From f8ae408a4fe0f22cc368662eeca867c5194dd3a6 Mon Sep 17 00:00:00 2001 From: Lorenzo Volpi Date: Thu, 16 Nov 2023 01:37:18 +0100 Subject: [PATCH] conf updated --- conf.yaml | 53 ++--- quacc.log | 691 ++++++++++++++++++++++++++++++++++++++++++++++++++++++ 2 files changed, 713 insertions(+), 31 deletions(-) diff --git a/conf.yaml b/conf.yaml index f1e9940..cb663ae 100644 --- a/conf.yaml +++ b/conf.yaml @@ -2,10 +2,12 @@ debug_conf: &debug_conf global: METRICS: - acc + OUT_DIR_NAME: output/debug DATASET_N_PREVS: 9 confs: - - DATASET_NAME: imdb + - DATASET_NAME: rcv1 + DATASET_TARGET: CCAT plot_confs: debug_gs: @@ -39,7 +41,10 @@ test_conf: &test_conf METRICS: - acc - f1 + OUT_DIR_NAME: output/test DATASET_N_PREVS: 9 + # DATASET_PREVS: + # - 0.5 confs: - DATASET_NAME: rcv1 @@ -47,42 +52,27 @@ test_conf: &test_conf # - DATASET_NAME: imdb plot_confs: - gs_vs_gsq: + main: PLOT_ESTIMATORS: - bin_sld - - bin_sld_gs - - bin_sld_gsq - mul_sld - - mul_sld_gs - - mul_sld_gsq - gs_vs_atc: - PLOT_ESTIMATORS: - - bin_sld + - mul3w_sld + - binc_sld + - mulc_sld + - mul3wc_sld + - binmc_sld + - mulmc_sld + - mul3wmc_sld + - binne_sld + - mulne_sld + - mul3wne_sld - bin_sld_gs - - mul_sld - mul_sld_gs + - mul3w_sld_gs - atc_mc - atc_ne - sld_vs_pacc: - PLOT_ESTIMATORS: - - bin_sld - - bin_sld_gs - - mul_sld - - mul_sld_gs - - bin_pacc - - bin_pacc_gs - - mul_pacc - - mul_pacc_gs - - atc_mc - - atc_ne - pacc_vs_atc: - PLOT_ESTIMATORS: - - bin_pacc - - bin_pacc_gs - - mul_pacc - - mul_pacc_gs - - atc_mc - - atc_ne + - doc_feat + - kfcv main_conf: &main_conf @@ -90,6 +80,7 @@ main_conf: &main_conf METRICS: - acc - f1 + OUT_DIR_NAME: output/main DATASET_N_PREVS: 9 DATASET_DIR_UPDATE: true @@ -221,4 +212,4 @@ main_conf: &main_conf - atc_ne - doc_feat -exec: *debug_conf \ No newline at end of file +exec: *test_conf \ No newline at end of file diff --git a/quacc.log b/quacc.log index 2d89fff..178555b 100644 --- a/quacc.log +++ b/quacc.log @@ -5633,3 +5633,694 @@ 11/11/23 18:13:41| INFO mul3w_sld finished [took 41.9968s] 11/11/23 18:13:54| INFO mul_sld finished [took 56.7537s] 11/11/23 18:13:54| INFO Dataset sample 0.90 of dataset imdb_9prevs finished [took 58.1750s] +---------------------------------------------------------------------------------------------------- +14/11/23 10:19:57| INFO dataset rcv1_CCAT_9prevs +14/11/23 10:23:23| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +14/11/23 10:24:11| INFO ref finished [took 33.7775s] +14/11/23 10:24:13| INFO mul3w_sld finished [took 41.1206s] +14/11/23 10:24:16| INFO atc_mc finished [took 35.9391s] +14/11/23 10:24:24| INFO mul_sld finished [took 56.7171s] +14/11/23 10:24:24| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 61.0575s] +14/11/23 10:24:24| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +14/11/23 10:25:11| INFO ref finished [took 36.0009s] +14/11/23 10:25:14| INFO mul3w_sld finished [took 43.1616s] +14/11/23 10:25:16| INFO atc_mc finished [took 38.1922s] +14/11/23 10:25:18| INFO mul_sld finished [took 51.2797s] +14/11/23 10:25:18| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 54.0564s] +14/11/23 10:25:18| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +14/11/23 10:26:06| INFO ref finished [took 36.2124s] +14/11/23 10:26:09| INFO mul3w_sld finished [took 44.2468s] +14/11/23 10:26:10| INFO atc_mc finished [took 38.0879s] +14/11/23 10:26:11| INFO mul_sld finished [took 49.8963s] +14/11/23 10:26:11| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 52.9385s] +14/11/23 10:26:11| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +14/11/23 10:26:55| INFO ref finished [took 35.2937s] +14/11/23 10:26:59| INFO mul3w_sld finished [took 43.4896s] +14/11/23 10:27:01| INFO atc_mc finished [took 37.9122s] +14/11/23 10:27:02| INFO mul_sld finished [took 49.6822s] +14/11/23 10:27:02| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 51.4715s] +14/11/23 10:27:02| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started +14/11/23 10:27:57| INFO ref finished [took 41.6534s] +14/11/23 10:28:00| INFO mul3w_sld finished [took 50.9864s] +14/11/23 10:28:01| INFO atc_mc finished [took 41.7816s] +14/11/23 10:28:08| INFO mul_sld finished [took 62.3621s] +14/11/23 10:28:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 65.6530s] +14/11/23 10:28:08| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started +14/11/23 10:29:00| INFO ref finished [took 41.6461s] +14/11/23 10:29:03| INFO mul3w_sld finished [took 47.9558s] +14/11/23 10:29:05| INFO atc_mc finished [took 43.4091s] +14/11/23 10:29:09| INFO mul_sld finished [took 58.5413s] +14/11/23 10:29:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 60.9454s] +14/11/23 10:29:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started +14/11/23 10:29:56| INFO ref finished [took 35.9344s] +14/11/23 10:29:59| INFO mul3w_sld finished [took 42.5935s] +14/11/23 10:30:00| INFO atc_mc finished [took 35.6671s] +14/11/23 10:30:04| INFO mul_sld finished [took 52.3465s] +14/11/23 10:30:04| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 54.9582s] +14/11/23 10:30:04| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started +14/11/23 10:30:47| INFO ref finished [took 32.7900s] +14/11/23 10:30:50| INFO mul3w_sld finished [took 40.8869s] +14/11/23 10:30:51| INFO atc_mc finished [took 35.1918s] +14/11/23 10:30:54| INFO mul_sld finished [took 48.2179s] +14/11/23 10:30:54| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 50.7051s] +14/11/23 10:30:54| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started +14/11/23 10:31:40| INFO ref finished [took 37.9607s] +14/11/23 10:31:44| INFO mul3w_sld finished [took 44.8392s] +14/11/23 10:31:45| INFO atc_mc finished [took 38.8935s] +14/11/23 10:31:55| INFO mul_sld finished [took 58.2921s] +14/11/23 10:31:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 60.6193s] +---------------------------------------------------------------------------------------------------- +14/11/23 10:48:56| INFO dataset rcv1_CCAT_9prevs [pool size: 6] +14/11/23 10:49:03| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +14/11/23 10:50:09| INFO ref finished [took 52.4488s] +14/11/23 10:50:13| INFO mul3w_sld finished [took 61.4401s] +14/11/23 10:50:16| INFO atc_mc finished [took 55.5122s] +14/11/23 10:50:44| INFO mul_sld finished [took 96.9739s] +14/11/23 10:50:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 100.2168s] +14/11/23 10:50:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +14/11/23 10:51:53| INFO ref finished [took 51.8743s] +14/11/23 10:51:58| INFO mul3w_sld finished [took 65.9840s] +14/11/23 10:52:00| INFO atc_mc finished [took 56.0236s] +14/11/23 10:52:08| INFO mul_sld finished [took 80.5319s] +14/11/23 10:52:08| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 83.9911s] +14/11/23 10:52:08| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +14/11/23 10:53:18| INFO ref finished [took 52.9983s] +14/11/23 10:53:23| INFO mul3w_sld finished [took 66.2813s] +14/11/23 10:53:27| INFO mul_sld finished [took 75.7298s] +14/11/23 10:53:27| INFO atc_mc finished [took 57.5290s] +14/11/23 10:53:27| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 79.4572s] +14/11/23 10:53:27| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +14/11/23 10:54:36| INFO ref finished [took 53.6551s] +14/11/23 10:54:42| INFO mul3w_sld finished [took 67.7717s] +14/11/23 10:54:44| INFO atc_mc finished [took 58.2452s] +14/11/23 10:54:47| INFO mul_sld finished [took 77.1280s] +14/11/23 10:54:47| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 79.8159s] +14/11/23 10:54:47| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started +14/11/23 10:55:57| INFO ref finished [took 53.0671s] +14/11/23 10:56:02| INFO mul3w_sld finished [took 65.7727s] +14/11/23 10:56:05| INFO atc_mc finished [took 56.9758s] +14/11/23 10:56:09| INFO mul_sld finished [took 78.5383s] +14/11/23 10:56:09| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 82.0972s] +14/11/23 10:56:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started +14/11/23 10:57:17| INFO ref finished [took 52.6539s] +14/11/23 10:57:22| INFO mul3w_sld finished [took 64.6467s] +14/11/23 10:57:28| INFO atc_mc finished [took 60.6980s] +14/11/23 10:57:32| INFO mul_sld finished [took 79.6543s] +14/11/23 10:57:32| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 82.6942s] +14/11/23 10:57:32| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started +14/11/23 10:58:41| INFO ref finished [took 52.3088s] +14/11/23 10:58:46| INFO mul3w_sld finished [took 65.6132s] +14/11/23 10:58:49| INFO atc_mc finished [took 56.5070s] +14/11/23 10:58:56| INFO mul_sld finished [took 80.9730s] +14/11/23 10:58:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 84.3301s] +14/11/23 10:58:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started +14/11/23 11:00:07| INFO ref finished [took 53.8347s] +14/11/23 11:00:15| INFO mul3w_sld finished [took 70.7668s] +14/11/23 11:00:18| INFO atc_mc finished [took 59.7136s] +14/11/23 11:00:22| INFO mul_sld finished [took 81.8963s] +14/11/23 11:00:22| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 85.4119s] +14/11/23 11:00:22| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started +14/11/23 11:01:29| INFO ref finished [took 52.4688s] +14/11/23 11:01:35| INFO atc_mc finished [took 54.5078s] +14/11/23 11:01:37| INFO mul3w_sld finished [took 67.0480s] +14/11/23 11:02:02| INFO mul_sld finished [took 96.9095s] +14/11/23 11:02:02| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 100.3294s] +---------------------------------------------------------------------------------------------------- +14/11/23 11:13:59| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 11:14:04| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 11:15:53| INFO mul3w_sld finished [took 95.2635s] +14/11/23 11:16:00| INFO mul3wc_sld finished [took 77.4014s] +14/11/23 11:16:05| INFO mul_sld finished [took 112.5286s] +14/11/23 11:16:16| INFO mulc_sld finished [took 99.6355s] +14/11/23 11:17:21| INFO mul3wmc_sld finished [took 69.0500s] +14/11/23 11:17:38| INFO mulmc_sld finished [took 93.9158s] +14/11/23 11:18:49| INFO mul3wne_sld finished [took 65.1529s] +14/11/23 11:18:50| INFO mulne_sld finished [took 85.0707s] +---------------------------------------------------------------------------------------------------- +14/11/23 13:24:17| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 13:24:22| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 13:24:56| INFO ref finished [took 29.2725s] +---------------------------------------------------------------------------------------------------- +14/11/23 13:45:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 13:45:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 13:45:43| INFO ref finished [took 28.7856s] +---------------------------------------------------------------------------------------------------- +14/11/23 14:34:19| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 14:34:24| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +---------------------------------------------------------------------------------------------------- +14/11/23 14:35:02| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 14:35:06| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 14:35:43| INFO ref finished [took 32.5387s] +---------------------------------------------------------------------------------------------------- +14/11/23 17:42:38| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 17:42:42| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 17:43:33| INFO ref finished [took 46.5477s] +14/11/23 17:44:45| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00842) [took 120.4016s] +14/11/23 17:45:15| INFO bin_sld_gs finished [took 151.0389s] +14/11/23 17:45:15| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 153.3402s] +---------------------------------------------------------------------------------------------------- +14/11/23 17:47:03| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 17:47:08| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 17:48:36| INFO ref finished [took 80.9696s] +14/11/23 17:51:09| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 236.5057s] +14/11/23 17:51:59| INFO bin_sld_gs finished [took 287.2511s] +14/11/23 17:51:59| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 291.2278s] +---------------------------------------------------------------------------------------------------- +14/11/23 17:55:25| INFO dataset rcv1_CCAT_1prevs [pool size: 6] +14/11/23 17:55:31| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs started +14/11/23 17:59:01| INFO ref finished [took 182.2461s] +14/11/23 17:59:14| INFO bin_sld finished [took 219.3815s] +14/11/23 17:59:45| INFO mul_sld finished [took 245.4107s] +14/11/23 18:04:50| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00843) [took 545.1706s] +14/11/23 18:07:24| INFO bin_sld_gs finished [took 699.2500s] +14/11/23 18:10:41| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00784) [took 888.9296s] +14/11/23 18:11:32| INFO mul_sld_gs finished [took 939.7703s] +14/11/23 18:11:32| INFO Dataset sample 0.50 of dataset rcv1_CCAT_1prevs finished [took 961.2148s] +---------------------------------------------------------------------------------------------------- +14/11/23 19:01:44| INFO dataset rcv1_CCAT_9prevs [pool size: 6] +14/11/23 19:01:50| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +14/11/23 19:02:30| INFO ref finished [took 62.8948s] +14/11/23 19:02:39| WARNING Method bin_sld failed. Exception: [Errno 32] Broken pipe +14/11/23 19:02:39| WARNING Dataset sample 0.10 of dataset rcv1_CCAT_9prevs failed. Exception: [Errno 32] Broken pipe +14/11/23 19:03:04| INFO ref finished [took 61.0546s] +14/11/23 19:03:10| INFO mul_sld finished [took 106.9317s] +14/11/23 19:03:10| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 113.5282s] +14/11/23 19:03:10| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +14/11/23 19:03:21| INFO atc_mc finished [took 72.3755s] +14/11/23 19:03:26| INFO bin_sld finished [took 92.6645s] +14/11/23 19:03:56| INFO mul_sld finished [took 117.9720s] +14/11/23 19:03:56| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 126.7634s] +14/11/23 19:03:56| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +14/11/23 19:04:29| INFO ref finished [took 64.2118s] +14/11/23 19:04:41| INFO bin_sld finished [took 86.5721s] +14/11/23 19:04:47| INFO mul_sld finished [took 87.2893s] +14/11/23 19:04:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 97.5730s] +14/11/23 19:04:47| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +14/11/23 19:05:28| INFO ref finished [took 74.1881s] +14/11/23 19:05:38| INFO bin_sld finished [took 96.5640s] +14/11/23 19:05:45| INFO atc_mc finished [took 82.5089s] +14/11/23 19:05:50| INFO mul_sld finished [took 102.9937s] +14/11/23 19:05:50| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 113.4486s] +14/11/23 19:05:50| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +14/11/23 19:06:19| INFO ref finished [took 70.6959s] +14/11/23 19:06:35| INFO bin_sld finished [took 102.0154s] +14/11/23 19:06:35| INFO mul_sld finished [took 95.4393s] +14/11/23 19:06:35| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 107.5858s] +14/11/23 19:06:35| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +14/11/23 19:07:27| INFO ref finished [took 74.7147s] +14/11/23 19:07:31| INFO bin_sld finished [took 96.6637s] +14/11/23 19:07:36| INFO atc_mc finished [took 81.2520s] +14/11/23 19:07:41| INFO mul_sld finished [took 99.5891s] +14/11/23 19:07:41| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 111.1995s] +14/11/23 19:07:41| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +14/11/23 19:08:14| INFO mul_sld finished [took 91.6290s] +14/11/23 19:08:17| INFO ref finished [took 89.3877s] +14/11/23 19:08:21| INFO bin_sld finished [took 102.8055s] +14/11/23 19:08:21| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 106.3758s] +14/11/23 19:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started +14/11/23 19:09:20| INFO ref finished [took 86.5643s] +14/11/23 19:09:21| INFO atc_mc finished [took 79.2297s] +14/11/23 19:09:25| INFO bin_sld finished [took 100.9769s] +14/11/23 19:09:26| INFO mul_sld finished [took 97.7833s] +14/11/23 19:09:26| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 104.6995s] +14/11/23 19:09:26| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started +14/11/23 19:09:54| INFO ref finished [took 74.9119s] +14/11/23 19:10:09| INFO mul_sld finished [took 96.2572s] +14/11/23 19:10:20| INFO bin_sld finished [took 114.0767s] +14/11/23 19:10:20| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 118.7633s] +14/11/23 19:10:20| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started +14/11/23 19:10:56| INFO ref finished [took 72.2158s] +14/11/23 19:11:01| INFO bin_sld finished [took 90.7485s] +14/11/23 19:11:05| INFO atc_mc finished [took 78.2709s] +14/11/23 19:11:16| INFO mul_sld finished [took 100.8873s] +14/11/23 19:11:16| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 110.8116s] +14/11/23 19:11:16| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started +14/11/23 19:11:52| INFO ref finished [took 73.7993s] +14/11/23 19:12:01| INFO bin_sld finished [took 96.7293s] +14/11/23 19:12:09| INFO mul_sld finished [took 98.4542s] +14/11/23 19:12:09| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 108.9848s] +14/11/23 19:12:09| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started +14/11/23 19:12:46| INFO ref finished [took 75.7971s] +14/11/23 19:12:53| INFO bin_sld finished [took 92.4683s] +14/11/23 19:13:00| INFO atc_mc finished [took 85.1024s] +14/11/23 19:13:12| INFO mul_sld finished [took 106.5708s] +14/11/23 19:13:12| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 115.9514s] +14/11/23 19:13:12| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started +14/11/23 19:13:34| INFO ref finished [took 64.5123s] +14/11/23 19:13:51| INFO bin_sld finished [took 97.2111s] +14/11/23 19:13:58| INFO mul_sld finished [took 97.7685s] +14/11/23 19:13:58| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 108.9796s] +14/11/23 19:13:58| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started +14/11/23 19:14:46| INFO ref finished [took 74.8559s] +14/11/23 19:14:55| INFO atc_mc finished [took 79.5400s] +14/11/23 19:15:04| INFO mul_sld finished [took 100.5167s] +14/11/23 19:15:05| INFO bin_sld finished [took 108.6239s] +14/11/23 19:15:05| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 112.7878s] +14/11/23 19:15:05| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started +14/11/23 19:15:27| INFO ref finished [took 70.2807s] +14/11/23 19:15:50| INFO bin_sld finished [took 106.5730s] +14/11/23 19:15:57| INFO mul_sld finished [took 107.4386s] +14/11/23 19:15:57| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 118.9163s] +14/11/23 19:15:57| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started +14/11/23 19:16:44| INFO atc_mc finished [took 75.2460s] +14/11/23 19:16:45| INFO ref finished [took 82.0378s] +14/11/23 19:16:53| INFO bin_sld finished [took 103.3235s] +14/11/23 19:16:55| INFO mul_sld finished [took 100.7315s] +14/11/23 19:16:55| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 109.9435s] +14/11/23 19:16:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started +14/11/23 19:17:41| INFO ref finished [took 87.2553s] +14/11/23 19:17:49| INFO bin_sld finished [took 107.7924s] +14/11/23 19:17:55| INFO mul_sld finished [took 107.3243s] +14/11/23 19:17:55| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 118.3043s] +14/11/23 19:18:11| INFO ref finished [took 61.2118s] +14/11/23 19:18:19| INFO atc_mc finished [took 65.0574s] +14/11/23 19:18:43| INFO mul_sld finished [took 98.6543s] +14/11/23 19:18:44| INFO bin_sld finished [took 105.3526s] +14/11/23 19:18:44| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 109.2322s] +---------------------------------------------------------------------------------------------------- +14/11/23 19:26:31| INFO dataset rcv1_CCAT_9prevs [pool size: 6] +14/11/23 19:26:36| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +14/11/23 19:28:20| INFO mul3wc_sld finished [took 92.3747s] +14/11/23 19:28:24| INFO mulc_sld finished [took 100.4775s] +14/11/23 19:28:33| INFO mul3wmc_sld finished [took 85.8181s] +14/11/23 19:28:34| INFO binc_sld finished [took 114.7100s] +14/11/23 19:28:51| INFO mulmc_sld finished [took 108.7790s] +14/11/23 19:28:52| INFO binmc_sld finished [took 115.7372s] +14/11/23 19:33:06| INFO mulne_sld finished [took 276.9628s] +14/11/23 19:33:20| INFO mul3wne_sld finished [took 280.4380s] +14/11/23 19:33:56| INFO binne_sld finished [took 332.4569s] +14/11/23 19:38:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 573.3959s] +14/11/23 19:39:29| INFO ref finished [took 352.0854s] +14/11/23 19:39:39| INFO kfcv finished [took 382.1024s] +14/11/23 19:40:14| INFO atc_mc finished [took 365.5751s] +14/11/23 19:43:09| INFO bin_sld_gs finished [took 863.6472s] +14/11/23 19:43:51| INFO doc_feat finished [took 239.8335s] +14/11/23 19:44:27| INFO atc_ne finished [took 287.6745s] +14/11/23 19:47:02| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00980) [took 1079.9167s] +14/11/23 19:48:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01058) [took 1203.3697s] +14/11/23 19:49:12| INFO mul3w_sld_gs finished [took 1210.2260s] +14/11/23 19:49:47| INFO mul_sld_gs finished [took 1251.9477s] +14/11/23 19:49:47| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 1390.9016s] +14/11/23 19:49:47| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +14/11/23 19:51:36| INFO mul3wc_sld finished [took 96.6506s] +14/11/23 19:51:39| INFO binc_sld finished [took 108.2730s] +14/11/23 19:51:43| INFO mulc_sld finished [took 108.4953s] +14/11/23 19:51:49| INFO mul3wmc_sld finished [took 87.7808s] +14/11/23 19:52:01| INFO binmc_sld finished [took 113.2679s] +14/11/23 19:52:06| INFO mulmc_sld finished [took 110.8055s] +14/11/23 19:57:09| INFO mul3wne_sld finished [took 317.6225s] +14/11/23 19:57:13| INFO binne_sld finished [took 333.0413s] +14/11/23 19:57:37| INFO mulne_sld finished [took 351.3497s] +14/11/23 20:03:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00777) [took 699.7427s] +14/11/23 20:03:47| INFO ref finished [took 370.6334s] +14/11/23 20:04:03| INFO kfcv finished [took 401.3191s] +14/11/23 20:04:32| INFO atc_mc finished [took 399.2837s] +14/11/23 20:08:02| INFO doc_feat finished [took 229.6663s] +14/11/23 20:08:45| INFO bin_sld_gs finished [took 1003.1597s] +14/11/23 20:08:51| INFO atc_ne finished [took 293.3607s] +14/11/23 20:10:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01783) [took 1120.0893s] +14/11/23 20:13:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01419) [took 1258.1279s] +14/11/23 20:13:13| INFO mul3w_sld_gs finished [took 1259.6078s] +14/11/23 20:13:58| INFO mul_sld_gs finished [took 1309.2212s] +14/11/23 20:13:58| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 1450.4510s] +14/11/23 20:13:58| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +14/11/23 20:15:51| INFO mul3wc_sld finished [took 99.3553s] +14/11/23 20:15:51| INFO binc_sld finished [took 109.2750s] +14/11/23 20:16:01| INFO mulc_sld finished [took 115.4819s] +14/11/23 20:16:01| INFO binmc_sld finished [took 101.2430s] +14/11/23 20:16:04| INFO mul3wmc_sld finished [took 89.6000s] +14/11/23 20:16:12| INFO mulmc_sld finished [took 103.8880s] +14/11/23 20:21:17| INFO mul3wne_sld finished [took 308.5733s] +14/11/23 20:21:19| INFO binne_sld finished [took 324.9019s] +14/11/23 20:21:22| INFO mulne_sld finished [took 321.5647s] +14/11/23 20:28:08| INFO ref finished [took 384.4074s] +14/11/23 20:28:45| INFO kfcv finished [took 436.1888s] +14/11/23 20:29:13| INFO atc_mc finished [took 432.8089s] +14/11/23 20:29:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00791) [took 798.4766s] +14/11/23 20:33:05| INFO doc_feat finished [took 244.0242s] +14/11/23 20:33:35| INFO atc_ne finished [took 310.7955s] +14/11/23 20:34:28| INFO bin_sld_gs finished [took 1091.2222s] +14/11/23 20:35:44| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00855) [took 1155.3395s] +14/11/23 20:37:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00987) [took 1284.9302s] +14/11/23 20:37:59| INFO mul3w_sld_gs finished [took 1290.5377s] +14/11/23 20:38:39| INFO mul_sld_gs finished [took 1335.1778s] +14/11/23 20:38:39| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 1480.9287s] +14/11/23 20:38:39| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +14/11/23 20:40:23| INFO mul3wc_sld finished [took 94.6599s] +14/11/23 20:40:23| INFO binc_sld finished [took 102.0587s] +14/11/23 20:40:33| INFO mul3wmc_sld finished [took 84.7201s] +14/11/23 20:40:33| INFO binmc_sld finished [took 96.8904s] +14/11/23 20:40:35| INFO mulc_sld finished [took 111.4472s] +14/11/23 20:40:53| INFO mulmc_sld finished [took 109.1562s] +14/11/23 20:45:51| INFO binne_sld finished [took 324.7005s] +14/11/23 20:45:52| INFO mul3wne_sld finished [took 313.2336s] +14/11/23 20:46:07| INFO mulne_sld finished [took 335.4135s] +14/11/23 20:52:52| INFO ref finished [took 398.1704s] +14/11/23 20:52:58| INFO kfcv finished [took 417.6761s] +14/11/23 20:53:36| INFO atc_mc finished [took 429.4704s] +14/11/23 20:54:44| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 837.6243s] +14/11/23 20:57:41| INFO doc_feat finished [took 269.3672s] +14/11/23 20:58:30| INFO atc_ne finished [took 327.9274s] +14/11/23 20:59:59| INFO bin_sld_gs finished [took 1152.3067s] +14/11/23 21:00:01| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 1142.9176s] +14/11/23 21:02:16| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 1281.2276s] +14/11/23 21:02:22| INFO mul3w_sld_gs finished [took 1284.0349s] +14/11/23 21:03:03| INFO mul_sld_gs finished [took 1328.9541s] +14/11/23 21:03:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 1464.6965s] +14/11/23 21:03:03| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started +14/11/23 21:04:55| INFO binc_sld finished [took 108.5734s] +14/11/23 21:04:55| INFO mul3wc_sld finished [took 99.6567s] +14/11/23 21:05:05| INFO mul3wmc_sld finished [took 86.0588s] +14/11/23 21:05:12| INFO binmc_sld finished [took 107.5432s] +14/11/23 21:05:26| INFO mulc_sld finished [took 135.5975s] +14/11/23 21:05:30| INFO mulmc_sld finished [took 116.7908s] +14/11/23 21:10:00| INFO mul3wne_sld finished [took 287.9286s] +14/11/23 21:10:32| INFO binne_sld finished [took 332.7960s] +14/11/23 21:11:23| INFO mulne_sld finished [took 378.2024s] +14/11/23 21:17:01| INFO kfcv finished [took 407.3015s] +14/11/23 21:17:06| INFO ref finished [took 382.4695s] +14/11/23 21:19:03| INFO atc_mc finished [took 446.8215s] +14/11/23 21:19:42| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00737) [took 858.8275s] +14/11/23 21:22:10| INFO doc_feat finished [took 280.6127s] +14/11/23 21:22:59| INFO atc_ne finished [took 343.6955s] +14/11/23 21:24:47| INFO bin_sld_gs finished [took 1163.7924s] +14/11/23 21:24:58| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 1161.4324s] +14/11/23 21:27:08| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00601) [took 1297.9378s] +14/11/23 21:27:15| INFO mul3w_sld_gs finished [took 1299.2080s] +14/11/23 21:27:58| INFO mul_sld_gs finished [took 1348.5513s] +14/11/23 21:27:58| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 1494.9074s] +14/11/23 21:27:58| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started +14/11/23 21:29:43| INFO mul3wc_sld finished [took 93.8390s] +14/11/23 21:29:44| INFO binc_sld finished [took 102.2190s] +14/11/23 21:29:57| INFO mul3wmc_sld finished [took 86.4636s] +14/11/23 21:30:01| INFO binmc_sld finished [took 104.3854s] +14/11/23 21:30:18| INFO mulc_sld finished [took 133.5627s] +14/11/23 21:30:22| INFO mulmc_sld finished [took 116.7632s] +14/11/23 21:34:55| INFO binne_sld finished [took 308.7808s] +14/11/23 21:35:22| INFO mul3wne_sld finished [took 317.7170s] +14/11/23 21:35:50| INFO mulne_sld finished [took 357.6758s] +14/11/23 21:41:47| INFO kfcv finished [took 399.1353s] +14/11/23 21:42:06| INFO ref finished [took 390.7932s] +14/11/23 21:43:18| INFO atc_mc finished [took 434.1773s] +14/11/23 21:43:52| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00570) [took 821.2461s] +14/11/23 21:46:49| INFO doc_feat finished [took 270.4518s] +14/11/23 21:47:27| INFO atc_ne finished [took 328.7662s] +14/11/23 21:48:39| INFO bin_sld_gs finished [took 1109.0259s] +14/11/23 21:49:24| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 1135.9383s] +14/11/23 21:51:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00635) [took 1277.5504s] +14/11/23 21:51:48| INFO mul3w_sld_gs finished [took 1280.0475s] +14/11/23 21:52:30| INFO mul_sld_gs finished [took 1327.6769s] +14/11/23 21:52:30| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 1471.2217s] +14/11/23 21:52:30| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started +14/11/23 21:54:20| INFO mul3wc_sld finished [took 98.2355s] +14/11/23 21:54:27| INFO binc_sld finished [took 114.3731s] +14/11/23 21:54:28| INFO mul3wmc_sld finished [took 83.7334s] +14/11/23 21:54:39| INFO binmc_sld finished [took 108.3863s] +14/11/23 21:54:42| INFO mulc_sld finished [took 125.8758s] +14/11/23 21:54:56| INFO mulmc_sld finished [took 117.2747s] +14/11/23 21:59:35| INFO mul3wne_sld finished [took 298.2106s] +14/11/23 21:59:58| INFO binne_sld finished [took 333.8597s] +14/11/23 22:00:56| INFO mulne_sld finished [took 384.0404s] +14/11/23 22:07:00| INFO kfcv finished [took 433.6072s] +14/11/23 22:07:22| INFO ref finished [took 426.3478s] +14/11/23 22:07:47| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 776.4638s] +14/11/23 22:08:26| INFO atc_mc finished [took 435.5272s] +14/11/23 22:11:43| INFO doc_feat finished [took 245.7887s] +14/11/23 22:12:26| INFO atc_ne finished [took 310.0193s] +14/11/23 22:13:00| INFO bin_sld_gs finished [took 1089.6057s] +14/11/23 22:13:53| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01112) [took 1131.5548s] +14/11/23 22:16:00| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01010) [took 1264.6121s] +14/11/23 22:16:09| INFO mul3w_sld_gs finished [took 1268.0650s] +14/11/23 22:16:56| INFO mul_sld_gs finished [took 1320.9599s] +14/11/23 22:16:56| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 1466.3731s] +14/11/23 22:16:56| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started +14/11/23 22:18:46| INFO mul3wc_sld finished [took 97.6416s] +14/11/23 22:18:54| INFO mul3wmc_sld finished [took 82.3008s] +14/11/23 22:18:55| INFO mulc_sld finished [took 111.4751s] +14/11/23 22:19:04| INFO binc_sld finished [took 124.5108s] +14/11/23 22:19:19| INFO mulmc_sld finished [took 113.0243s] +14/11/23 22:19:28| INFO binmc_sld finished [took 130.6370s] +14/11/23 22:23:46| INFO mul3wne_sld finished [took 281.8430s] +14/11/23 22:24:41| INFO mulne_sld finished [took 342.5610s] +14/11/23 22:24:49| INFO binne_sld finished [took 358.8204s] +14/11/23 22:30:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00964) [took 684.7556s] +14/11/23 22:30:45| INFO kfcv finished [took 402.3518s] +14/11/23 22:31:05| INFO ref finished [took 369.5388s] +14/11/23 22:31:56| INFO atc_mc finished [took 406.8730s] +14/11/23 22:35:08| INFO doc_feat finished [took 233.2618s] +14/11/23 22:35:51| INFO atc_ne finished [took 295.6867s] +14/11/23 22:36:09| INFO bin_sld_gs finished [took 1014.4266s] +14/11/23 22:37:40| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01448) [took 1086.3038s] +14/11/23 22:39:49| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01845) [took 1225.5406s] +14/11/23 22:39:58| INFO mul3w_sld_gs finished [took 1224.0842s] +14/11/23 22:40:39| INFO mul_sld_gs finished [took 1274.9578s] +14/11/23 22:40:39| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 1422.8807s] +14/11/23 22:40:39| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started +14/11/23 22:42:23| INFO mul3wc_sld finished [took 93.5814s] +14/11/23 22:42:27| INFO mulc_sld finished [took 102.4895s] +14/11/23 22:42:33| INFO mul3wmc_sld finished [took 82.3897s] +14/11/23 22:42:42| INFO mulmc_sld finished [took 96.0158s] +14/11/23 22:43:02| INFO binc_sld finished [took 139.9529s] +14/11/23 22:43:17| INFO binmc_sld finished [took 139.9538s] +14/11/23 22:46:47| INFO mul3wne_sld finished [took 248.1434s] +14/11/23 22:47:19| INFO mulne_sld finished [took 285.8942s] +14/11/23 22:48:38| INFO binne_sld finished [took 370.3696s] +14/11/23 22:52:59| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00688) [took 609.1783s] +14/11/23 22:53:28| INFO ref finished [took 358.0507s] +14/11/23 22:53:34| INFO kfcv finished [took 393.6008s] +14/11/23 22:55:07| INFO atc_mc finished [took 375.6329s] +14/11/23 22:57:43| INFO bin_sld_gs finished [took 893.1808s] +14/11/23 22:57:52| INFO doc_feat finished [took 243.9139s] +14/11/23 22:58:32| INFO atc_ne finished [took 293.7785s] +14/11/23 23:01:07| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00971) [took 1061.6503s] +14/11/23 23:02:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.00915) [took 1186.1492s] +14/11/23 23:03:12| INFO mul3w_sld_gs finished [took 1186.4216s] +14/11/23 23:03:42| INFO mul_sld_gs finished [took 1234.0582s] +14/11/23 23:03:42| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 1382.7812s] +---------------------------------------------------------------------------------------------------- +15/11/23 04:09:36| INFO dataset rcv1_CCAT_9prevs [pool size: 6] +15/11/23 04:09:42| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs started +15/11/23 04:11:22| INFO mul3w_sld finished [took 88.7088s] +15/11/23 04:11:32| INFO mulc_sld finished [took 85.9098s] +15/11/23 04:11:33| INFO mul3wc_sld finished [took 82.6034s] +15/11/23 04:11:43| INFO bin_sld finished [took 117.9042s] +15/11/23 04:11:51| INFO binc_sld finished [took 111.6971s] +15/11/23 04:12:25| INFO mul_sld finished [took 157.1144s] +15/11/23 04:13:17| INFO mul3wmc_sld finished [took 95.0918s] +15/11/23 04:13:20| INFO binmc_sld finished [took 114.8857s] +15/11/23 04:13:25| INFO mulmc_sld finished [took 109.3353s] +15/11/23 04:13:27| INFO mulne_sld finished [took 88.7479s] +15/11/23 04:13:50| INFO binne_sld finished [took 117.2911s] +15/11/23 04:14:08| INFO mul3wne_sld finished [took 99.1483s] +15/11/23 04:16:42| INFO kfcv finished [took 188.9529s] +15/11/23 04:17:01| INFO ref finished [took 186.6000s] +15/11/23 04:17:51| INFO atc_mc finished [took 217.5788s] +15/11/23 04:20:59| INFO doc_feat finished [took 233.7094s] +15/11/23 04:21:28| INFO atc_ne finished [took 278.6711s] +15/11/23 04:37:48| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00589) [took 1468.5171s] +15/11/23 04:42:14| INFO bin_sld_gs finished [took 1733.6356s] +15/11/23 05:01:10| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00646) [took 2860.2896s] +15/11/23 05:03:36| INFO mul3w_sld_gs finished [took 3006.3117s] +15/11/23 05:06:56| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00644) [took 3210.7878s] +15/11/23 05:07:44| INFO mul_sld_gs finished [took 3259.2936s] +15/11/23 05:07:44| INFO Dataset sample 0.10 of dataset rcv1_CCAT_9prevs finished [took 3482.4827s] +15/11/23 05:07:44| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs started +15/11/23 05:09:32| INFO mul3w_sld finished [took 95.2699s] +15/11/23 05:09:40| INFO bin_sld finished [took 112.0420s] +15/11/23 05:09:43| INFO mul3wc_sld finished [took 86.1229s] +15/11/23 05:09:51| INFO mulc_sld finished [took 99.5516s] +15/11/23 05:09:53| INFO binc_sld finished [took 108.5802s] +15/11/23 05:10:07| INFO mul_sld finished [took 135.6335s] +15/11/23 05:11:29| INFO mul3wmc_sld finished [took 99.5333s] +15/11/23 05:11:29| INFO binmc_sld finished [took 113.4717s] +15/11/23 05:11:32| INFO mulmc_sld finished [took 108.1948s] +15/11/23 05:11:38| INFO mul3wne_sld finished [took 84.2389s] +15/11/23 05:11:49| INFO binne_sld finished [took 106.8129s] +15/11/23 05:11:53| INFO mulne_sld finished [took 105.1547s] +15/11/23 05:15:20| INFO kfcv finished [took 215.0308s] +15/11/23 05:15:31| INFO ref finished [took 214.0900s] +15/11/23 05:15:54| INFO atc_mc finished [took 231.2363s] +15/11/23 05:19:40| INFO doc_feat finished [took 239.3871s] +15/11/23 05:20:33| INFO atc_ne finished [took 302.1281s] +15/11/23 05:40:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00768) [took 1745.7769s] +15/11/23 05:45:27| INFO bin_sld_gs finished [took 2033.7795s] +15/11/23 06:00:48| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01546) [took 2947.0565s] +15/11/23 06:03:19| INFO mul3w_sld_gs finished [took 3098.2737s] +15/11/23 06:07:06| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01392) [took 3328.3200s] +15/11/23 06:07:55| INFO mul_sld_gs finished [took 3377.9962s] +15/11/23 06:07:55| INFO Dataset sample 0.20 of dataset rcv1_CCAT_9prevs finished [took 3611.1710s] +15/11/23 06:07:55| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs started +15/11/23 06:09:47| INFO bin_sld finished [took 108.5232s] +15/11/23 06:09:47| INFO mul3w_sld finished [took 98.3871s] +15/11/23 06:09:57| INFO mul_sld finished [took 114.3858s] +15/11/23 06:10:01| INFO binc_sld finished [took 103.0382s] +15/11/23 06:10:02| INFO mul3wc_sld finished [took 92.2713s] +15/11/23 06:10:18| INFO mulc_sld finished [took 114.9183s] +15/11/23 06:11:45| INFO mul3wmc_sld finished [took 100.2997s] +15/11/23 06:11:45| INFO binmc_sld finished [took 113.0942s] +15/11/23 06:11:49| INFO mulmc_sld finished [took 111.7305s] +15/11/23 06:11:52| INFO mul3wne_sld finished [took 85.1683s] +15/11/23 06:11:56| INFO binne_sld finished [took 101.2432s] +15/11/23 06:12:06| INFO mulne_sld finished [took 103.3024s] +15/11/23 06:15:34| INFO ref finished [took 204.4876s] +15/11/23 06:15:36| INFO kfcv finished [took 214.3952s] +15/11/23 06:16:07| INFO atc_mc finished [took 229.1752s] +15/11/23 06:19:49| INFO doc_feat finished [took 234.5028s] +15/11/23 06:20:36| INFO atc_ne finished [took 292.6994s] +15/11/23 06:45:14| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00782) [took 2004.9336s] +15/11/23 06:49:09| INFO bin_sld_gs finished [took 2240.1254s] +15/11/23 06:58:59| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00842) [took 2821.0408s] +15/11/23 07:01:12| INFO mul3w_sld_gs finished [took 2954.0182s] +15/11/23 07:04:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00913) [took 3140.5123s] +15/11/23 07:05:03| INFO mul_sld_gs finished [took 3190.0225s] +15/11/23 07:05:03| INFO Dataset sample 0.30 of dataset rcv1_CCAT_9prevs finished [took 3428.1935s] +15/11/23 07:05:03| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs started +15/11/23 07:06:51| INFO mul3w_sld finished [took 97.2198s] +15/11/23 07:06:51| INFO bin_sld finished [took 105.0070s] +15/11/23 07:07:00| INFO mul3wc_sld finished [took 87.5219s] +15/11/23 07:07:02| INFO binc_sld finished [took 99.6789s] +15/11/23 07:07:03| INFO mul_sld finished [took 114.4032s] +15/11/23 07:07:21| INFO mulc_sld finished [took 112.9915s] +15/11/23 07:08:43| INFO mul3wmc_sld finished [took 96.6306s] +15/11/23 07:08:43| INFO binmc_sld finished [took 109.2675s] +15/11/23 07:08:49| INFO mulmc_sld finished [took 110.4332s] +15/11/23 07:08:53| INFO mul3wne_sld finished [took 86.4177s] +15/11/23 07:08:55| INFO binne_sld finished [took 102.8294s] +15/11/23 07:09:08| INFO mulne_sld finished [took 108.4970s] +15/11/23 07:12:07| INFO ref finished [took 183.8496s] +15/11/23 07:12:10| INFO kfcv finished [took 193.2444s] +15/11/23 07:12:44| INFO atc_mc finished [took 212.0704s] +15/11/23 07:16:05| INFO doc_feat finished [took 224.3999s] +15/11/23 07:16:57| INFO atc_ne finished [took 284.3214s] +15/11/23 07:43:39| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01107) [took 2093.3644s] +15/11/23 07:48:41| INFO bin_sld_gs finished [took 2395.2270s] +15/11/23 07:59:26| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01004) [took 3032.5675s] +15/11/23 08:01:49| INFO mul3w_sld_gs finished [took 3175.9059s] +15/11/23 08:05:57| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf', 'entropy']} (score=0.01023) [took 3427.9091s] +15/11/23 08:06:45| INFO mul_sld_gs finished [took 3476.0947s] +15/11/23 08:06:45| INFO Dataset sample 0.40 of dataset rcv1_CCAT_9prevs finished [took 3701.6275s] +15/11/23 08:06:45| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs started +15/11/23 08:08:35| INFO mul3w_sld finished [took 97.5756s] +15/11/23 08:08:40| INFO bin_sld finished [took 112.1406s] +15/11/23 08:08:46| INFO mul_sld finished [took 112.9392s] +15/11/23 08:08:48| INFO mul3wc_sld finished [took 90.8200s] +15/11/23 08:08:49| INFO binc_sld finished [took 103.4855s] +15/11/23 08:09:13| INFO mulc_sld finished [took 120.6758s] +15/11/23 08:10:30| INFO mul3wmc_sld finished [took 97.3327s] +15/11/23 08:10:30| INFO binmc_sld finished [took 110.6134s] +15/11/23 08:10:40| INFO binne_sld finished [took 100.3092s] +15/11/23 08:10:42| INFO mulmc_sld finished [took 115.8021s] +15/11/23 08:10:42| INFO mul3wne_sld finished [took 81.8762s] +15/11/23 08:11:02| INFO mulne_sld finished [took 115.2696s] +15/11/23 08:14:16| INFO ref finished [took 198.5631s] +15/11/23 08:14:19| INFO kfcv finished [took 208.6101s] +15/11/23 08:14:51| INFO atc_mc finished [took 221.8101s] +15/11/23 08:18:33| INFO doc_feat finished [took 239.9441s] +15/11/23 08:19:29| INFO atc_ne finished [took 304.1815s] +15/11/23 08:45:34| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00653) [took 2100.3676s] +15/11/23 08:50:08| INFO bin_sld_gs finished [took 2374.1135s] +15/11/23 09:01:17| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00628) [took 3031.7283s] +15/11/23 09:03:48| INFO mul3w_sld_gs finished [took 3182.7798s] +15/11/23 09:07:31| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00572) [took 3412.7180s] +15/11/23 09:08:21| INFO mul_sld_gs finished [took 3463.0379s] +15/11/23 09:08:21| INFO Dataset sample 0.50 of dataset rcv1_CCAT_9prevs finished [took 3696.0639s] +15/11/23 09:08:21| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs started +15/11/23 09:10:07| INFO mul3w_sld finished [took 94.7023s] +15/11/23 09:10:13| INFO bin_sld finished [took 108.8303s] +15/11/23 09:10:15| INFO mul3wc_sld finished [took 83.2103s] +15/11/23 09:10:25| INFO binc_sld finished [took 104.6440s] +15/11/23 09:10:39| INFO mul_sld finished [took 130.7224s] +15/11/23 09:10:45| INFO mulc_sld finished [took 118.3404s] +15/11/23 09:12:02| INFO binmc_sld finished [took 111.0720s] +15/11/23 09:12:02| INFO mul3wmc_sld finished [took 99.4223s] +15/11/23 09:12:16| INFO binne_sld finished [took 103.0191s] +15/11/23 09:12:18| INFO mulmc_sld finished [took 121.1474s] +15/11/23 09:12:19| INFO mul3wne_sld finished [took 87.9220s] +15/11/23 09:12:47| INFO mulne_sld finished [took 124.4554s] +15/11/23 09:15:56| INFO ref finished [took 201.4576s] +15/11/23 09:16:00| INFO kfcv finished [took 214.6799s] +15/11/23 09:16:51| INFO atc_mc finished [took 234.5041s] +15/11/23 09:20:24| INFO doc_feat finished [took 251.4989s] +15/11/23 09:21:32| INFO atc_ne finished [took 330.0316s] +15/11/23 09:46:36| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00545) [took 2071.0225s] +15/11/23 09:51:05| INFO bin_sld_gs finished [took 2340.1339s] +15/11/23 10:02:11| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.00683) [took 2990.3765s] +15/11/23 10:04:44| INFO mul3w_sld_gs finished [took 3143.3587s] +15/11/23 10:08:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.00632) [took 3383.0715s] +15/11/23 10:09:22| INFO mul_sld_gs finished [took 3433.3077s] +15/11/23 10:09:22| INFO Dataset sample 0.60 of dataset rcv1_CCAT_9prevs finished [took 3660.8700s] +15/11/23 10:09:22| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs started +15/11/23 10:11:13| INFO mul3w_sld finished [took 97.8066s] +15/11/23 10:11:22| INFO mul3wc_sld finished [took 85.1817s] +15/11/23 10:11:23| INFO bin_sld finished [took 117.3856s] +15/11/23 10:11:36| INFO mul_sld finished [took 126.6567s] +15/11/23 10:11:37| INFO binc_sld finished [took 114.3416s] +15/11/23 10:11:50| INFO mulc_sld finished [took 120.0792s] +15/11/23 10:13:11| INFO mul3wmc_sld finished [took 99.5610s] +15/11/23 10:13:15| INFO binmc_sld finished [took 117.2023s] +15/11/23 10:13:24| INFO mul3wne_sld finished [took 86.9684s] +15/11/23 10:13:27| INFO mulmc_sld finished [took 121.0056s] +15/11/23 10:13:47| INFO binne_sld finished [took 121.4703s] +15/11/23 10:13:50| INFO mulne_sld finished [took 120.2871s] +15/11/23 10:17:18| INFO kfcv finished [took 223.9378s] +15/11/23 10:17:25| INFO ref finished [took 211.1518s] +15/11/23 10:18:01| INFO atc_mc finished [took 239.7622s] +15/11/23 10:21:37| INFO doc_feat finished [took 241.2226s] +15/11/23 10:22:45| INFO atc_ne finished [took 315.9710s] +15/11/23 10:46:19| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf', 'entropy']} (score=0.01229) [took 1984.0491s] +15/11/23 10:51:04| INFO bin_sld_gs finished [took 2269.6145s] +15/11/23 11:03:20| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.01, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['max_conf']} (score=0.01075) [took 2991.1006s] +15/11/23 11:05:50| INFO mul3w_sld_gs finished [took 3141.4667s] +15/11/23 11:09:14| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 0.1, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.00765) [took 3353.9196s] +15/11/23 11:10:06| INFO mul_sld_gs finished [took 3406.0194s] +15/11/23 11:10:06| INFO Dataset sample 0.70 of dataset rcv1_CCAT_9prevs finished [took 3643.7925s] +15/11/23 11:10:06| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs started +15/11/23 11:11:55| INFO mul3w_sld finished [took 97.3529s] +15/11/23 11:12:04| INFO mul3wc_sld finished [took 83.6839s] +15/11/23 11:12:09| INFO mul_sld finished [took 116.4522s] +15/11/23 11:12:27| INFO mulc_sld finished [took 112.8964s] +15/11/23 11:12:27| INFO bin_sld finished [took 138.0403s] +15/11/23 11:12:36| INFO binc_sld finished [took 128.2516s] +15/11/23 11:13:52| INFO mul3wmc_sld finished [took 95.1805s] +15/11/23 11:14:04| INFO binmc_sld finished [took 123.8704s] +15/11/23 11:14:05| INFO mulmc_sld finished [took 116.3404s] +15/11/23 11:14:05| INFO mul3wne_sld finished [took 82.2907s] +15/11/23 11:14:25| INFO mulne_sld finished [took 108.4966s] +15/11/23 11:14:43| INFO binne_sld finished [took 132.0226s] +15/11/23 11:17:39| INFO kfcv finished [took 202.2084s] +15/11/23 11:17:49| INFO ref finished [took 195.5469s] +15/11/23 11:18:43| INFO atc_mc finished [took 228.9629s] +15/11/23 11:21:52| INFO doc_feat finished [took 233.8964s] +15/11/23 11:22:53| INFO atc_ne finished [took 304.7668s] +15/11/23 11:43:31| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00894) [took 1774.3149s] +15/11/23 11:49:44| INFO bin_sld_gs finished [took 2147.2786s] +15/11/23 12:02:32| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 1000.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01116) [took 2900.2367s] +15/11/23 12:05:13| INFO mul3w_sld_gs finished [took 3061.0453s] +15/11/23 12:08:39| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': 'bcts', 'confidence': ['entropy']} (score=0.01595) [took 3271.9846s] +15/11/23 12:09:30| INFO mul_sld_gs finished [took 3322.2576s] +15/11/23 12:09:30| INFO Dataset sample 0.80 of dataset rcv1_CCAT_9prevs finished [took 3563.8652s] +15/11/23 12:09:30| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs started +15/11/23 12:11:15| INFO mul3w_sld finished [took 93.4086s] +15/11/23 12:11:22| INFO mul3wc_sld finished [took 82.2547s] +15/11/23 12:11:26| INFO mulc_sld finished [took 91.6249s] +15/11/23 12:11:49| INFO bin_sld finished [took 136.0271s] +15/11/23 12:11:59| INFO binc_sld finished [took 130.9645s] +15/11/23 12:12:00| INFO mul_sld finished [took 143.5693s] +15/11/23 12:13:05| INFO mul3wmc_sld finished [took 92.8853s] +15/11/23 12:13:07| INFO mulmc_sld finished [took 101.3403s] +15/11/23 12:13:30| INFO binmc_sld finished [took 130.9471s] +15/11/23 12:13:40| INFO mul3wne_sld finished [took 92.3468s] +15/11/23 12:14:02| INFO mulne_sld finished [took 119.4438s] +15/11/23 12:14:39| INFO binne_sld finished [took 166.4648s] +15/11/23 12:17:32| INFO kfcv finished [took 222.7909s] +15/11/23 12:17:32| INFO ref finished [took 202.4387s] +15/11/23 12:18:45| INFO atc_mc finished [took 237.6597s] +15/11/23 12:21:43| INFO doc_feat finished [took 233.6943s] +15/11/23 12:22:38| INFO atc_ne finished [took 295.3503s] +15/11/23 12:40:01| DEBUG [BinaryQuantifierAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 10.0, 'quantifier__classifier__class_weight': None, 'quantifier__recalib': None, 'confidence': ['entropy']} (score=0.00604) [took 1611.8802s] +15/11/23 12:44:27| INFO bin_sld_gs finished [took 1877.6335s] +15/11/23 13:00:33| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00830) [took 2816.9939s] +15/11/23 13:03:06| INFO mul3w_sld_gs finished [took 2970.1184s] +15/11/23 13:05:54| DEBUG [MultiClassAccuracyEstimator] optimization finished: best params {'quantifier__classifier__C': 100.0, 'quantifier__classifier__class_weight': 'balanced', 'quantifier__recalib': None, 'confidence': ['max_conf']} (score=0.00808) [took 3160.5303s] +15/11/23 13:06:41| INFO mul_sld_gs finished [took 3207.3902s] +15/11/23 13:06:41| INFO Dataset sample 0.90 of dataset rcv1_CCAT_9prevs finished [took 3431.3826s]