] +02/01/24 17:18:13| INFO m3w_kde_lr_gs finished [took 847.3995s] +02/01/24 17:18:13| INFO Dataset sample [0.6 0.4] of dataset rcv1_MCAT finished [took 4235.8251s] +02/01/24 17:18:13| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT started +02/01/24 17:29:10| INFO bin_kde_lr finished [took 654.3123s] +02/01/24 17:29:11| INFO bin_kde_lr_c finished [took 656.7069s] +02/01/24 17:29:20| INFO bin_kde_lr_ne finished [took 664.5401s] +02/01/24 17:29:20| INFO bin_kde_lr_mc finished [took 665.1431s] +02/01/24 17:30:42| INFO m3w_kde_lr finished [took 746.2214s] +02/01/24 17:30:57| INFO m3w_kde_lr_mc finished [took 762.1933s] +02/01/24 17:31:37| INFO ref finished [took 54.7585s] +02/01/24 17:31:49| INFO m3w_kde_lr_c finished [took 813.9690s] +02/01/24 17:32:02| INFO mul_kde_lr_ne finished [took 826.4187s] +02/01/24 17:32:05| INFO mul_kde_lr finished [took 829.9779s] +02/01/24 17:32:20| INFO mul_kde_lr_c finished [took 844.9961s] +02/01/24 17:32:27| INFO atc_mc finished [took 89.2054s] +02/01/24 17:32:30| INFO mul_kde_lr_mc finished [took 854.6743s] +02/01/24 17:32:42| INFO doc finished [took 64.6520s] +02/01/24 17:36:29| INFO bin_kde_lr_is finished [took 437.2971s] +02/01/24 17:37:51| INFO m3w_kde_lr_ne finished [took 521.1241s] +02/01/24 17:38:15| INFO m3w_kde_lr_is finished [took 533.9188s] +02/01/24 17:38:47| INFO mul_kde_lr_is finished [took 566.6127s] +02/01/24 17:39:49| DEBUG [size=11,place=1] best score = 0.01045856; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 61.252s] +02/01/24 17:39:49| DEBUG [size=11,place=2] best score = 0.01059988; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 61.252s] +02/01/24 17:43:30| DEBUG [size=52,place=1] best score = 0.00894600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.02, 'confidence': None} [took 220.986s] +02/01/24 17:43:30| DEBUG [size=52,place=2] best score = 0.00894932; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 220.987s] +02/01/24 17:44:39| DEBUG [size=16,place=1] best score = 0.00541985; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 68.434s] +02/01/24 17:44:39| DEBUG [size=16,place=2] best score = 0.00651111; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.01, 'confidence': ['isoft']} [took 68.435s] +02/01/24 17:48:15| DEBUG [size=44,place=1] best score = 0.00529105; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 216.543s] +02/01/24 17:48:15| DEBUG [size=44,place=2] best score = 0.00531296; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 216.543s] +02/01/24 17:50:41| DEBUG [size=25,place=1] best score = 0.00534310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 145.698s] +02/01/24 17:50:41| DEBUG [size=25,place=2] best score = 0.00648029; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 145.699s] +02/01/24 17:50:41| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} (score=0.00529) [took 713.0379s] +02/01/24 17:54:35| INFO bin_kde_lr_gs finished [took 946.6872s] +02/01/24 17:58:30| DEBUG [size=11,place=1] best score = 0.01002312; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.883s] +02/01/24 17:58:30| DEBUG [size=11,place=2] best score = 0.01013488; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 234.884s] +02/01/24 18:18:21| DEBUG [size=50,place=1] best score = 0.00735391; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 1191.046s] +02/01/24 18:18:21| DEBUG [size=50,place=2] best score = 0.00837600; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 1191.046s] +02/01/24 18:22:05| DEBUG [size=14,place=1] best score = 0.00494190; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 223.851s] +02/01/24 18:22:05| DEBUG [size=14,place=2] best score = 0.00606744; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 223.852s] +02/01/24 18:30:20| DEBUG [size=38,place=1] best score = 0.00540545; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 495.238s] +02/01/24 18:30:20| DEBUG [size=38,place=2] best score = 0.00554091; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 495.238s] +02/01/24 18:30:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00494) [took 2145.1323s] +02/01/24 18:35:11| INFO mul_kde_lr_gs finished [took 2435.9109s] +02/01/24 18:38:03| DEBUG [size=11,place=1] best score = 0.01144390; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 170.633s] +02/01/24 18:38:03| DEBUG [size=11,place=2] best score = 0.01160773; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.13, 'confidence': None} [took 170.633s] +02/01/24 18:46:38| DEBUG [size=32,place=1] best score = 0.00854046; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 515.434s] +02/01/24 18:46:38| DEBUG [size=32,place=2] best score = 0.00884623; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.04, 'confidence': None} [took 515.434s] +02/01/24 18:49:49| DEBUG [size=16,place=1] best score = 0.01011544; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} [took 190.590s] +02/01/24 18:49:49| DEBUG [size=16,place=2] best score = 0.01013225; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 190.591s] +02/01/24 18:49:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.03, 'confidence': None} (score=0.00854) [took 876.7731s] +02/01/24 18:54:15| INFO m3w_kde_lr_gs finished [took 1143.4961s] +02/01/24 18:54:15| INFO Dataset sample [0.7 0.3] of dataset rcv1_MCAT finished [took 5762.7763s] +02/01/24 18:54:15| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT started +02/01/24 19:05:42| INFO bin_kde_lr_c finished [took 683.6847s] +02/01/24 19:06:24| INFO bin_kde_lr_ne finished [took 720.7595s] +02/01/24 19:06:38| INFO bin_kde_lr_mc finished [took 739.8667s] +02/01/24 19:06:44| INFO bin_kde_lr finished [took 746.2008s] +02/01/24 19:08:21| INFO m3w_kde_lr finished [took 843.6908s] +02/01/24 19:09:03| INFO m3w_kde_lr_mc finished [took 883.6728s] +02/01/24 19:09:39| INFO ref finished [took 77.4800s] +02/01/24 19:09:40| INFO m3w_kde_lr_c finished [took 922.2722s] +02/01/24 19:09:42| INFO mul_kde_lr finished [took 923.7393s] +02/01/24 19:09:57| INFO mul_kde_lr_mc finished [took 939.1954s] +02/01/24 19:10:23| INFO atc_mc finished [took 78.5635s] +02/01/24 19:10:29| INFO mul_kde_lr_ne finished [took 965.7125s] +02/01/24 19:10:36| INFO mul_kde_lr_c finished [took 978.6720s] +02/01/24 19:10:55| INFO doc finished [took 75.2874s] +02/01/24 19:14:51| INFO bin_kde_lr_is finished [took 505.7754s] +02/01/24 19:15:16| INFO m3w_kde_lr_ne finished [took 574.2775s] +02/01/24 19:16:41| INFO m3w_kde_lr_is finished [took 595.5924s] +02/01/24 19:17:53| INFO mul_kde_lr_is finished [took 674.1411s] +02/01/24 19:18:55| DEBUG [size=11,place=1] best score = 0.00862805; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 61.479s] +02/01/24 19:18:55| DEBUG [size=11,place=2] best score = 0.00927636; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 61.479s] +02/01/24 19:23:15| DEBUG [size=51,place=1] best score = 0.00850826; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 259.732s] +02/01/24 19:23:15| DEBUG [size=51,place=2] best score = 0.00853837; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.11, 'confidence': None} [took 259.732s] +02/01/24 19:24:24| DEBUG [size=16,place=1] best score = 0.00851674; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 69.167s] +02/01/24 19:24:24| DEBUG [size=16,place=2] best score = 0.00852011; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} [took 69.167s] +02/01/24 19:24:24| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.12, 'confidence': None} (score=0.00851) [took 390.4916s] +02/01/24 19:28:22| INFO bin_kde_lr_gs finished [took 628.7523s] +02/01/24 19:32:21| DEBUG [size=11,place=1] best score = 0.00911051; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 237.694s] +02/01/24 19:32:21| DEBUG [size=11,place=2] best score = 0.00976105; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 237.695s] +02/01/24 19:52:24| DEBUG [size=52,place=1] best score = 0.00813714; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 1203.319s] +02/01/24 19:52:24| DEBUG [size=52,place=2] best score = 0.00813754; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.18000000000000002, 'confidence': ['isoft']} [took 1203.320s] +02/01/24 19:55:16| DEBUG [size=9,place=1] best score = 0.00836973; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 172.216s] +02/01/24 19:55:16| DEBUG [size=9,place=2] best score = 0.01051549; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} [took 172.216s] +02/01/24 19:55:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.19, 'confidence': ['isoft']} (score=0.00814) [took 1613.2390s] +02/01/24 20:02:19| INFO mul_kde_lr_gs finished [took 2036.4235s] +02/01/24 20:05:13| DEBUG [size=11,place=1] best score = 0.01520504; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__bandwidth': 0.14, 'confidence': ['isoft']} [took 172.516s] +02/01/24 20:05:13| DEBUG [size=11,place=2] best score = 0.01591944; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.09999999999999999, 'confidence': None} [took 172.516s] +02/01/24 20:20:50| DEBUG [size=53,place=1] best score = 0.01349524; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 936.508s] +02/01/24 20:20:50| DEBUG [size=53,place=2] best score = 0.01360995; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 936.508s] +02/01/24 20:24:18| DEBUG [size=16,place=1] best score = 0.01376144; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} [took 208.742s] +02/01/24 20:24:18| DEBUG [size=16,place=2] best score = 0.01407972; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.19, 'confidence': None} [took 208.743s] +02/01/24 20:24:18| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.2, 'confidence': None} (score=0.01350) [took 1317.8802s] +02/01/24 20:30:47| INFO m3w_kde_lr_gs finished [took 1706.4894s] +02/01/24 20:30:47| INFO Dataset sample [0.8 0.2] of dataset rcv1_MCAT finished [took 5791.5091s] +02/01/24 20:30:47| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT started +02/01/24 20:43:12| INFO bin_kde_lr_c finished [took 739.7763s] +02/01/24 20:43:33| INFO bin_kde_lr_ne finished [took 761.3269s] +02/01/24 20:43:57| INFO bin_kde_lr finished [took 785.2356s] +02/01/24 20:44:02| INFO bin_kde_lr_mc finished [took 790.1126s] +02/01/24 20:45:22| INFO m3w_kde_lr_mc finished [took 869.9909s] +02/01/24 20:45:42| INFO m3w_kde_lr_c finished [took 889.9314s] +02/01/24 20:45:46| INFO mul_kde_lr_mc finished [took 893.9086s] +02/01/24 20:46:00| INFO m3w_kde_lr finished [took 908.4717s] +02/01/24 20:46:48| INFO doc finished [took 62.1226s] +02/01/24 20:46:50| INFO ref finished [took 87.1244s] +02/01/24 20:46:53| INFO mul_kde_lr_c finished [took 960.7549s] +02/01/24 20:46:57| INFO mul_kde_lr_ne finished [took 966.4175s] +02/01/24 20:47:06| INFO mul_kde_lr finished [took 974.4396s] +02/01/24 20:47:09| INFO atc_mc finished [took 86.2941s] +02/01/24 20:52:39| INFO bin_kde_lr_is finished [took 544.4662s] +02/01/24 20:53:25| INFO m3w_kde_lr_ne finished [took 612.8911s] +02/01/24 20:53:55| INFO m3w_kde_lr_is finished [took 592.3837s] +02/01/24 20:54:19| INFO mul_kde_lr_is finished [took 621.1118s] +02/01/24 20:55:20| DEBUG [size=11,place=1] best score = 0.00697207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 61.085s] +02/01/24 20:55:20| DEBUG [size=11,place=2] best score = 0.00832428; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 61.086s] +02/01/24 20:57:07| DEBUG [size=34,place=1] best score = 0.00540271; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 106.514s] +02/01/24 20:57:07| DEBUG [size=34,place=2] best score = 0.00542619; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': None} [took 106.515s] +02/01/24 21:00:01| DEBUG [size=44,place=1] best score = 0.00472139; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 173.618s] +02/01/24 21:00:01| DEBUG [size=44,place=2] best score = 0.00479071; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 173.618s] +02/01/24 21:00:57| DEBUG [size=14,place=1] best score = 0.00455215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} [took 56.805s] +02/01/24 21:00:57| DEBUG [size=14,place=2] best score = 0.00467292; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': None} [took 56.806s] +02/01/24 21:02:17| DEBUG [size=21,place=1] best score = 0.00471257; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': None} [took 79.178s] +02/01/24 21:02:17| DEBUG [size=21,place=2] best score = 0.00507547; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': None} [took 79.178s] +02/01/24 21:02:17| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': None} (score=0.00455) [took 477.2244s] +02/01/24 21:06:18| INFO bin_kde_lr_gs finished [took 718.7884s] +02/01/24 21:10:08| DEBUG [size=11,place=1] best score = 0.00875691; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 229.663s] +02/01/24 21:10:08| DEBUG [size=11,place=2] best score = 0.01107449; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.17, 'confidence': ['isoft']} [took 229.664s] +02/01/24 21:17:02| DEBUG [size=34,place=1] best score = 0.00763711; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 413.341s] +02/01/24 21:17:02| DEBUG [size=34,place=2] best score = 0.00799170; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 413.342s] +02/01/24 21:21:03| DEBUG [size=16,place=1] best score = 0.00752164; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 241.072s] +02/01/24 21:21:03| DEBUG [size=16,place=2] best score = 0.01004041; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 241.072s] +02/01/24 21:27:04| DEBUG [size=20,place=1] best score = 0.00694597; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 361.022s] +02/01/24 21:27:04| DEBUG [size=20,place=2] best score = 0.00704831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 361.022s] +02/01/24 21:31:08| DEBUG [size=14,place=1] best score = 0.01027879; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.02, 'confidence': ['isoft']} [took 243.887s] +02/01/24 21:31:08| DEBUG [size=14,place=2] best score = 0.01040925; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} [took 243.888s] +02/01/24 21:31:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.03, 'confidence': ['isoft']} (score=0.00695) [took 1489.1057s] +02/01/24 21:35:54| INFO mul_kde_lr_gs finished [took 1775.6414s] +02/01/24 21:38:45| DEBUG [size=11,place=1] best score = 0.00732318; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.060000000000000005, 'confidence': ['isoft']} [took 170.042s] +02/01/24 21:38:45| DEBUG [size=11,place=2] best score = 0.00833196; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.01, 'confidence': None} [took 170.042s] +02/01/24 21:49:50| DEBUG [size=53,place=1] best score = 0.00688976; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 665.003s] +02/01/24 21:49:50| DEBUG [size=53,place=2] best score = 0.00699353; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 665.004s] +02/01/24 21:52:46| DEBUG [size=16,place=1] best score = 0.00696447; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.05, 'confidence': ['isoft']} [took 175.819s] +02/01/24 21:52:46| DEBUG [size=16,place=2] best score = 0.00696623; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} [took 175.819s] +02/01/24 21:52:46| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__bandwidth': 0.04, 'confidence': ['isoft']} (score=0.00689) [took 1010.8801s] +02/01/24 21:57:13| INFO m3w_kde_lr_gs finished [took 1277.8073s] +02/01/24 21:57:13| INFO Dataset sample [0.9 0.1] of dataset rcv1_MCAT finished [took 5185.9419s] +---------------------------------------------------------------------------------------------------- +03/01/24 15:58:06| INFO dataset rcv1_CCAT [pool size: 10] +03/01/24 15:58:06| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT started +03/01/24 16:03:05| INFO d_m3w_sld_rbf_c finished [took 293.6715s] +03/01/24 16:03:07| INFO d_m3w_sld_rbf_mc finished [took 297.1171s] +03/01/24 16:03:07| INFO d_bin_sld_rbf_ne finished [took 295.5722s] +03/01/24 16:03:19| INFO d_m3w_sld_rbf finished [took 307.5435s] +03/01/24 16:03:21| INFO d_bin_sld_rbf_mc finished [took 309.5679s] +03/01/24 16:03:21| INFO d_bin_sld_rbf_c finished [took 309.9217s] +03/01/24 16:03:42| INFO d_mul_sld_rbf_ne finished [took 330.1160s] +03/01/24 16:03:46| INFO d_mul_sld_rbf finished [took 334.7731s] +03/01/24 16:03:49| INFO d_mul_sld_rbf_c finished [took 337.2883s] +03/01/24 16:03:59| INFO d_mul_sld_rbf_mc finished [took 347.4340s] +03/01/24 16:04:49| INFO ref finished [took 86.8265s] +03/01/24 16:04:52| INFO atc_mc finished [took 89.7290s] +03/01/24 16:05:02| INFO d_bin_sld_rbf finished [took 411.0575s] +03/01/24 16:05:07| INFO doc finished [took 84.6837s] +03/01/24 16:06:15| INFO d_m3w_sld_rbf_ne finished [took 188.9229s] +03/01/24 16:06:35| INFO d_mul_sld_rbf_is finished [took 207.3731s] +03/01/24 16:06:39| INFO d_m3w_sld_rbf_is finished [took 199.0175s] +03/01/24 16:06:49| INFO d_bin_sld_rbf_is finished [took 221.5465s] +03/01/24 16:07:15| DEBUG [size=11,place=1] best score = 0.00856450; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 24.755s] +03/01/24 16:07:15| DEBUG [size=11,place=2] best score = 0.01259650; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.756s] +03/01/24 16:10:22| DEBUG [size=28,place=1] best score = 0.00637255; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 187.405s] +03/01/24 16:10:22| DEBUG [size=28,place=2] best score = 0.00881960; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 187.405s] +03/01/24 16:11:01| DEBUG [size=17,place=1] best score = 0.00691988; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.172s] +03/01/24 16:11:01| DEBUG [size=17,place=2] best score = 0.00884210; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.173s] +03/01/24 16:11:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00637) [took 250.4410s] +03/01/24 16:13:05| INFO d_bin_sld_rbf_gs finished [took 375.0995s] +03/01/24 16:13:37| DEBUG [size=11,place=1] best score = 0.00815313; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 30.873s] +03/01/24 16:13:37| DEBUG [size=11,place=2] best score = 0.00949693; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 281.2186083508614, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 30.874s] +03/01/24 16:16:02| DEBUG [size=28,place=1] best score = 0.00818784; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 145.089s] +03/01/24 16:16:02| DEBUG [size=28,place=2] best score = 0.00970266; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 145.089s] +03/01/24 16:16:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.028121860835086145, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00815) [took 176.0687s] +03/01/24 16:18:18| INFO d_mul_sld_rbf_gs finished [took 311.7971s] +03/01/24 16:18:46| DEBUG [size=11,place=1] best score = 0.00708895; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 26.818s] +03/01/24 16:18:46| DEBUG [size=11,place=2] best score = 0.00898320; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 26.819s] +03/01/24 16:20:47| DEBUG [size=28,place=1] best score = 0.00821430; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 121.149s] +03/01/24 16:20:47| DEBUG [size=28,place=2] best score = 0.00914938; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 121.150s] +03/01/24 16:20:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.28121860835086143, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00709) [took 148.0748s] +03/01/24 16:23:15| INFO d_m3w_sld_rbf_gs finished [took 295.7051s] +03/01/24 16:23:15| INFO Dataset sample [0.1 0.9] of dataset rcv1_CCAT finished [took 1509.0580s] +03/01/24 16:23:15| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT started +03/01/24 16:28:08| INFO d_bin_sld_rbf_c finished [took 289.5764s] +03/01/24 16:28:08| INFO d_bin_sld_rbf_mc finished [took 290.0857s] +03/01/24 16:28:16| INFO d_bin_sld_rbf finished [took 297.0008s] +03/01/24 16:29:04| INFO d_m3w_sld_rbf finished [took 345.3522s] +03/01/24 16:29:17| INFO d_m3w_sld_rbf_mc finished [took 358.4127s] +03/01/24 16:29:24| INFO d_m3w_sld_rbf_c finished [took 365.0304s] +03/01/24 16:29:38| INFO d_mul_sld_rbf_c finished [took 379.7522s] +03/01/24 16:30:03| INFO d_mul_sld_rbf_mc finished [took 404.5035s] +03/01/24 16:30:21| INFO d_mul_sld_rbf finished [took 422.5101s] +03/01/24 16:30:47| INFO ref finished [took 89.1311s] +03/01/24 16:30:49| INFO atc_mc finished [took 85.0586s] +03/01/24 16:30:51| INFO d_mul_sld_rbf_ne finished [took 452.6123s] +03/01/24 16:30:59| INFO doc finished [took 79.5883s] +03/01/24 16:31:31| INFO d_bin_sld_rbf_ne finished [took 492.3906s] +03/01/24 16:32:26| INFO d_m3w_sld_rbf_ne finished [took 256.5896s] +03/01/24 16:32:45| INFO d_m3w_sld_rbf_is finished [took 220.3774s] +03/01/24 16:32:56| INFO d_mul_sld_rbf_is finished [took 279.5446s] +03/01/24 16:33:51| INFO d_bin_sld_rbf_is finished [took 341.7105s] +03/01/24 16:34:09| DEBUG [size=11,place=1] best score = 0.01010201; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.955s] +03/01/24 16:34:09| DEBUG [size=11,place=2] best score = 0.01033457; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 16.955s] +03/01/24 16:35:39| DEBUG [size=28,place=1] best score = 0.00722806; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 90.081s] +03/01/24 16:35:39| DEBUG [size=28,place=2] best score = 0.00745306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 90.082s] +03/01/24 16:37:40| DEBUG [size=26,place=1] best score = 0.01119317; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 120.771s] +03/01/24 16:37:40| DEBUG [size=26,place=2] best score = 0.01137114; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': None, 'confidence': None} [took 120.771s] +03/01/24 16:37:40| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00723) [took 227.9157s] +03/01/24 16:42:50| INFO d_bin_sld_rbf_gs finished [took 537.8465s] +03/01/24 16:43:21| DEBUG [size=11,place=1] best score = 0.01540531; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.626s] +03/01/24 16:43:21| DEBUG [size=11,place=2] best score = 0.01839151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 29.626s] +03/01/24 16:45:54| DEBUG [size=28,place=1] best score = 0.01163778; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.915s] +03/01/24 16:45:54| DEBUG [size=28,place=2] best score = 0.01252821; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 152.915s] +03/01/24 16:52:03| DEBUG [size=20,place=1] best score = 0.00996001; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 368.896s] +03/01/24 16:52:03| DEBUG [size=20,place=2] best score = 0.01215340; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 368.897s] +03/01/24 16:52:52| DEBUG [size=11,place=1] best score = 0.00994373; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 49.259s] +03/01/24 16:52:52| DEBUG [size=11,place=2] best score = 0.01278331; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': None} [took 49.260s] +03/01/24 17:01:17| DEBUG [size=20,place=1] best score = 0.00838250; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 505.172s] +03/01/24 17:01:17| DEBUG [size=20,place=2] best score = 0.00914437; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 505.172s] +03/01/24 17:10:51| DEBUG [size=13,place=1] best score = 0.00738845; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 573.682s] +03/01/24 17:10:51| DEBUG [size=13,place=2] best score = 0.00885085; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 573.683s] +03/01/24 17:21:47| DEBUG [size=17,place=1] best score = 0.01418207; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.36234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 656.120s] +03/01/24 17:21:47| DEBUG [size=17,place=2] best score = 0.01561966; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.036234367267259426, 'quantifier__recalib': 'bcts', 'confidence': None} [took 656.120s] +03/01/24 17:21:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00739) [took 2335.7900s] +03/01/24 17:25:10| INFO d_mul_sld_rbf_gs finished [took 2538.5869s] +03/01/24 17:25:43| DEBUG [size=11,place=1] best score = 0.00884403; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 31.872s] +03/01/24 17:25:43| DEBUG [size=11,place=2] best score = 0.01149285; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.6234367267259424, 'quantifier__recalib': None, 'confidence': None} [took 31.873s] +03/01/24 17:28:05| DEBUG [size=28,place=1] best score = 0.00731754; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 142.101s] +03/01/24 17:28:05| DEBUG [size=28,place=2] best score = 0.00802235; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 36.23436726725942, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.102s] +03/01/24 17:34:32| DEBUG [size=22,place=1] best score = 0.00733894; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': None} [took 387.070s] +03/01/24 17:34:32| DEBUG [size=22,place=2] best score = 0.00769157; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 387.071s] +03/01/24 17:34:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 362.34367267259427, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00732) [took 561.1562s] +03/01/24 17:40:00| INFO d_m3w_sld_rbf_gs finished [took 889.0425s] +03/01/24 17:40:00| INFO Dataset sample [0.2 0.8] of dataset rcv1_CCAT finished [took 4605.0013s] +03/01/24 17:40:00| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT started +03/01/24 17:44:17| INFO d_bin_sld_rbf finished [took 252.7217s] +03/01/24 17:44:40| INFO d_bin_sld_rbf_ne finished [took 274.8340s] +03/01/24 17:44:53| INFO d_bin_sld_rbf_mc finished [took 287.2478s] +03/01/24 17:44:55| INFO d_bin_sld_rbf_c finished [took 288.9330s] +03/01/24 17:45:10| INFO d_mul_sld_rbf finished [took 304.2819s] +03/01/24 17:45:48| INFO d_m3w_sld_rbf_c finished [took 342.2759s] +03/01/24 17:46:04| INFO d_m3w_sld_rbf finished [took 358.6060s] +03/01/24 17:46:17| INFO d_m3w_sld_rbf_mc finished [took 371.7313s] +03/01/24 17:46:26| INFO d_mul_sld_rbf_ne finished [took 380.5977s] +03/01/24 17:46:33| INFO d_mul_sld_rbf_mc finished [took 386.9857s] +03/01/24 17:46:42| INFO ref finished [took 91.1043s] +03/01/24 17:46:47| INFO atc_mc finished [took 58.3767s] +03/01/24 17:47:10| INFO doc finished [took 64.8698s] +03/01/24 17:47:18| INFO d_mul_sld_rbf_c finished [took 432.1811s] +03/01/24 17:48:23| INFO d_m3w_sld_rbf_ne finished [took 244.7157s] +03/01/24 17:48:45| INFO d_m3w_sld_rbf_is finished [took 229.7189s] +03/01/24 17:49:08| INFO d_bin_sld_rbf_is finished [took 266.4798s] +03/01/24 17:50:02| INFO d_mul_sld_rbf_is finished [took 308.4638s] +03/01/24 17:50:21| DEBUG [size=11,place=1] best score = 0.01392546; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.620s] +03/01/24 17:50:21| DEBUG [size=11,place=2] best score = 0.01482634; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 17.620s] +03/01/24 17:51:37| DEBUG [size=28,place=1] best score = 0.01379176; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 76.170s] +03/01/24 17:51:37| DEBUG [size=28,place=2] best score = 0.01382448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 76.171s] +03/01/24 17:52:36| DEBUG [size=22,place=1] best score = 0.01404665; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 58.470s] +03/01/24 17:52:36| DEBUG [size=22,place=2] best score = 0.01448612; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.333301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 58.471s] +03/01/24 17:52:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01379) [took 152.3708s] +03/01/24 17:55:19| INFO d_bin_sld_rbf_gs finished [took 315.2795s] +03/01/24 17:55:53| DEBUG [size=11,place=1] best score = 0.01170707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 32.558s] +03/01/24 17:55:53| DEBUG [size=11,place=2] best score = 0.01703903; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.559s] +03/01/24 17:57:49| DEBUG [size=28,place=1] best score = 0.01219437; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 115.778s] +03/01/24 17:57:49| DEBUG [size=28,place=2] best score = 0.01232025; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04333301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 115.779s] +03/01/24 17:57:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01171) [took 148.4427s] +03/01/24 18:05:42| INFO d_mul_sld_rbf_gs finished [took 622.0876s] +03/01/24 18:06:13| DEBUG [size=11,place=1] best score = 0.01116316; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 29.487s] +03/01/24 18:06:13| DEBUG [size=11,place=2] best score = 0.02037543; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4333301879503467, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 29.488s] +03/01/24 18:08:28| DEBUG [size=28,place=1] best score = 0.01093661; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.406s] +03/01/24 18:08:28| DEBUG [size=28,place=2] best score = 0.01102480; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 135.406s] +03/01/24 18:09:22| DEBUG [size=16,place=1] best score = 0.01321818; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 43.33301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.576s] +03/01/24 18:09:22| DEBUG [size=16,place=2] best score = 0.01382667; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 53.576s] +03/01/24 18:09:22| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 433.3301879503467, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.01094) [took 218.5814s] +03/01/24 18:15:04| INFO d_m3w_sld_rbf_gs finished [took 560.2009s] +03/01/24 18:15:04| INFO Dataset sample [0.3 0.7] of dataset rcv1_CCAT finished [took 2103.3979s] +03/01/24 18:15:04| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT started +03/01/24 18:20:27| INFO d_m3w_sld_rbf finished [took 318.9853s] +03/01/24 18:20:37| INFO d_m3w_sld_rbf_c finished [took 328.3487s] +03/01/24 18:21:04| INFO d_m3w_sld_rbf_mc finished [took 355.1920s] +03/01/24 18:21:09| INFO d_bin_sld_rbf_ne finished [took 360.9616s] +03/01/24 18:21:36| INFO d_mul_sld_rbf_c finished [took 389.3773s] +03/01/24 18:22:13| INFO d_mul_sld_rbf_ne finished [took 424.7271s] +03/01/24 18:22:22| INFO d_bin_sld_rbf_mc finished [took 433.2354s] +03/01/24 18:22:35| INFO d_bin_sld_rbf finished [took 446.5443s] +03/01/24 18:22:56| INFO ref finished [took 79.2443s] +03/01/24 18:23:16| INFO d_mul_sld_rbf_mc finished [took 487.9490s] +03/01/24 18:23:21| INFO d_bin_sld_rbf_c finished [took 493.0460s] +03/01/24 18:23:40| INFO d_mul_sld_rbf finished [took 511.8677s] +03/01/24 18:23:44| INFO atc_mc finished [took 90.2311s] +03/01/24 18:23:51| INFO doc finished [took 89.1160s] +03/01/24 18:24:19| INFO d_m3w_sld_rbf_ne finished [took 230.5426s] +03/01/24 18:25:05| INFO d_bin_sld_rbf_is finished [took 267.3399s] +03/01/24 18:25:12| INFO d_m3w_sld_rbf_is finished [took 241.5981s] +03/01/24 18:26:56| INFO d_mul_sld_rbf_is finished [took 351.9708s] +03/01/24 18:27:13| DEBUG [size=11,place=1] best score = 0.00875427; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': None} [took 15.935s] +03/01/24 18:27:13| DEBUG [size=11,place=2] best score = 0.00935771; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 15.936s] +03/01/24 18:28:31| DEBUG [size=28,place=1] best score = 0.00776606; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 77.696s] +03/01/24 18:28:31| DEBUG [size=28,place=2] best score = 0.00795707; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.696s] +03/01/24 18:29:08| DEBUG [size=20,place=1] best score = 0.00769259; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.887s] +03/01/24 18:29:08| DEBUG [size=20,place=2] best score = 0.00800109; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.888s] +03/01/24 18:29:53| DEBUG [size=12,place=1] best score = 0.00642181; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 44.530s] +03/01/24 18:29:53| DEBUG [size=12,place=2] best score = 0.00880346; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 44.530s] +03/01/24 18:31:58| DEBUG [size=21,place=1] best score = 0.00843858; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 125.298s] +03/01/24 18:31:58| DEBUG [size=21,place=2] best score = 0.00938926; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 125.298s] +03/01/24 18:31:58| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00642) [took 300.4611s] +03/01/24 18:36:58| INFO d_bin_sld_rbf_gs finished [took 600.9566s] +03/01/24 18:37:36| DEBUG [size=11,place=1] best score = 0.00848036; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.761s] +03/01/24 18:37:36| DEBUG [size=11,place=2] best score = 0.01027819; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 36.762s] +03/01/24 18:39:46| DEBUG [size=28,place=1] best score = 0.00772856; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 129.419s] +03/01/24 18:39:46| DEBUG [size=28,place=2] best score = 0.00779185; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 129.419s] +03/01/24 18:40:54| DEBUG [size=16,place=1] best score = 0.00747546; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 68.911s] +03/01/24 18:40:54| DEBUG [size=16,place=2] best score = 0.00771192; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 68.912s] +03/01/24 18:42:11| DEBUG [size=20,place=1] best score = 0.00745328; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': None} [took 76.354s] +03/01/24 18:42:11| DEBUG [size=20,place=2] best score = 0.00814284; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 76.355s] +03/01/24 18:43:20| DEBUG [size=16,place=1] best score = 0.00734651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.449s] +03/01/24 18:43:20| DEBUG [size=16,place=2] best score = 0.00748798; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.450s] +03/01/24 18:44:33| DEBUG [size=11,place=1] best score = 0.00746626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 73.168s] +03/01/24 18:44:33| DEBUG [size=11,place=2] best score = 0.01035103; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 73.169s] +03/01/24 18:44:34| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.046416840149698685, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00735) [took 454.1809s] +03/01/24 18:48:39| INFO d_mul_sld_rbf_gs finished [took 700.0390s] +03/01/24 18:49:15| DEBUG [size=11,place=1] best score = 0.00925739; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.829s] +03/01/24 18:49:15| DEBUG [size=11,place=2] best score = 0.01222678; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.830s] +03/01/24 18:51:49| DEBUG [size=28,place=1] best score = 0.00871499; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 154.221s] +03/01/24 18:51:49| DEBUG [size=28,place=2] best score = 0.00997679; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.4641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 154.221s] +03/01/24 18:54:11| DEBUG [size=19,place=1] best score = 0.01044078; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 464.16840149698686, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 141.956s] +03/01/24 18:54:11| DEBUG [size=19,place=2] best score = 0.01066407; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': None} [took 141.956s] +03/01/24 18:54:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 4.641684014969869, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00871) [took 331.1146s] +03/01/24 19:00:13| INFO d_m3w_sld_rbf_gs finished [took 693.4001s] +03/01/24 19:00:13| INFO Dataset sample [0.4 0.6] of dataset rcv1_CCAT finished [took 2709.7183s] +03/01/24 19:00:13| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT started +03/01/24 19:04:39| INFO d_bin_sld_rbf_c finished [took 260.6393s] +03/01/24 19:04:44| INFO d_bin_sld_rbf finished [took 266.5694s] +03/01/24 19:04:57| INFO d_bin_sld_rbf_ne finished [took 278.1237s] +03/01/24 19:05:40| INFO d_mul_sld_rbf_mc finished [took 321.5211s] +03/01/24 19:05:55| INFO d_m3w_sld_rbf finished [took 337.0869s] +03/01/24 19:05:56| INFO d_m3w_sld_rbf_mc finished [took 336.9822s] +03/01/24 19:06:08| INFO d_mul_sld_rbf finished [took 349.6881s] +03/01/24 19:06:10| INFO d_m3w_sld_rbf_c finished [took 351.2682s] +03/01/24 19:06:50| INFO d_bin_sld_rbf_mc finished [took 391.0117s] +03/01/24 19:06:54| INFO d_mul_sld_rbf_c finished [took 395.4647s] +03/01/24 19:07:20| INFO ref finished [took 83.7974s] +03/01/24 19:07:22| INFO atc_mc finished [took 85.5000s] +03/01/24 19:07:24| INFO doc finished [took 75.1492s] +03/01/24 19:07:57| INFO d_mul_sld_rbf_ne finished [took 460.8706s] +03/01/24 19:08:46| INFO d_m3w_sld_rbf_ne finished [took 245.3754s] +03/01/24 19:08:47| INFO d_bin_sld_rbf_is finished [took 241.8477s] +03/01/24 19:09:00| INFO d_m3w_sld_rbf_is finished [took 199.1808s] +03/01/24 19:09:38| INFO d_mul_sld_rbf_is finished [took 280.6582s] +03/01/24 19:09:56| DEBUG [size=11,place=1] best score = 0.01001240; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.430s] +03/01/24 19:09:56| DEBUG [size=11,place=2] best score = 0.01128388; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.431s] +03/01/24 19:11:15| DEBUG [size=28,place=1] best score = 0.00778244; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 78.690s] +03/01/24 19:11:15| DEBUG [size=28,place=2] best score = 0.00819096; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 78.691s] +03/01/24 19:12:44| DEBUG [size=20,place=1] best score = 0.00829340; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 89.672s] +03/01/24 19:12:44| DEBUG [size=20,place=2] best score = 0.00839614; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 89.673s] +03/01/24 19:12:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00778) [took 184.9015s] +03/01/24 19:15:30| INFO d_bin_sld_rbf_gs finished [took 350.2125s] +03/01/24 19:16:09| DEBUG [size=11,place=1] best score = 0.00995795; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 38.301s] +03/01/24 19:16:09| DEBUG [size=11,place=2] best score = 0.01437841; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.301s] +03/01/24 19:18:12| DEBUG [size=28,place=1] best score = 0.00771802; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 123.088s] +03/01/24 19:18:12| DEBUG [size=28,place=2] best score = 0.00785432; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 123.089s] +03/01/24 19:19:12| DEBUG [size=21,place=1] best score = 0.00730280; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 59.841s] +03/01/24 19:19:12| DEBUG [size=21,place=2] best score = 0.00744141; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 59.841s] +03/01/24 19:19:42| DEBUG [size=10,place=1] best score = 0.00739232; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 30.335s] +03/01/24 19:19:42| DEBUG [size=10,place=2] best score = 0.00739315; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': None} [took 30.336s] +03/01/24 19:19:42| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00730) [took 251.6787s] +03/01/24 19:24:45| INFO d_mul_sld_rbf_gs finished [took 554.7739s] +03/01/24 19:25:28| DEBUG [size=11,place=1] best score = 0.01014619; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04832179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 41.202s] +03/01/24 19:25:28| DEBUG [size=11,place=2] best score = 0.01080552; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.48321799946711175, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 41.203s] +03/01/24 19:28:02| DEBUG [size=28,place=1] best score = 0.00747461; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.802s] +03/01/24 19:28:02| DEBUG [size=28,place=2] best score = 0.00826802; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.832179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 153.803s] +03/01/24 19:38:51| DEBUG [size=20,place=1] best score = 0.00629499; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 649.748s] +03/01/24 19:38:51| DEBUG [size=20,place=2] best score = 0.00707768; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.832179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 649.749s] +03/01/24 19:41:10| DEBUG [size=16,place=1] best score = 0.00627792; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 139.161s] +03/01/24 19:41:10| DEBUG [size=16,place=2] best score = 0.00651419; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 139.162s] +03/01/24 19:48:59| DEBUG [size=20,place=1] best score = 0.00698609; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 48.32179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 469.018s] +03/01/24 19:48:59| DEBUG [size=20,place=2] best score = 0.00700042; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 48.32179994671117, 'quantifier__recalib': 'bcts', 'confidence': None} [took 469.018s] +03/01/24 19:49:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 483.2179994671117, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00628) [took 1453.0482s] +03/01/24 19:56:06| INFO d_m3w_sld_rbf_gs finished [took 1879.7011s] +03/01/24 19:56:06| INFO Dataset sample [0.5 0.5] of dataset rcv1_CCAT finished [took 3352.8700s] +03/01/24 19:56:06| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT started +03/01/24 20:00:34| INFO d_bin_sld_rbf_mc finished [took 263.2412s] +03/01/24 20:01:13| INFO d_bin_sld_rbf_c finished [took 302.6058s] +03/01/24 20:01:23| INFO d_m3w_sld_rbf_mc finished [took 312.5183s] +03/01/24 20:01:47| INFO d_bin_sld_rbf finished [took 336.3405s] +03/01/24 20:01:58| INFO d_m3w_sld_rbf finished [took 348.1340s] +03/01/24 20:02:13| INFO d_m3w_sld_rbf_c finished [took 364.2212s] +03/01/24 20:02:25| INFO d_mul_sld_rbf_c finished [took 374.6185s] +03/01/24 20:02:54| INFO d_mul_sld_rbf finished [took 403.1942s] +03/01/24 20:02:54| INFO d_mul_sld_rbf_mc finished [took 403.5101s] +03/01/24 20:02:56| INFO d_bin_sld_rbf_ne finished [took 405.4245s] +03/01/24 20:02:58| INFO d_mul_sld_rbf_ne finished [took 407.8643s] +03/01/24 20:03:16| INFO ref finished [took 77.0816s] +03/01/24 20:03:30| INFO atc_mc finished [took 76.5579s] +03/01/24 20:03:45| INFO doc finished [took 79.2446s] +03/01/24 20:04:19| INFO d_m3w_sld_rbf_ne finished [took 224.9589s] +03/01/24 20:04:21| INFO d_bin_sld_rbf_is finished [took 187.5511s] +03/01/24 20:05:18| INFO d_mul_sld_rbf_is finished [took 234.8559s] +03/01/24 20:05:27| INFO d_m3w_sld_rbf_is finished [took 219.9608s] +03/01/24 20:05:50| DEBUG [size=11,place=1] best score = 0.01936968; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 21.648s] +03/01/24 20:05:50| DEBUG [size=11,place=2] best score = 0.01970619; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.648s] +03/01/24 20:10:54| DEBUG [size=26,place=1] best score = 0.01700365; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 304.543s] +03/01/24 20:10:54| DEBUG [size=26,place=2] best score = 0.01840254; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 304.543s] +03/01/24 20:12:52| DEBUG [size=18,place=1] best score = 0.01654492; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.528s] +03/01/24 20:12:52| DEBUG [size=18,place=2] best score = 0.02037578; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 117.528s] +03/01/24 20:19:57| DEBUG [size=14,place=1] best score = 0.01563239; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 425.729s] +03/01/24 20:19:57| DEBUG [size=14,place=2] best score = 0.01686880; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 425.730s] +03/01/24 20:24:54| DEBUG [size=17,place=1] best score = 0.01181627; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 296.125s] +03/01/24 20:24:54| DEBUG [size=17,place=2] best score = 0.01280227; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 296.126s] +03/01/24 20:28:41| DEBUG [size=17,place=1] best score = 0.01063434; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 227.689s] +03/01/24 20:28:41| DEBUG [size=17,place=2] best score = 0.01149553; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 227.690s] +03/01/24 20:36:30| DEBUG [size=16,place=1] best score = 0.01120151; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04623123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 468.506s] +03/01/24 20:36:30| DEBUG [size=16,place=2] best score = 0.01316551; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 468.506s] +03/01/24 20:36:30| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01063) [took 1861.8910s] +03/01/24 20:39:04| INFO d_bin_sld_rbf_gs finished [took 2016.1126s] +03/01/24 20:39:41| DEBUG [size=11,place=1] best score = 0.01210445; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 36.488s] +03/01/24 20:39:41| DEBUG [size=11,place=2] best score = 0.01696232; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 36.489s] +03/01/24 20:42:04| DEBUG [size=28,place=1] best score = 0.01007386; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} [took 142.603s] +03/01/24 20:42:04| DEBUG [size=28,place=2] best score = 0.01156518; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 142.604s] +03/01/24 20:44:01| DEBUG [size=20,place=1] best score = 0.01238813; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 116.932s] +03/01/24 20:44:01| DEBUG [size=20,place=2] best score = 0.02143012; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 116.933s] +03/01/24 20:44:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': None, 'confidence': None} (score=0.01007) [took 296.1340s] +03/01/24 20:50:10| INFO d_mul_sld_rbf_gs finished [took 665.1298s] +03/01/24 20:50:46| DEBUG [size=11,place=1] best score = 0.01244395; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.46231235463376746, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.752s] +03/01/24 20:50:46| DEBUG [size=11,place=2] best score = 0.01443981; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 35.753s] +03/01/24 20:57:21| DEBUG [size=28,place=1] best score = 0.01056482; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 394.809s] +03/01/24 20:57:21| DEBUG [size=28,place=2] best score = 0.01167214; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 394.809s] +03/01/24 21:09:59| DEBUG [size=20,place=1] best score = 0.00964115; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 758.418s] +03/01/24 21:09:59| DEBUG [size=20,place=2] best score = 0.01056794; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 758.418s] +03/01/24 21:11:09| DEBUG [size=12,place=1] best score = 0.00879207; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} [took 69.538s] +03/01/24 21:11:09| DEBUG [size=12,place=2] best score = 0.00982684; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.538s] +03/01/24 21:27:07| DEBUG [size=20,place=1] best score = 0.00906368; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 958.524s] +03/01/24 21:27:07| DEBUG [size=20,place=2] best score = 0.01110814; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 46.23123546337674, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 958.524s] +03/01/24 21:27:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 462.3123546337674, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00879) [took 2217.1602s] +03/01/24 21:31:18| INFO d_m3w_sld_rbf_gs finished [took 2468.2137s] +03/01/24 21:31:18| INFO Dataset sample [0.6 0.4] of dataset rcv1_CCAT finished [took 5712.1459s] +03/01/24 21:31:18| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT started +03/01/24 21:35:56| INFO d_m3w_sld_rbf_c finished [took 271.9743s] +03/01/24 21:36:06| INFO d_bin_sld_rbf_c finished [took 282.1177s] +03/01/24 21:36:23| INFO d_bin_sld_rbf_mc finished [took 299.3857s] +03/01/24 21:36:33| INFO d_bin_sld_rbf_ne finished [took 308.7171s] +03/01/24 21:36:38| INFO d_m3w_sld_rbf_mc finished [took 313.3953s] +03/01/24 21:37:14| INFO d_m3w_sld_rbf finished [took 349.6929s] +03/01/24 21:37:37| INFO d_bin_sld_rbf finished [took 376.7270s] +03/01/24 21:37:38| INFO d_mul_sld_rbf_c finished [took 376.5539s] +03/01/24 21:37:52| INFO d_mul_sld_rbf_ne finished [took 387.3466s] +03/01/24 21:37:58| INFO ref finished [took 79.6677s] +03/01/24 21:38:06| INFO d_mul_sld_rbf_mc finished [took 401.3457s] +03/01/24 21:38:20| INFO d_mul_sld_rbf finished [took 415.4304s] +03/01/24 21:38:33| INFO atc_mc finished [took 78.0550s] +03/01/24 21:38:52| INFO doc finished [took 73.7905s] +03/01/24 21:39:24| INFO d_bin_sld_rbf_is finished [took 196.9473s] +03/01/24 21:39:39| INFO d_m3w_sld_rbf_ne finished [took 222.3311s] +03/01/24 21:40:14| INFO d_m3w_sld_rbf_is finished [took 220.3268s] +03/01/24 21:40:39| INFO d_mul_sld_rbf_is finished [took 254.4827s] +03/01/24 21:40:59| DEBUG [size=11,place=1] best score = 0.01027065; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.873s] +03/01/24 21:40:59| DEBUG [size=11,place=2] best score = 0.01327360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 18.874s] +03/01/24 21:42:41| DEBUG [size=28,place=1] best score = 0.00803611; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 101.952s] +03/01/24 21:42:41| DEBUG [size=28,place=2] best score = 0.00929319; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 101.953s] +03/01/24 21:48:11| DEBUG [size=20,place=1] best score = 0.00811975; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 329.511s] +03/01/24 21:48:11| DEBUG [size=20,place=2] best score = 0.00814424; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 329.512s] +03/01/24 21:48:11| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00804) [took 450.4472s] +03/01/24 21:50:39| INFO d_bin_sld_rbf_gs finished [took 599.0950s] +03/01/24 21:51:15| DEBUG [size=11,place=1] best score = 0.01077096; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 34.244s] +03/01/24 21:51:15| DEBUG [size=11,place=2] best score = 0.01389176; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.245s] +03/01/24 21:53:33| DEBUG [size=28,place=1] best score = 0.00886196; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 137.854s] +03/01/24 21:53:33| DEBUG [size=28,place=2] best score = 0.00906780; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 137.854s] +03/01/24 21:58:17| DEBUG [size=22,place=1] best score = 0.00747285; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 284.496s] +03/01/24 21:58:17| DEBUG [size=22,place=2] best score = 0.00895496; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 284.496s] +03/01/24 22:00:33| DEBUG [size=18,place=1] best score = 0.00960725; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 135.555s] +03/01/24 22:00:33| DEBUG [size=18,place=2] best score = 0.01013880; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': None} [took 135.555s] +03/01/24 22:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00747) [took 592.2617s] +03/01/24 22:05:33| INFO d_mul_sld_rbf_gs finished [took 892.4175s] +03/01/24 22:06:05| DEBUG [size=11,place=1] best score = 0.01415107; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 30.353s] +03/01/24 22:06:05| DEBUG [size=11,place=2] best score = 0.01436784; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': None} [took 30.354s] +03/01/24 22:10:55| DEBUG [size=28,place=1] best score = 0.01228412; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 290.858s] +03/01/24 22:10:55| DEBUG [size=28,place=2] best score = 0.01239400; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04111017032547101, 'quantifier__recalib': 'bcts', 'confidence': None} [took 290.858s] +03/01/24 22:17:01| DEBUG [size=19,place=1] best score = 0.01200352; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 365.557s] +03/01/24 22:17:01| DEBUG [size=19,place=2] best score = 0.01250877; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 365.558s] +03/01/24 22:27:51| DEBUG [size=14,place=1] best score = 0.00757640; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 649.759s] +03/01/24 22:27:51| DEBUG [size=14,place=2] best score = 0.00983877; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 649.760s] +03/01/24 22:43:06| DEBUG [size=18,place=1] best score = 0.00898697; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': None} [took 915.454s] +03/01/24 22:43:06| DEBUG [size=18,place=2] best score = 0.01249045; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11017032547102, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 915.455s] +03/01/24 22:43:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1017032547101, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00758) [took 2252.1024s] +03/01/24 22:46:53| INFO d_m3w_sld_rbf_gs finished [took 2479.0514s] +03/01/24 22:46:53| INFO Dataset sample [0.7 0.3] of dataset rcv1_CCAT finished [took 4534.8701s] +03/01/24 22:46:53| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT started +03/01/24 22:50:55| INFO d_bin_sld_rbf_c finished [took 236.3692s] +03/01/24 22:51:53| INFO d_bin_sld_rbf_mc finished [took 294.4353s] +03/01/24 22:52:03| INFO d_bin_sld_rbf finished [took 307.6458s] +03/01/24 22:52:07| INFO d_m3w_sld_rbf_c finished [took 308.5891s] +03/01/24 22:52:26| INFO d_m3w_sld_rbf_mc finished [took 327.8333s] +03/01/24 22:52:32| INFO d_m3w_sld_rbf finished [took 333.0840s] +03/01/24 22:52:48| INFO d_mul_sld_rbf_mc finished [took 348.9965s] +03/01/24 22:53:06| INFO d_mul_sld_rbf_c finished [took 369.6149s] +03/01/24 22:53:14| INFO d_mul_sld_rbf finished [took 375.6223s] +03/01/24 22:53:19| INFO d_mul_sld_rbf_ne finished [took 381.0421s] +03/01/24 22:53:26| INFO ref finished [took 58.4056s] +03/01/24 22:54:01| INFO doc finished [took 72.6234s] +03/01/24 22:54:09| INFO atc_mc finished [took 96.1098s] +03/01/24 22:54:16| INFO d_bin_sld_rbf_ne finished [took 437.5203s] +03/01/24 22:54:24| INFO d_m3w_sld_rbf_ne finished [took 207.9857s] +03/01/24 22:55:17| INFO d_bin_sld_rbf_is finished [took 203.2816s] +03/01/24 22:55:34| INFO d_m3w_sld_rbf_is finished [took 205.9873s] +03/01/24 22:56:00| INFO d_mul_sld_rbf_is finished [took 236.3668s] +03/01/24 22:56:20| DEBUG [size=11,place=1] best score = 0.00745207; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.091s] +03/01/24 22:56:20| DEBUG [size=11,place=2] best score = 0.00854572; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 19.092s] +03/01/24 22:58:50| DEBUG [size=28,place=1] best score = 0.00764859; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 150.271s] +03/01/24 22:58:50| DEBUG [size=28,place=2] best score = 0.00767851; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 150.272s] +03/01/24 22:58:51| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00745) [took 169.4695s] +03/01/24 23:00:40| INFO d_bin_sld_rbf_gs finished [took 279.4346s] +03/01/24 23:01:17| DEBUG [size=11,place=1] best score = 0.00723958; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.171s] +03/01/24 23:01:17| DEBUG [size=11,place=2] best score = 0.00912338; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.172s] +03/01/24 23:03:43| DEBUG [size=28,place=1] best score = 0.00740265; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 145.887s] +03/01/24 23:03:43| DEBUG [size=28,place=2] best score = 0.00827567; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 145.888s] +03/01/24 23:03:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00724) [took 181.1637s] +03/01/24 23:06:51| INFO d_mul_sld_rbf_gs finished [took 369.0360s] +03/01/24 23:07:18| DEBUG [size=11,place=1] best score = 0.00791317; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 353.97857956701057, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 26.260s] +03/01/24 23:07:18| DEBUG [size=11,place=2] best score = 0.00929591; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': None} [took 26.261s] +03/01/24 23:09:40| DEBUG [size=28,place=1] best score = 0.00693749; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.529s] +03/01/24 23:09:40| DEBUG [size=28,place=2] best score = 0.00729760; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 142.529s] +03/01/24 23:10:34| DEBUG [size=20,place=1] best score = 0.00692618; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.327s] +03/01/24 23:10:34| DEBUG [size=20,place=2] best score = 0.00703463; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 53.328s] +03/01/24 23:11:02| DEBUG [size=11,place=1] best score = 0.00731376; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3539785795670106, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.591s] +03/01/24 23:11:02| DEBUG [size=11,place=2] best score = 0.00744536; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 28.591s] +03/01/24 23:11:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03539785795670106, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00693) [took 250.8201s] +03/01/24 23:14:25| INFO d_m3w_sld_rbf_gs finished [took 453.0329s] +03/01/24 23:14:25| INFO Dataset sample [0.8 0.2] of dataset rcv1_CCAT finished [took 1651.2982s] +03/01/24 23:14:25| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT started +03/01/24 23:17:53| INFO d_bin_sld_rbf_mc finished [took 206.1307s] +03/01/24 23:18:31| INFO d_bin_sld_rbf finished [took 243.6937s] +03/01/24 23:18:33| INFO d_m3w_sld_rbf finished [took 247.2794s] +03/01/24 23:18:56| INFO d_m3w_sld_rbf_mc finished [took 268.8621s] +03/01/24 23:18:57| INFO d_bin_sld_rbf_ne finished [took 270.2861s] +03/01/24 23:19:01| INFO d_bin_sld_rbf_c finished [took 274.1765s] +03/01/24 23:19:11| INFO d_m3w_sld_rbf_c finished [took 284.3704s] +03/01/24 23:19:25| INFO d_mul_sld_rbf_c finished [took 298.0822s] +03/01/24 23:19:32| INFO d_mul_sld_rbf_ne finished [took 305.4739s] +03/01/24 23:19:34| INFO d_mul_sld_rbf_mc finished [took 307.0764s] +03/01/24 23:19:38| INFO d_mul_sld_rbf finished [took 311.2046s] +03/01/24 23:20:05| INFO ref finished [took 66.8641s] +03/01/24 23:20:19| INFO atc_mc finished [took 77.6812s] +03/01/24 23:20:21| INFO doc finished [took 68.9887s] +03/01/24 23:20:55| INFO d_bin_sld_rbf_is finished [took 144.1035s] +03/01/24 23:21:00| INFO d_m3w_sld_rbf_ne finished [took 186.0927s] +03/01/24 23:21:34| INFO d_m3w_sld_rbf_is finished [took 157.0897s] +03/01/24 23:21:59| INFO d_mul_sld_rbf_is finished [took 204.4197s] +03/01/24 23:22:24| DEBUG [size=11,place=1] best score = 0.00591992; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 24.112s] +03/01/24 23:22:24| DEBUG [size=11,place=2] best score = 0.00868644; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.113s] +03/01/24 23:24:44| DEBUG [size=28,place=1] best score = 0.00617944; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 140.516s] +03/01/24 23:24:44| DEBUG [size=28,place=2] best score = 0.00686651; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 140.517s] +03/01/24 23:24:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00592) [took 164.7362s] +03/01/24 23:27:13| INFO d_bin_sld_rbf_gs finished [took 312.9531s] +03/01/24 23:27:45| DEBUG [size=11,place=1] best score = 0.00974977; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.340s] +03/01/24 23:27:45| DEBUG [size=11,place=2] best score = 0.01050742; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': None, 'confidence': None} [took 31.340s] +03/01/24 23:30:22| DEBUG [size=28,place=1] best score = 0.00624685; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.92436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 157.491s] +03/01/24 23:30:22| DEBUG [size=28,place=2] best score = 0.00661700; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 157.492s] +03/01/24 23:32:06| DEBUG [size=22,place=1] best score = 0.00568003; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 103.352s] +03/01/24 23:32:06| DEBUG [size=22,place=2] best score = 0.00570065; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 103.352s] +03/01/24 23:33:12| DEBUG [size=15,place=1] best score = 0.00599542; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.2792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 65.767s] +03/01/24 23:33:12| DEBUG [size=15,place=2] best score = 0.00698367; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 65.767s] +03/01/24 23:33:12| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00568) [took 358.0618s] +03/01/24 23:35:20| INFO d_mul_sld_rbf_gs finished [took 486.4042s] +03/01/24 23:35:49| DEBUG [size=11,place=1] best score = 0.00682260; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.935s] +03/01/24 23:35:49| DEBUG [size=11,place=2] best score = 0.00720174; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 279.2436587637893, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 27.936s] +03/01/24 23:37:27| DEBUG [size=28,place=1] best score = 0.00600032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.277s] +03/01/24 23:37:27| DEBUG [size=28,place=2] best score = 0.00625258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 98.278s] +03/01/24 23:38:02| DEBUG [size=16,place=1] best score = 0.00688086; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.804s] +03/01/24 23:38:02| DEBUG [size=16,place=2] best score = 0.00710490; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.804s] +03/01/24 23:38:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.02792436587637893, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00600) [took 161.1307s] +03/01/24 23:39:43| INFO d_m3w_sld_rbf_gs finished [took 261.8533s] +03/01/24 23:39:43| INFO Dataset sample [0.9 0.1] of dataset rcv1_CCAT finished [took 1518.2389s] +---------------------------------------------------------------------------------------------------- +04/01/24 11:19:02| INFO dataset rcv1_GCAT [pool size: 10] +04/01/24 11:19:02| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT started +04/01/24 11:19:06| WARNING Method d_bin_sld_rbf failed. Exception: The number of classes has to be greater than one; got 1 class +04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_c failed. Exception: The number of classes has to be greater than one; got 1 class +04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_mc failed. Exception: The number of classes has to be greater than one; got 1 class +04/01/24 11:19:07| WARNING Method d_bin_sld_rbf_ne failed. Exception: The number of classes has to be greater than one; got 1 class +04/01/24 11:19:08| WARNING Method d_bin_sld_rbf_is failed. Exception: The number of classes has to be greater than one; got 1 class +04/01/24 11:21:05| INFO ref finished [took 116.7835s] +04/01/24 11:22:27| INFO d_m3w_sld_rbf_c finished [took 200.5309s] +04/01/24 11:22:36| INFO d_m3w_sld_rbf finished [took 209.0450s] +04/01/24 11:22:39| INFO d_m3w_sld_rbf_is finished [took 211.8908s] +04/01/24 11:22:39| INFO atc_mc finished [took 93.8029s] +04/01/24 11:22:56| INFO d_m3w_sld_rbf_ne finished [took 228.5424s] +04/01/24 11:22:58| INFO d_mul_sld_rbf_c finished [took 233.1672s] +04/01/24 11:23:04| INFO d_m3w_sld_rbf_mc finished [took 237.1894s] +04/01/24 11:23:05| INFO d_mul_sld_rbf_mc finished [took 238.4391s] +04/01/24 11:23:10| INFO d_mul_sld_rbf finished [took 243.6118s] +04/01/24 11:23:14| INFO d_mul_sld_rbf_ne finished [took 247.2925s] +04/01/24 11:23:16| INFO d_mul_sld_rbf_is finished [took 248.7828s] +04/01/24 11:23:28| INFO doc finished [took 60.1637s] +04/01/24 11:23:35| WARNING Method d_bin_sld_rbf_gs failed. Exception: no combination of hyperparameters seem to work +04/01/24 11:23:52| DEBUG [size=11,place=1] best score = 0.00901216; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 277.41039162846886, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.397s] +04/01/24 11:23:52| DEBUG [size=11,place=2] best score = 0.01586408; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': None} [took 16.397s] +04/01/24 11:24:35| DEBUG [size=28,place=1] best score = 0.00668552; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 43.273s] +04/01/24 11:24:35| DEBUG [size=28,place=2] best score = 0.00782528; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': None} [took 43.274s] +04/01/24 11:24:56| DEBUG [size=16,place=1] best score = 0.00611622; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.558s] +04/01/24 11:24:56| DEBUG [size=16,place=2] best score = 0.00733278; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 20.558s] +04/01/24 11:25:04| DEBUG [size=14,place=1] best score = 0.00867012; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7741039162846883, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.795s] +04/01/24 11:25:04| DEBUG [size=14,place=2] best score = 0.00975069; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 27.74103916284688, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 8.796s] +04/01/24 11:25:04| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': None, 'confidence': ['isoft']} (score=0.00612) [took 89.1352s] +04/01/24 11:27:01| INFO d_mul_sld_rbf_gs finished [took 205.9997s] +04/01/24 11:27:19| DEBUG [size=11,place=1] best score = 0.00656518; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.961s] +04/01/24 11:27:19| DEBUG [size=11,place=2] best score = 0.00860014; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27741039162846887, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.962s] +04/01/24 11:27:53| DEBUG [size=26,place=1] best score = 0.00606658; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.009s] +04/01/24 11:27:53| DEBUG [size=26,place=2] best score = 0.00646683; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 34.009s] +04/01/24 11:28:09| DEBUG [size=14,place=1] best score = 0.00626281; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.178s] +04/01/24 11:28:09| DEBUG [size=14,place=2] best score = 0.00629881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.178s] +04/01/24 11:28:09| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027741039162846884, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00607) [took 67.2615s] +04/01/24 11:29:36| INFO d_m3w_sld_rbf_gs finished [took 153.5893s] +04/01/24 11:29:36| INFO Dataset sample [0.1 0.9] of dataset rcv1_GCAT finished [took 634.0420s] +04/01/24 11:29:36| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT started +04/01/24 11:32:43| INFO d_bin_sld_rbf finished [took 184.6472s] +04/01/24 11:33:05| INFO d_mul_sld_rbf finished [took 207.1939s] +04/01/24 11:33:26| INFO d_bin_sld_rbf_c finished [took 226.9375s] +04/01/24 11:33:32| INFO d_bin_sld_rbf_ne finished [took 233.5862s] +04/01/24 11:33:45| INFO d_bin_sld_rbf_mc finished [took 245.9072s] +04/01/24 11:33:53| INFO d_m3w_sld_rbf finished [took 253.9559s] +04/01/24 11:33:56| INFO d_m3w_sld_rbf_mc finished [took 257.3459s] +04/01/24 11:34:01| INFO d_m3w_sld_rbf_c finished [took 262.4911s] +04/01/24 11:34:23| INFO d_mul_sld_rbf_mc finished [took 284.9617s] +04/01/24 11:34:44| INFO d_mul_sld_rbf_ne finished [took 305.5013s] +04/01/24 11:35:04| INFO atc_mc finished [took 70.3051s] +04/01/24 11:35:05| INFO d_mul_sld_rbf_c finished [took 326.3081s] +04/01/24 11:35:07| INFO ref finished [took 81.4915s] +04/01/24 11:35:25| INFO doc finished [took 88.3515s] +04/01/24 11:35:45| INFO d_m3w_sld_rbf_ne finished [took 180.6040s] +04/01/24 11:36:00| INFO d_mul_sld_rbf_is finished [took 153.9714s] +04/01/24 11:36:24| INFO d_m3w_sld_rbf_is finished [took 171.5508s] +04/01/24 11:37:37| INFO d_bin_sld_rbf_is finished [took 271.9914s] +04/01/24 11:37:49| DEBUG [size=11,place=1] best score = 0.00686258; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': None, 'confidence': None} [took 10.207s] +04/01/24 11:37:49| DEBUG [size=11,place=2] best score = 0.01079415; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.207s] +04/01/24 11:38:20| DEBUG [size=28,place=1] best score = 0.00724502; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.080s] +04/01/24 11:38:20| DEBUG [size=28,place=2] best score = 0.00844321; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': None, 'confidence': None} [took 31.080s] +04/01/24 11:38:20| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': None, 'confidence': None} (score=0.00686) [took 41.3916s] +04/01/24 11:39:40| INFO d_bin_sld_rbf_gs finished [took 121.6748s] +04/01/24 11:40:01| DEBUG [size=11,place=1] best score = 0.01027361; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.691s] +04/01/24 11:40:01| DEBUG [size=11,place=2] best score = 0.01621916; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.691s] +04/01/24 11:40:52| DEBUG [size=28,place=1] best score = 0.00785272; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.738s] +04/01/24 11:40:52| DEBUG [size=28,place=2] best score = 0.00844626; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 50.738s] +04/01/24 11:41:36| DEBUG [size=20,place=1] best score = 0.00871653; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 44.057s] +04/01/24 11:41:36| DEBUG [size=20,place=2] best score = 0.00872032; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.033740582874394826, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 44.058s] +04/01/24 11:41:36| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00785) [took 114.5956s] +04/01/24 11:43:35| INFO d_mul_sld_rbf_gs finished [took 234.0509s] +04/01/24 11:43:54| DEBUG [size=11,place=1] best score = 0.00991259; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.974s] +04/01/24 11:43:54| DEBUG [size=11,place=2] best score = 0.01454289; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 17.974s] +04/01/24 11:44:32| DEBUG [size=28,place=1] best score = 0.00618553; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.643s] +04/01/24 11:44:32| DEBUG [size=28,place=2] best score = 0.00800294; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3374058287439483, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 37.644s] +04/01/24 11:46:56| DEBUG [size=21,place=1] best score = 0.00591734; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 143.714s] +04/01/24 11:46:56| DEBUG [size=21,place=2] best score = 0.00644927; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 143.714s] +04/01/24 11:50:29| DEBUG [size=13,place=1] best score = 0.00555731; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': None} [took 213.755s] +04/01/24 11:50:29| DEBUG [size=13,place=2] best score = 0.00596637; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 213.755s] +04/01/24 11:51:03| DEBUG [size=18,place=1] best score = 0.00595246; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.247s] +04/01/24 11:51:03| DEBUG [size=18,place=2] best score = 0.00622515; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.3740582874394827, 'quantifier__recalib': 'bcts', 'confidence': None} [took 33.247s] +04/01/24 11:51:03| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 33.740582874394825, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00556) [took 446.4524s] +04/01/24 11:52:36| INFO d_m3w_sld_rbf_gs finished [took 539.5701s] +04/01/24 11:52:36| INFO Dataset sample [0.2 0.8] of dataset rcv1_GCAT finished [took 1380.1322s] +04/01/24 11:52:36| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT started +04/01/24 11:56:11| INFO d_mul_sld_rbf_c finished [took 212.7795s] +04/01/24 11:56:16| INFO d_bin_sld_rbf_ne finished [took 217.5226s] +04/01/24 11:56:21| INFO d_bin_sld_rbf_mc finished [took 222.7652s] +04/01/24 11:56:23| INFO d_bin_sld_rbf_c finished [took 224.3967s] +04/01/24 11:57:00| INFO d_m3w_sld_rbf finished [took 261.7302s] +04/01/24 11:57:04| INFO d_m3w_sld_rbf_mc finished [took 265.2412s] +04/01/24 11:57:08| INFO d_m3w_sld_rbf_c finished [took 269.2310s] +04/01/24 11:57:10| INFO d_mul_sld_rbf_ne finished [took 272.4678s] +04/01/24 11:57:20| INFO d_mul_sld_rbf_mc finished [took 281.9019s] +04/01/24 11:57:51| INFO d_mul_sld_rbf finished [took 312.2680s] +04/01/24 11:58:01| INFO d_bin_sld_rbf finished [took 322.5640s] +04/01/24 11:58:12| INFO atc_mc finished [took 67.8959s] +04/01/24 11:58:25| INFO ref finished [took 84.2561s] +04/01/24 11:58:32| INFO doc finished [took 83.2275s] +04/01/24 11:58:44| INFO d_bin_sld_rbf_is finished [took 147.5339s] +04/01/24 11:59:04| INFO d_mul_sld_rbf_is finished [took 162.1686s] +04/01/24 11:59:12| INFO d_m3w_sld_rbf_ne finished [took 180.6929s] +04/01/24 11:59:12| INFO d_m3w_sld_rbf_is finished [took 168.9259s] +04/01/24 11:59:27| DEBUG [size=11,place=1] best score = 0.00804607; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} [took 13.805s] +04/01/24 11:59:27| DEBUG [size=11,place=2] best score = 0.01021119; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 13.805s] +04/01/24 12:00:03| DEBUG [size=28,place=1] best score = 0.00831758; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} [took 35.186s] +04/01/24 12:00:03| DEBUG [size=28,place=2] best score = 0.00870043; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 35.187s] +04/01/24 12:00:03| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 37.9646405232147, 'quantifier__recalib': None, 'confidence': None} (score=0.00805) [took 49.0982s] +04/01/24 12:01:22| INFO d_bin_sld_rbf_gs finished [took 128.8302s] +04/01/24 12:01:45| DEBUG [size=11,place=1] best score = 0.01136150; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 21.474s] +04/01/24 12:01:45| DEBUG [size=11,place=2] best score = 0.01138655; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.474s] +04/01/24 12:02:44| DEBUG [size=28,place=1] best score = 0.00912671; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 58.933s] +04/01/24 12:02:44| DEBUG [size=28,place=2] best score = 0.00922606; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 58.933s] +04/01/24 12:03:16| DEBUG [size=18,place=1] best score = 0.00829488; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.895s] +04/01/24 12:03:16| DEBUG [size=18,place=2] best score = 0.00865699; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': None} [took 31.895s] +04/01/24 12:03:47| DEBUG [size=17,place=1] best score = 0.00860660; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.593s] +04/01/24 12:03:47| DEBUG [size=17,place=2] best score = 0.00914374; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': None} [took 31.594s] +04/01/24 12:03:47| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.79646405232147, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00829) [took 144.0062s] +04/01/24 12:06:04| INFO d_mul_sld_rbf_gs finished [took 280.8184s] +04/01/24 12:06:22| DEBUG [size=11,place=1] best score = 0.00891793; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 379.646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 16.538s] +04/01/24 12:06:22| DEBUG [size=11,place=2] best score = 0.00956361; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.538s] +04/01/24 12:07:17| DEBUG [size=28,place=1] best score = 0.00657673; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 55.442s] +04/01/24 12:07:17| DEBUG [size=28,place=2] best score = 0.00732831; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0379646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 55.443s] +04/01/24 12:07:51| DEBUG [size=23,place=1] best score = 0.00661614; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 33.521s] +04/01/24 12:07:51| DEBUG [size=23,place=2] best score = 0.00670376; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.0379646405232147, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 33.522s] +04/01/24 12:07:51| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.37964640523214704, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00658) [took 105.6187s] +04/01/24 12:09:37| INFO d_m3w_sld_rbf_gs finished [took 211.8147s] +04/01/24 12:09:37| INFO Dataset sample [0.3 0.7] of dataset rcv1_GCAT finished [took 1020.8794s] +04/01/24 12:09:37| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT started +04/01/24 12:13:20| INFO d_m3w_sld_rbf_mc finished [took 221.3180s] +04/01/24 12:13:38| INFO d_m3w_sld_rbf finished [took 238.9713s] +04/01/24 12:13:43| INFO d_m3w_sld_rbf_c finished [took 243.4372s] +04/01/24 12:13:53| INFO d_bin_sld_rbf_c finished [took 254.2886s] +04/01/24 12:13:59| INFO d_bin_sld_rbf_ne finished [took 260.0437s] +04/01/24 12:14:17| INFO d_bin_sld_rbf finished [took 277.6201s] +04/01/24 12:14:26| INFO d_mul_sld_rbf_ne finished [took 286.9254s] +04/01/24 12:14:36| INFO d_bin_sld_rbf_mc finished [took 296.9914s] +04/01/24 12:14:57| INFO d_mul_sld_rbf_mc finished [took 318.1279s] +04/01/24 12:15:17| INFO d_mul_sld_rbf_c finished [took 337.5436s] +04/01/24 12:15:22| INFO d_mul_sld_rbf finished [took 342.7690s] +04/01/24 12:15:24| INFO atc_mc finished [took 66.4123s] +04/01/24 12:15:26| INFO ref finished [took 85.7483s] +04/01/24 12:15:49| INFO doc finished [took 82.5167s] +04/01/24 12:15:55| INFO d_m3w_sld_rbf_ne finished [took 154.8958s] +04/01/24 12:16:37| INFO d_m3w_sld_rbf_is finished [took 163.1474s] +04/01/24 12:17:43| INFO d_mul_sld_rbf_is finished [took 240.2537s] +04/01/24 12:17:49| INFO d_bin_sld_rbf_is finished [took 250.6061s] +04/01/24 12:18:01| DEBUG [size=11,place=1] best score = 0.01753310; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.372s] +04/01/24 12:18:01| DEBUG [size=11,place=2] best score = 0.01891110; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': None} [took 10.372s] +04/01/24 12:18:36| DEBUG [size=28,place=1] best score = 0.00716281; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.202s] +04/01/24 12:18:36| DEBUG [size=28,place=2] best score = 0.00727528; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 35.203s] +04/01/24 12:18:53| DEBUG [size=16,place=1] best score = 0.00709829; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 16.683s] +04/01/24 12:18:53| DEBUG [size=16,place=2] best score = 0.00713609; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 16.684s] +04/01/24 12:19:15| DEBUG [size=18,place=1] best score = 0.00691563; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 22.402s] +04/01/24 12:19:15| DEBUG [size=18,place=2] best score = 0.00691737; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 22.403s] +04/01/24 12:19:37| DEBUG [size=21,place=1] best score = 0.00693948; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.473s] +04/01/24 12:19:37| DEBUG [size=21,place=2] best score = 0.00712748; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 21.473s] +04/01/24 12:19:37| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00692) [took 106.2472s] +04/01/24 12:21:38| INFO d_bin_sld_rbf_gs finished [took 227.9407s] +04/01/24 12:22:00| DEBUG [size=11,place=1] best score = 0.01209765; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.157s] +04/01/24 12:22:00| DEBUG [size=11,place=2] best score = 0.01400943; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.158s] +04/01/24 12:23:05| DEBUG [size=28,place=1] best score = 0.00569014; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 64.381s] +04/01/24 12:23:05| DEBUG [size=28,place=2] best score = 0.00724619; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 64.381s] +04/01/24 12:23:48| DEBUG [size=16,place=1] best score = 0.00713187; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 43.229s] +04/01/24 12:23:48| DEBUG [size=16,place=2] best score = 0.00787274; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 43.229s] +04/01/24 12:23:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00569) [took 128.8765s] +04/01/24 12:29:03| INFO d_mul_sld_rbf_gs finished [took 444.3125s] +04/01/24 12:29:25| DEBUG [size=11,place=1] best score = 0.00706886; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.166s] +04/01/24 12:29:25| DEBUG [size=11,place=2] best score = 0.00854233; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 41.41846552524939, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.167s] +04/01/24 12:30:25| DEBUG [size=28,place=1] best score = 0.00703442; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.373s] +04/01/24 12:30:25| DEBUG [size=28,place=2] best score = 0.00725190; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 59.374s] +04/01/24 12:30:52| DEBUG [size=16,place=1] best score = 0.00671030; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.615s] +04/01/24 12:30:52| DEBUG [size=16,place=2] best score = 0.00687896; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 27.615s] +04/01/24 12:31:30| DEBUG [size=18,place=1] best score = 0.00629104; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 37.447s] +04/01/24 12:31:30| DEBUG [size=18,place=2] best score = 0.00654356; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 37.447s] +04/01/24 12:32:12| DEBUG [size=16,place=1] best score = 0.00653268; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 42.672s] +04/01/24 12:32:12| DEBUG [size=16,place=2] best score = 0.00694679; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 42.672s] +04/01/24 12:32:13| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.141846552524939, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00629) [took 188.3998s] +04/01/24 12:34:27| INFO d_m3w_sld_rbf_gs finished [took 322.9568s] +04/01/24 12:34:27| INFO Dataset sample [0.4 0.6] of dataset rcv1_GCAT finished [took 1490.2069s] +04/01/24 12:34:27| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT started +04/01/24 12:37:55| INFO d_bin_sld_rbf_ne finished [took 206.0253s] +04/01/24 12:38:02| INFO d_mul_sld_rbf_ne finished [took 213.9979s] +04/01/24 12:38:09| INFO d_bin_sld_rbf_c finished [took 220.4990s] +04/01/24 12:38:12| INFO d_bin_sld_rbf finished [took 223.2561s] +04/01/24 12:38:19| INFO d_bin_sld_rbf_mc finished [took 230.2558s] +04/01/24 12:38:25| INFO d_m3w_sld_rbf_c finished [took 236.0904s] +04/01/24 12:38:37| INFO d_m3w_sld_rbf finished [took 247.9630s] +04/01/24 12:38:37| INFO d_m3w_sld_rbf_mc finished [took 248.4108s] +04/01/24 12:38:53| INFO d_mul_sld_rbf finished [took 263.9295s] +04/01/24 12:38:54| INFO d_mul_sld_rbf_c finished [took 265.1996s] +04/01/24 12:39:04| INFO d_mul_sld_rbf_mc finished [took 275.5170s] +04/01/24 12:39:34| INFO ref finished [took 74.5725s] +04/01/24 12:39:48| INFO atc_mc finished [took 82.7947s] +04/01/24 12:39:54| INFO doc finished [took 76.9170s] +04/01/24 12:40:28| INFO d_bin_sld_rbf_is finished [took 145.1566s] +04/01/24 12:40:28| INFO d_m3w_sld_rbf_ne finished [took 152.9311s] +04/01/24 12:40:50| INFO d_m3w_sld_rbf_is finished [took 157.4790s] +04/01/24 12:41:04| INFO d_mul_sld_rbf_is finished [took 174.1611s] +04/01/24 12:41:18| DEBUG [size=11,place=1] best score = 0.01111293; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 12.887s] +04/01/24 12:41:18| DEBUG [size=11,place=2] best score = 0.02673176; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 429.4866800788611, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 12.888s] +04/01/24 12:41:49| DEBUG [size=28,place=1] best score = 0.00981059; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 31.469s] +04/01/24 12:41:49| DEBUG [size=28,place=2] best score = 0.01008088; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 31.469s] +04/01/24 12:42:21| DEBUG [size=19,place=1] best score = 0.00944766; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 32.289s] +04/01/24 12:42:21| DEBUG [size=19,place=2] best score = 0.00956986; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': None} [took 32.289s] +04/01/24 12:42:51| DEBUG [size=19,place=1] best score = 0.00931384; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.266s] +04/01/24 12:42:51| DEBUG [size=19,place=2] best score = 0.00933671; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': None} [took 29.266s] +04/01/24 12:43:15| DEBUG [size=18,place=1] best score = 0.00941337; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': None} [took 24.495s] +04/01/24 12:43:15| DEBUG [size=18,place=2] best score = 0.00954945; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 42.94866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 24.496s] +04/01/24 12:43:15| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00931) [took 130.5205s] +04/01/24 12:46:19| INFO d_bin_sld_rbf_gs finished [took 314.5915s] +04/01/24 12:46:46| DEBUG [size=11,place=1] best score = 0.00979453; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 25.723s] +04/01/24 12:46:46| DEBUG [size=11,place=2] best score = 0.02669162; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 429.4866800788611, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 25.724s] +04/01/24 12:47:54| DEBUG [size=28,place=1] best score = 0.00931298; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.652s] +04/01/24 12:47:54| DEBUG [size=28,place=2] best score = 0.00977812; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 68.652s] +04/01/24 12:48:48| DEBUG [size=16,place=1] best score = 0.00933297; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': None} [took 53.574s] +04/01/24 12:48:48| DEBUG [size=16,place=2] best score = 0.01065410; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 53.574s] +04/01/24 12:48:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00931) [took 148.0593s] +04/01/24 12:52:23| INFO d_mul_sld_rbf_gs finished [took 363.2251s] +04/01/24 12:52:46| DEBUG [size=11,place=1] best score = 0.00918636; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.796s] +04/01/24 12:52:46| DEBUG [size=11,place=2] best score = 0.01009758; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.796s] +04/01/24 12:53:36| DEBUG [size=28,place=1] best score = 0.00731812; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.123s] +04/01/24 12:53:36| DEBUG [size=28,place=2] best score = 0.00754074; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 50.124s] +04/01/24 12:54:28| DEBUG [size=20,place=1] best score = 0.00764551; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.796s] +04/01/24 12:54:28| DEBUG [size=20,place=2] best score = 0.00771542; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04294866800788611, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 51.797s] +04/01/24 12:54:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.42948668007886115, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00732) [took 123.8352s] +04/01/24 12:56:37| INFO d_m3w_sld_rbf_gs finished [took 253.4800s] +04/01/24 12:56:37| INFO Dataset sample [0.5 0.5] of dataset rcv1_GCAT finished [took 1330.2090s] +04/01/24 12:56:37| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT started +04/01/24 13:00:21| INFO d_m3w_sld_rbf_c finished [took 221.6678s] +04/01/24 13:00:33| INFO d_bin_sld_rbf_c finished [took 233.3608s] +04/01/24 13:00:44| INFO d_m3w_sld_rbf finished [took 244.3343s] +04/01/24 13:00:45| INFO d_bin_sld_rbf_mc finished [took 245.9037s] +04/01/24 13:00:57| INFO d_m3w_sld_rbf_mc finished [took 257.6997s] +04/01/24 13:01:15| INFO d_bin_sld_rbf_ne finished [took 276.5599s] +04/01/24 13:01:19| INFO d_mul_sld_rbf_c finished [took 279.1292s] +04/01/24 13:01:29| INFO d_mul_sld_rbf_ne finished [took 289.9085s] +04/01/24 13:01:49| INFO d_mul_sld_rbf_mc finished [took 308.9848s] +04/01/24 13:01:52| INFO d_mul_sld_rbf finished [took 312.2802s] +04/01/24 13:02:14| INFO d_bin_sld_rbf finished [took 334.1261s] +04/01/24 13:02:29| INFO ref finished [took 91.4362s] +04/01/24 13:02:36| INFO doc finished [took 76.5089s] +04/01/24 13:02:51| INFO atc_mc finished [took 95.0827s] +04/01/24 13:03:01| INFO d_m3w_sld_rbf_ne finished [took 159.4522s] +04/01/24 13:03:23| INFO d_bin_sld_rbf_is finished [took 169.1550s] +04/01/24 13:03:30| INFO d_m3w_sld_rbf_is finished [took 163.8194s] +04/01/24 13:04:01| INFO d_mul_sld_rbf_is finished [took 196.2586s] +04/01/24 13:04:13| DEBUG [size=11,place=1] best score = 0.00931021; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.761s] +04/01/24 13:04:13| DEBUG [size=11,place=2] best score = 0.01152919; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 10.762s] +04/01/24 13:04:46| DEBUG [size=28,place=1] best score = 0.00779148; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 33.329s] +04/01/24 13:04:46| DEBUG [size=28,place=2] best score = 0.00879794; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.329s] +04/01/24 13:05:20| DEBUG [size=18,place=1] best score = 0.00659635; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 34.059s] +04/01/24 13:05:20| DEBUG [size=18,place=2] best score = 0.00725730; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 34.059s] +04/01/24 13:05:49| DEBUG [size=19,place=1] best score = 0.00736902; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.882s] +04/01/24 13:05:49| DEBUG [size=19,place=2] best score = 0.00864219; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 28.882s] +04/01/24 13:05:49| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00660) [took 107.1448s] +04/01/24 13:08:57| INFO d_bin_sld_rbf_gs finished [took 294.8183s] +04/01/24 13:09:21| DEBUG [size=11,place=1] best score = 0.00917865; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 23.245s] +04/01/24 13:09:21| DEBUG [size=11,place=2] best score = 0.01035925; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 23.246s] +04/01/24 13:10:22| DEBUG [size=28,place=1] best score = 0.00691668; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.025s] +04/01/24 13:10:22| DEBUG [size=28,place=2] best score = 0.00735120; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 61.025s] +04/01/24 13:11:11| DEBUG [size=16,place=1] best score = 0.00771978; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.884s] +04/01/24 13:11:11| DEBUG [size=16,place=2] best score = 0.00844288; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 48.884s] +04/01/24 13:11:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00692) [took 133.2635s] +04/01/24 13:16:31| INFO d_mul_sld_rbf_gs finished [took 453.9158s] +04/01/24 13:16:54| DEBUG [size=11,place=1] best score = 0.00844730; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 21.828s] +04/01/24 13:16:54| DEBUG [size=11,place=2] best score = 0.01006541; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': 'bcts', 'confidence': None} [took 21.828s] +04/01/24 13:17:46| DEBUG [size=28,place=1] best score = 0.00810074; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 52.094s] +04/01/24 13:17:46| DEBUG [size=28,place=2] best score = 0.00813809; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.4111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 52.095s] +04/01/24 13:19:04| DEBUG [size=17,place=1] best score = 0.00804980; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.943s] +04/01/24 13:19:04| DEBUG [size=17,place=2] best score = 0.00824874; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 41.11271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 77.944s] +04/01/24 13:22:44| DEBUG [size=11,place=1] best score = 0.00776942; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 411.1271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 219.302s] +04/01/24 13:22:44| DEBUG [size=11,place=2] best score = 0.00783426; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 219.302s] +04/01/24 13:23:23| DEBUG [size=16,place=1] best score = 0.00770306; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 39.041s] +04/01/24 13:23:23| DEBUG [size=16,place=2] best score = 0.00779286; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 39.041s] +04/01/24 13:23:50| DEBUG [size=14,place=1] best score = 0.00778910; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.04111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.632s] +04/01/24 13:23:50| DEBUG [size=14,place=2] best score = 0.00797215; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 27.632s] +04/01/24 13:23:50| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 4.111271098001601, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00770) [took 437.8573s] +04/01/24 13:26:11| INFO d_m3w_sld_rbf_gs finished [took 578.6150s] +04/01/24 13:26:11| INFO Dataset sample [0.6 0.4] of dataset rcv1_GCAT finished [took 1773.6254s] +04/01/24 13:26:11| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT started +04/01/24 13:28:58| INFO d_m3w_sld_rbf_c finished [took 164.9888s] +04/01/24 13:30:00| INFO d_m3w_sld_rbf_mc finished [took 227.3256s] +04/01/24 13:30:05| INFO d_bin_sld_rbf_mc finished [took 231.5711s] +04/01/24 13:30:07| INFO d_bin_sld_rbf_ne finished [took 234.0276s] +04/01/24 13:30:13| INFO d_m3w_sld_rbf finished [took 239.9023s] +04/01/24 13:30:40| INFO d_bin_sld_rbf_c finished [took 266.6825s] +04/01/24 13:31:01| INFO d_mul_sld_rbf finished [took 287.2152s] +04/01/24 13:31:08| INFO d_mul_sld_rbf_c finished [took 295.0942s] +04/01/24 13:31:20| INFO d_mul_sld_rbf_ne finished [took 306.2243s] +04/01/24 13:31:25| INFO d_mul_sld_rbf_mc finished [took 311.5058s] +04/01/24 13:31:32| INFO ref finished [took 77.8133s] +04/01/24 13:31:46| INFO atc_mc finished [took 65.1938s] +04/01/24 13:31:52| INFO d_m3w_sld_rbf_ne finished [took 172.8842s] +04/01/24 13:31:54| INFO d_bin_sld_rbf finished [took 340.6928s] +04/01/24 13:32:09| INFO doc finished [took 67.8940s] +04/01/24 13:32:23| INFO d_bin_sld_rbf_is finished [took 142.4513s] +04/01/24 13:33:08| INFO d_m3w_sld_rbf_is finished [took 180.2028s] +04/01/24 13:33:13| INFO d_mul_sld_rbf_is finished [took 187.7594s] +04/01/24 13:33:25| DEBUG [size=11,place=1] best score = 0.00524084; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 10.955s] +04/01/24 13:33:25| DEBUG [size=11,place=2] best score = 0.00579352; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 10.956s] +04/01/24 13:33:56| DEBUG [size=28,place=1] best score = 0.00505526; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 30.815s] +04/01/24 13:33:56| DEBUG [size=28,place=2] best score = 0.00521920; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': None} [took 30.816s] +04/01/24 13:34:16| DEBUG [size=19,place=1] best score = 0.00517386; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': None} [took 19.702s] +04/01/24 13:34:16| DEBUG [size=19,place=2] best score = 0.00533539; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.702s] +04/01/24 13:34:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00506) [took 61.5832s] +04/01/24 13:36:06| INFO d_bin_sld_rbf_gs finished [took 171.7080s] +04/01/24 13:36:29| DEBUG [size=11,place=1] best score = 0.00913668; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 383.58540836103816, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 22.403s] +04/01/24 13:36:29| DEBUG [size=11,place=2] best score = 0.00948679; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 22.403s] +04/01/24 13:37:26| DEBUG [size=28,place=1] best score = 0.00667598; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 57.236s] +04/01/24 13:37:26| DEBUG [size=28,place=2] best score = 0.00755526; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 383.58540836103816, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 57.237s] +04/01/24 13:38:14| DEBUG [size=21,place=1] best score = 0.00652281; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.244s] +04/01/24 13:38:14| DEBUG [size=21,place=2] best score = 0.00687523; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['isoft']} [took 47.244s] +04/01/24 13:38:33| DEBUG [size=14,place=1] best score = 0.00610705; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} [took 19.383s] +04/01/24 13:38:33| DEBUG [size=14,place=2] best score = 0.00613196; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 19.383s] +04/01/24 13:39:11| DEBUG [size=19,place=1] best score = 0.00653965; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} [took 38.313s] +04/01/24 13:39:11| DEBUG [size=19,place=2] best score = 0.00657447; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 38.35854083610381, 'quantifier__recalib': None, 'confidence': None} [took 38.313s] +04/01/24 13:39:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': None, 'confidence': None} (score=0.00611) [took 184.6940s] +04/01/24 13:41:58| INFO d_mul_sld_rbf_gs finished [took 351.1935s] +04/01/24 13:42:17| DEBUG [size=11,place=1] best score = 0.00634576; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.038358540836103815, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.494s] +04/01/24 13:42:17| DEBUG [size=11,place=2] best score = 0.00655663; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.494s] +04/01/24 13:43:04| DEBUG [size=28,place=1] best score = 0.00559102; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 46.316s] +04/01/24 13:43:04| DEBUG [size=28,place=2] best score = 0.00560394; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 46.316s] +04/01/24 13:43:40| DEBUG [size=21,place=1] best score = 0.00557679; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.652s] +04/01/24 13:43:40| DEBUG [size=21,place=2] best score = 0.00593858; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 36.653s] +04/01/24 13:44:43| DEBUG [size=14,place=1] best score = 0.00558831; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 62.836s] +04/01/24 13:44:43| DEBUG [size=14,place=2] best score = 0.00565359; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.8358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} [took 62.836s] +04/01/24 13:44:43| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.38358540836103816, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00558) [took 164.3158s] +04/01/24 13:46:35| INFO d_m3w_sld_rbf_gs finished [took 276.6883s] +04/01/24 13:46:35| INFO Dataset sample [0.7 0.3] of dataset rcv1_GCAT finished [took 1224.4134s] +04/01/24 13:46:35| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT started +04/01/24 13:49:24| INFO d_bin_sld_rbf_ne finished [took 166.3949s] +04/01/24 13:50:19| INFO d_bin_sld_rbf finished [took 221.1158s] +04/01/24 13:50:20| INFO d_bin_sld_rbf_mc finished [took 222.1022s] +04/01/24 13:50:24| INFO d_m3w_sld_rbf_c finished [took 226.1186s] +04/01/24 13:50:30| INFO d_m3w_sld_rbf finished [took 232.0746s] +04/01/24 13:50:33| INFO d_bin_sld_rbf_c finished [took 234.5421s] +04/01/24 13:50:36| INFO d_m3w_sld_rbf_mc finished [took 237.7455s] +04/01/24 13:50:46| INFO d_mul_sld_rbf finished [took 248.0891s] +04/01/24 13:50:59| INFO d_mul_sld_rbf_mc finished [took 261.0446s] +04/01/24 13:51:08| INFO d_mul_sld_rbf_ne finished [took 269.6489s] +04/01/24 13:51:12| INFO d_mul_sld_rbf_c finished [took 274.5208s] +04/01/24 13:51:28| INFO d_m3w_sld_rbf_ne finished [took 124.2759s] +04/01/24 13:51:44| INFO ref finished [took 73.7358s] +04/01/24 13:51:57| INFO atc_mc finished [took 84.0683s] +04/01/24 13:51:58| INFO doc finished [took 81.1965s] +04/01/24 13:52:38| INFO d_bin_sld_rbf_is finished [took 138.5401s] +04/01/24 13:52:52| INFO d_m3w_sld_rbf_is finished [took 146.9897s] +04/01/24 13:53:08| INFO d_mul_sld_rbf_is finished [took 167.0751s] +04/01/24 13:53:22| DEBUG [size=11,place=1] best score = 0.00619598; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.576s] +04/01/24 13:53:22| DEBUG [size=11,place=2] best score = 0.00626423; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 12.577s] +04/01/24 13:53:43| DEBUG [size=26,place=1] best score = 0.00675400; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.291s] +04/01/24 13:53:43| DEBUG [size=26,place=2] best score = 0.00714796; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 21.292s] +04/01/24 13:53:43| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00620) [took 33.9745s] +04/01/24 13:55:02| INFO d_bin_sld_rbf_gs finished [took 112.6652s] +04/01/24 13:55:21| DEBUG [size=11,place=1] best score = 0.01274357; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 18.307s] +04/01/24 13:55:21| DEBUG [size=11,place=2] best score = 0.01582448; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.307s] +04/01/24 13:56:18| DEBUG [size=28,place=1] best score = 0.00923843; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 56.761s] +04/01/24 13:56:18| DEBUG [size=28,place=2] best score = 0.00928207; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 56.761s] +04/01/24 13:57:32| DEBUG [size=17,place=1] best score = 0.00901995; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.522s] +04/01/24 13:57:32| DEBUG [size=17,place=2] best score = 0.00959055; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 74.522s] +04/01/24 13:57:51| DEBUG [size=14,place=1] best score = 0.00865627; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.177s] +04/01/24 13:57:51| DEBUG [size=14,place=2] best score = 0.00886360; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 19.177s] +04/01/24 13:58:04| DEBUG [size=12,place=1] best score = 0.00864159; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 13.112s] +04/01/24 13:58:04| DEBUG [size=12,place=2] best score = 0.00884385; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 13.112s] +04/01/24 13:58:38| DEBUG [size=14,place=1] best score = 0.00838609; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 33.675s] +04/01/24 13:58:38| DEBUG [size=14,place=2] best score = 0.00892746; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 33.676s] +04/01/24 13:58:58| DEBUG [size=12,place=1] best score = 0.00869818; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.422s] +04/01/24 13:58:58| DEBUG [size=12,place=2] best score = 0.00919337; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 3.289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 19.423s] +04/01/24 13:58:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.03289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00839) [took 234.9974s] +04/01/24 14:00:24| INFO d_mul_sld_rbf_gs finished [took 321.7887s] +04/01/24 14:00:42| DEBUG [size=11,place=1] best score = 0.00914582; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.210s] +04/01/24 14:00:42| DEBUG [size=11,place=2] best score = 0.00927034; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.3289484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 17.211s] +04/01/24 14:01:59| DEBUG [size=28,place=1] best score = 0.00848826; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 76.306s] +04/01/24 14:01:59| DEBUG [size=28,place=2] best score = 0.00876583; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 76.307s] +04/01/24 14:04:05| DEBUG [size=18,place=1] best score = 0.00886676; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 126.517s] +04/01/24 14:04:05| DEBUG [size=18,place=2] best score = 0.00896464; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} [took 126.518s] +04/01/24 14:04:05| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 32.89484261125142, 'quantifier__recalib': 'bcts', 'confidence': None} (score=0.00849) [took 220.1491s] +04/01/24 14:05:20| INFO d_m3w_sld_rbf_gs finished [took 294.4855s] +04/01/24 14:05:20| INFO Dataset sample [0.8 0.2] of dataset rcv1_GCAT finished [took 1124.2704s] +04/01/24 14:05:20| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT started +04/01/24 14:07:44| INFO d_bin_sld_rbf finished [took 142.6992s] +04/01/24 14:08:43| INFO d_bin_sld_rbf_c finished [took 201.5703s] +04/01/24 14:08:52| INFO d_bin_sld_rbf_mc finished [took 210.0484s] +04/01/24 14:08:54| INFO d_m3w_sld_rbf finished [took 212.8778s] +04/01/24 14:08:59| INFO d_m3w_sld_rbf_mc finished [took 217.1081s] +04/01/24 14:09:03| INFO d_bin_sld_rbf_ne finished [took 221.6905s] +04/01/24 14:09:07| INFO d_m3w_sld_rbf_c finished [took 225.0241s] +04/01/24 14:09:08| INFO d_mul_sld_rbf finished [took 226.6039s] +04/01/24 14:09:29| INFO d_mul_sld_rbf_mc finished [took 246.8090s] +04/01/24 14:09:39| INFO d_mul_sld_rbf_ne finished [took 257.7313s] +04/01/24 14:09:56| INFO d_mul_sld_rbf_c finished [took 274.2714s] +04/01/24 14:10:03| INFO d_m3w_sld_rbf_ne finished [took 139.3250s] +04/01/24 14:10:16| INFO ref finished [took 76.7872s] +04/01/24 14:10:33| INFO atc_mc finished [took 89.1551s] +04/01/24 14:10:35| INFO doc finished [took 87.6538s] +04/01/24 14:10:50| INFO d_bin_sld_rbf_is finished [took 126.6638s] +04/01/24 14:10:56| INFO d_m3w_sld_rbf_is finished [took 120.9876s] +04/01/24 14:11:25| INFO d_mul_sld_rbf_is finished [took 152.9899s] +04/01/24 14:11:43| DEBUG [size=11,place=1] best score = 0.12720022; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.763s] +04/01/24 14:11:43| DEBUG [size=11,place=2] best score = 0.17573423; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.764s] +04/01/24 14:12:08| DEBUG [size=26,place=1] best score = 0.01812658; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 25.559s] +04/01/24 14:12:08| DEBUG [size=26,place=2] best score = 0.02750708; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 25.560s] +04/01/24 14:12:16| DEBUG [size=15,place=1] best score = 0.02699881; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 7.175s] +04/01/24 14:12:16| DEBUG [size=15,place=2] best score = 0.05259984; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 7.176s] +04/01/24 14:12:16| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} (score=0.01813) [took 49.6068s] +04/01/24 14:13:28| INFO d_bin_sld_rbf_gs finished [took 121.8315s] +04/01/24 14:13:47| DEBUG [size=11,place=1] best score = 0.44622297; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': None, 'confidence': None} [took 18.682s] +04/01/24 14:13:47| DEBUG [size=11,place=2] best score = 0.44868307; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 18.683s] +04/01/24 14:14:04| DEBUG [size=26,place=1] best score = 0.14216569; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.875s] +04/01/24 14:14:04| DEBUG [size=26,place=2] best score = 0.31742522; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} [took 16.875s] +04/01/24 14:14:28| DEBUG [size=14,place=1] best score = 0.15579576; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} [took 23.518s] +04/01/24 14:14:28| DEBUG [size=14,place=2] best score = 0.24814867; best param = {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': None, 'confidence': None} [took 23.519s] +04/01/24 14:14:28| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.001, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': None, 'confidence': None} (score=0.14217) [took 59.1842s] +04/01/24 14:16:22| INFO d_mul_sld_rbf_gs finished [took 173.7137s] +04/01/24 14:16:41| DEBUG [size=11,place=1] best score = 0.00681338; best param = {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': None, 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 18.119s] +04/01/24 14:16:41| DEBUG [size=11,place=2] best score = 0.00771308; best param = {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 18.120s] +04/01/24 14:17:19| DEBUG [size=28,place=1] best score = 0.00534484; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.445s] +04/01/24 14:17:19| DEBUG [size=28,place=2] best score = 0.00546287; best param = {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.445s] +04/01/24 14:18:29| DEBUG [size=16,place=1] best score = 0.00513243; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 69.928s] +04/01/24 14:18:29| DEBUG [size=16,place=2] best score = 0.00574793; best param = {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 69.928s] +04/01/24 14:19:08| DEBUG [size=17,place=1] best score = 0.00498843; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 38.317s] +04/01/24 14:19:08| DEBUG [size=17,place=2] best score = 0.00536860; best param = {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} [took 38.317s] +04/01/24 14:19:37| DEBUG [size=14,place=1] best score = 0.00559080; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.027266674375981285, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.752s] +04/01/24 14:19:37| DEBUG [size=14,place=2] best score = 0.00610676; best param = {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 2.7266674375981284, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} [took 29.752s] +04/01/24 14:19:38| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__classifier__gamma': 0.27266674375981287, 'quantifier__recalib': 'bcts', 'confidence': ['isoft']} (score=0.00499) [took 194.6814s] +04/01/24 14:21:17| INFO d_m3w_sld_rbf_gs finished [took 294.5265s] +04/01/24 14:21:17| INFO Dataset sample [0.9 0.1] of dataset rcv1_GCAT finished [took 957.6250s]